From e4896d598a259298b206fc616c018fa88dc26193 Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Wed, 4 Feb 2026 18:28:21 +0530
Subject: [PATCH 01/30] agent framework v2 changes

---
 src/backend/pyproject.toml                    |   26 +-
 src/backend/uv.lock                           | 1026 ++---------------
 src/backend/v4/callbacks/response_handlers.py |   30 +-
 .../v4/magentic_agents/common/lifecycle.py    |   53 +-
 .../v4/magentic_agents/foundry_agent.py       |   14 +-
 src/backend/v4/magentic_agents/proxy_agent.py |   26 +-
 .../orchestration/human_approval_manager.py   |    6 +-
 .../v4/orchestration/orchestration_manager.py |  154 ++-
 8 files changed, 276 insertions(+), 1059 deletions(-)

diff --git a/src/backend/pyproject.toml b/src/backend/pyproject.toml
index d176467f..7750638d 100644
--- a/src/backend/pyproject.toml
+++ b/src/backend/pyproject.toml
@@ -7,21 +7,20 @@ requires-python = ">=3.11"
 dependencies = [
     "azure-ai-evaluation==1.11.0",
     "azure-ai-inference==1.0.0b9",
-    "azure-ai-projects==1.0.0",
-    "azure-ai-agents==1.2.0b5",
+    "azure-ai-projects==2.0.0b3",
     "azure-cosmos==4.9.0",
     "azure-identity==1.24.0",
     "azure-monitor-events-extension==0.1.0",
-    "azure-monitor-opentelemetry==1.7.0",
+    "azure-monitor-opentelemetry>=1.8.0",
     "azure-search-documents==11.5.3",
     "fastapi==0.116.1",
-    "openai==1.105.0",
-    "opentelemetry-api==1.36.0",
-    "opentelemetry-exporter-otlp-proto-grpc==1.36.0",
-    "opentelemetry-exporter-otlp-proto-http==1.36.0",
-    "opentelemetry-instrumentation-fastapi==0.57b0",
-    "opentelemetry-instrumentation-openai==0.46.2",
-    "opentelemetry-sdk==1.36.0",
+    "openai>=2.8.0",
+    "opentelemetry-api>=1.39.0",
+    "opentelemetry-exporter-otlp-proto-grpc>=1.39.0",
+    "opentelemetry-exporter-otlp-proto-http>=1.39.0",
+    "opentelemetry-instrumentation-fastapi>=0.57b0",
+    "opentelemetry-instrumentation-openai>=0.46.2",
+    "opentelemetry-sdk>=1.39.0",
     "pytest==8.4.1",
     "pytest-asyncio==0.24.0",
     "pytest-cov==5.0.0",
@@ -31,6 +30,7 @@ dependencies = [
     "uvicorn==0.35.0",
     "pylint-pydantic==0.3.5",
     "pexpect==4.9.0",
-    "mcp==1.13.1",
-    "agent-framework>=1.0.0b251105",
-]
+    "mcp>=1.24.0,<2",
+    "agent-framework-azure-ai==1.0.0b260130",
+    "agent-framework-core==1.0.0b260130"
+]
\ No newline at end of file
diff --git a/src/backend/uv.lock b/src/backend/uv.lock
index 73a5e2e5..526fe789 100644
--- a/src/backend/uv.lock
+++ b/src/backend/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.11"
 resolution-markers = [
     "python_full_version >= '3.13'",
@@ -7,101 +7,9 @@ resolution-markers = [
     "python_full_version < '3.12'",
 ]
 
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-]
-
 [[package]]
 name = "websockets"
 version = "15.0.1"
diff --git a/src/backend/v4/callbacks/response_handlers.py b/src/backend/v4/callbacks/response_handlers.py
index 297c8814..88c6085f 100644
--- a/src/backend/v4/callbacks/response_handlers.py
+++ b/src/backend/v4/callbacks/response_handlers.py
@@ -8,10 +8,7 @@
 import re
 from typing import Any
 
-from agent_framework import ChatMessage
-# Removed: from agent_framework._content import FunctionCallContent  (does not exist)
-
-from agent_framework._workflows._magentic import AgentRunResponseUpdate  # Streaming update type from workflows
+from agent_framework import ChatMessage, AgentRunUpdateEvent
 
 from v4.config.settings import connection_config
 from v4.models.messages import (
@@ -111,26 +108,31 @@ def agent_response_callback(
 
 async def streaming_agent_response_callback(
     agent_id: str,
-    update: AgentRunResponseUpdate,
+    update,  # AgentRunUpdateEvent.data or similar streaming update object
     is_final: bool,
     user_id: str | None = None,
 ) -> None:
     """
-    Streaming callback for incremental agent output (AgentRunResponseUpdate).
+    Streaming callback for incremental agent output.
     """
     if not user_id:
         return
 
     try:
+        # Handle both AgentRunUpdateEvent.data and raw text updates
         chunk_text = getattr(update, "text", None)
-        if not chunk_text:
-            contents = getattr(update, "contents", []) or []
-            collected = []
-            for item in contents:
-                txt = getattr(item, "text", None)
-                if txt:
-                    collected.append(str(txt))
-            chunk_text = "".join(collected) if collected else ""
+        
+        # If text is None, don't fall back to str(update) as that would show object repr
+        # Just skip if there's no actual text content
+        if chunk_text is None:
+            # Check if update is a ChatMessage
+            if isinstance(update, ChatMessage):
+                chunk_text = update.text or ""
+            elif hasattr(update, "content"):
+                chunk_text = str(update.content) if update.content else ""
+            else:
+                # Skip if no text content available
+                return
 
         cleaned = clean_citations(chunk_text or "")
 
diff --git a/src/backend/v4/magentic_agents/common/lifecycle.py b/src/backend/v4/magentic_agents/common/lifecycle.py
index bd9382ff..88fde549 100644
--- a/src/backend/v4/magentic_agents/common/lifecycle.py
+++ b/src/backend/v4/magentic_agents/common/lifecycle.py
@@ -10,8 +10,8 @@
     MCPStreamableHTTPTool,
 )
 
-# from agent_framework.azure import AzureAIAgentClient
-from agent_framework_azure_ai import AzureAIAgentClient
+# from agent_framework.azure import AzureAIClient
+from agent_framework_azure_ai import AzureAIClient
 from azure.ai.agents.aio import AgentsClient
 from azure.identity.aio import DefaultAzureCredential
 from common.database.database_base import DatabaseBase
@@ -51,7 +51,7 @@ def __init__(
         self._agent: ChatAgent | None = None
         self.team_service: TeamService | None = team_service
         self.team_config: TeamConfiguration | None = team_config
-        self.client: Optional[AzureAIAgentClient] = None
+        self.client: Optional[AzureAIClient] = None
         self.project_endpoint = project_endpoint
         self.creds: Optional[DefaultAzureCredential] = None
         self.memory_store: Optional[DatabaseBase] = memory_store
@@ -105,7 +105,7 @@ async def close(self) -> None:
             # Attempt to close the underlying agent/client if it exposes close()
             if self._agent and hasattr(self._agent, "close"):
                 try:
-                    await self._agent.close()  # AzureAIAgentClient has async close
+                    await self._agent.close()  # AzureAIClient has async close
                 except Exception as exc:
                     # Best-effort close; log failure but continue teardown
                     self.logger.warning(
@@ -148,24 +148,22 @@ async def _after_open(self) -> None:
         """Subclasses must build self._agent here."""
         raise NotImplementedError
 
-    def get_chat_client(self, chat_client) -> AzureAIAgentClient:
-        """Return the underlying ChatClientProtocol (AzureAIAgentClient)."""
+    def get_chat_client(self, chat_client) -> AzureAIClient:
+        """Return the underlying ChatClientProtocol (AzureAIClient)."""
         if chat_client:
             return chat_client
         if (
             self._agent
             and self._agent.chat_client
-            and self._agent.chat_client.agent_id is not None
         ):
             return self._agent.chat_client  # type: ignore
-        chat_client = AzureAIAgentClient(
+        chat_client = AzureAIClient(
             project_endpoint=self.project_endpoint,
             model_deployment_name=self.model_deployment_name,
-            async_credential=self.creds,
+            credential=self.creds,
         )
         self.logger.info(
-            "Created new AzureAIAgentClient for  get chat client",
-            extra={"agent_id": chat_client.agent_id},
+            "Created new AzureAIClient for get chat client",
         )
         return chat_client
 
@@ -219,20 +217,17 @@ async def resolve_agent_id(self, agent_id: str) -> Optional[str]:
         return None
 
     def get_agent_id(self, chat_client) -> str:
-        """Return the underlying agent ID."""
-        if chat_client and chat_client.agent_id is not None:
-            return chat_client.agent_id
-        if (
-            self._agent
-            and self._agent.chat_client
-            and self._agent.chat_client.agent_id is not None
-        ):
-            return self._agent.chat_client.agent_id  # type: ignore
+        """Return the underlying agent ID or generate a new one.
+        
+        Note: The new AzureAIClient doesn't expose agent_id directly.
+        We generate a new ID if not available.
+        """
+        # Generate a new agent ID since AzureAIClient doesn't expose agent_id
         id = generate_assistant_id()
         self.logger.info("Generated new agent ID: %s", id)
         return id
 
-    async def get_database_team_agent(self) -> Optional[AzureAIAgentClient]:
+    async def get_database_team_agent(self) -> Optional[AzureAIClient]:
         """Retrieve existing team agent from database, if any."""
         chat_client = None
         try:
@@ -258,24 +253,24 @@ async def get_database_team_agent(self) -> Optional[AzureAIAgentClient]:
 
             # Create client with resolved ID, preferring project_client for RAI agents
             if self.agent_name == "RAIAgent" and self.project_client:
-                chat_client = AzureAIAgentClient(
+                chat_client = AzureAIClient(
                     project_client=self.project_client,
                     agent_id=resolved,
-                    async_credential=self.creds,
+                    credential=self.creds,
                 )
                 self.logger.info(
-                    "RAI.AgentReuseSuccess: Created AzureAIAgentClient via Projects SDK (id=%s)",
+                    "RAI.AgentReuseSuccess: Created AzureAIClient via Projects SDK (id=%s)",
                     resolved,
                 )
             else:
-                chat_client = AzureAIAgentClient(
+                chat_client = AzureAIClient(
                     project_endpoint=self.project_endpoint,
                     agent_id=resolved,
                     model_deployment_name=self.model_deployment_name,
-                    async_credential=self.creds,
+                    credential=self.creds,
                 )
                 self.logger.info(
-                    "Created AzureAIAgentClient via endpoint (id=%s)", resolved
+                    "Created AzureAIClient via endpoint (id=%s)", resolved
                 )
 
         except Exception as ex:
@@ -339,10 +334,10 @@ async def _prepare_mcp_tool(self) -> None:
 
 class AzureAgentBase(MCPEnabledBase):
     """
-    Extends MCPEnabledBase with Azure credential + AzureAIAgentClient contexts.
+    Extends MCPEnabledBase with Azure credential + AzureAIClient contexts.
     Subclasses:
       - create or attach an Azure AI Agent definition
-      - instantiate an AzureAIAgentClient and assign to self._agent
+      - instantiate an AzureAIClient and assign to self._agent
       - optionally register themselves via agent_registry
     """
 
diff --git a/src/backend/v4/magentic_agents/foundry_agent.py b/src/backend/v4/magentic_agents/foundry_agent.py
index df622169..614904b6 100644
--- a/src/backend/v4/magentic_agents/foundry_agent.py
+++ b/src/backend/v4/magentic_agents/foundry_agent.py
@@ -6,7 +6,7 @@
 from agent_framework import (ChatAgent, ChatMessage, HostedCodeInterpreterTool,
                              Role)
 from agent_framework_azure_ai import \
-    AzureAIAgentClient  # Provided by agent_framework
+    AzureAIClient  # Provided by agent_framework
 from azure.ai.projects.models import ConnectionType
 from common.config.app_config import config
 from common.database.database_base import DatabaseBase
@@ -111,7 +111,7 @@ async def _collect_tools(self) -> List:
     # -------------------------
     # Azure Search helper
     # -------------------------
-    async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional[AzureAIAgentClient]:
+    async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional[AzureAIClient]:
         """
         Create a server-side Azure AI agent with Azure AI Search raw tool.
 
@@ -123,7 +123,7 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
 
 
         Returns:
-            AzureAIAgentClient | None
+            AzureAIClient | None
         """
         if chatClient:
             return chatClient
@@ -205,10 +205,10 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
                 query_type,
             )
 
-            chat_client = AzureAIAgentClient(
+            chat_client = AzureAIClient(
                 project_client=self.project_client,
                 agent_id=azure_agent.id,
-                async_credential=self.creds,
+                credential=self.creds,
             )
             return chat_client
         except Exception as ex:
@@ -301,8 +301,8 @@ async def invoke(self, prompt: str):
 
         agent_saved = False
         async for update in self._agent.run_stream(messages):
-            # Save agent ID only once on first update (agent ID won't change during streaming)
-            if not agent_saved and self._agent.chat_client.agent_id:
+            # Save agent ID only once on first update
+            if not agent_saved:
                 await self.save_database_team_agent()
                 agent_saved = True
             yield update
diff --git a/src/backend/v4/magentic_agents/proxy_agent.py b/src/backend/v4/magentic_agents/proxy_agent.py
index a6ba9d3c..79a84492 100644
--- a/src/backend/v4/magentic_agents/proxy_agent.py
+++ b/src/backend/v4/magentic_agents/proxy_agent.py
@@ -16,13 +16,12 @@
 from typing import Any, AsyncIterable
 
 from agent_framework import (
-    AgentRunResponse,
-    AgentRunResponseUpdate,
+    AgentResponse,
+    AgentResponseUpdate,
     BaseAgent,
     ChatMessage,
     Role,
-    TextContent,
-    UsageContent,
+    Content,
     UsageDetails,
     AgentThread,
 )
@@ -88,7 +87,7 @@ async def run(
         *,
         thread: AgentThread | None = None,
         **kwargs: Any,
-    ) -> AgentRunResponse:
+    ) -> AgentResponse:
         """
         Get complete clarification response (non-streaming).
 
@@ -98,7 +97,7 @@ async def run(
             kwargs: Additional keyword arguments
 
         Returns:
-            AgentRunResponse with the clarification
+            AgentResponse with the clarification
         """
         # Collect all streaming updates
         response_messages: list[ChatMessage] = []
@@ -113,7 +112,7 @@ async def run(
                     )
                 )
 
-        return AgentRunResponse(
+        return AgentResponse(
             messages=response_messages,
             response_id=response_id,
         )
@@ -124,7 +123,7 @@ def run_stream(
         *,
         thread: AgentThread | None = None,
         **kwargs: Any,
-    ) -> AsyncIterable[AgentRunResponseUpdate]:
+    ) -> AsyncIterable[AgentResponseUpdate]:
         """
         Stream clarification process with human interaction.
 
@@ -143,7 +142,7 @@ async def _invoke_stream_internal(
         messages: str | ChatMessage | list[str] | list[ChatMessage] | None,
         thread: AgentThread | None,
         **kwargs: Any,
-    ) -> AsyncIterable[AgentRunResponseUpdate]:
+    ) -> AsyncIterable[AgentResponseUpdate]:
         """
         Internal streaming implementation.
 
@@ -205,9 +204,10 @@ async def _invoke_stream_internal(
         message_id = str(uuid.uuid4())
 
         # Yield final assistant text update with explicit text content
-        text_update = AgentRunResponseUpdate(
+        # New API: use Content.from_text() or pass text directly to AgentResponseUpdate
+        text_update = AgentResponseUpdate(
             role=Role.ASSISTANT,
-            contents=[TextContent(text=synthetic_reply)],
+            text=synthetic_reply,  # New API accepts text directly
             author_name=self.name,
             response_id=response_id,
             message_id=message_id,
@@ -218,10 +218,10 @@ async def _invoke_stream_internal(
 
         # Yield synthetic usage update for consistency
         # Use same message_id to indicate this is part of the same message
-        usage_update = AgentRunResponseUpdate(
+        usage_update = AgentResponseUpdate(
             role=Role.ASSISTANT,
             contents=[
-                UsageContent(
+                Content.from_usage(
                     UsageDetails(
                         input_token_count=len(message_text.split()),
                         output_token_count=len(synthetic_reply.split()),
diff --git a/src/backend/v4/orchestration/human_approval_manager.py b/src/backend/v4/orchestration/human_approval_manager.py
index 2a3ab5be..654d72a2 100644
--- a/src/backend/v4/orchestration/human_approval_manager.py
+++ b/src/backend/v4/orchestration/human_approval_manager.py
@@ -34,11 +34,12 @@ class HumanApprovalMagenticManager(StandardMagenticManager):
     magentic_plan: Optional[MPlan] = None
     current_user_id: str  # populated in __init__
 
-    def __init__(self, user_id: str, *args, **kwargs):
+    def __init__(self, user_id: str, agent, *args, **kwargs):
         """
         Initialize the HumanApprovalMagenticManager.
         Args:
             user_id: ID of the user to associate with this orchestration instance.
+            agent: The manager ChatAgent for orchestration (required by new API).
             *args: Additional positional arguments for the parent StandardMagenticManager.
             **kwargs: Additional keyword arguments for the parent StandardMagenticManager.
         """
@@ -76,7 +77,8 @@ def __init__(self, user_id: str, *args, **kwargs):
         kwargs["final_answer_prompt"] = ORCHESTRATOR_FINAL_ANSWER_PROMPT + final_append
 
         self.current_user_id = user_id
-        super().__init__(*args, **kwargs)
+        # New API: StandardMagenticManager takes agent as first positional argument
+        super().__init__(agent, *args, **kwargs)
 
     async def plan(self, magentic_context: MagenticContext) -> Any:
         """
diff --git a/src/backend/v4/orchestration/orchestration_manager.py b/src/backend/v4/orchestration/orchestration_manager.py
index e105a34c..ec4f7aea 100644
--- a/src/backend/v4/orchestration/orchestration_manager.py
+++ b/src/backend/v4/orchestration/orchestration_manager.py
@@ -2,20 +2,22 @@
 
 import asyncio
 import logging
+import re
 import uuid
 from typing import List, Optional
 
 # agent_framework imports
-from agent_framework_azure_ai import AzureAIAgentClient
+from agent_framework_azure_ai import AzureAIClient
 from agent_framework import (
+    ChatAgent,
     ChatMessage,
     WorkflowOutputEvent,
     MagenticBuilder,
     InMemoryCheckpointStorage,
-    MagenticOrchestratorMessageEvent,
-    MagenticAgentDeltaEvent,
-    MagenticAgentMessageEvent,
-    MagenticFinalResultEvent,
+    AgentRunUpdateEvent,
+    GroupChatRequestSentEvent,
+    MagenticOrchestratorEvent,
+    MagenticProgressLedger,
 )
 
 from common.config.app_config import config
@@ -58,7 +60,7 @@ async def init_orchestration(
         Initialize a Magentic workflow with:
           - Provided agents (participants)
           - HumanApprovalMagenticManager as orchestrator manager
-          - AzureAIAgentClient as the underlying chat client
+          - AzureAIClient as the underlying chat client
           - Event-based callbacks for streaming and final responses
         - Uses same deployment, endpoint, and credentials
         - Applies same execution settings (temperature, max_tokens)
@@ -72,33 +74,46 @@ async def init_orchestration(
 
         # Create Azure AI Agent client for orchestration using config
         # This replaces AzureChatCompletion from SK
-        agent_name = team_config.name if team_config.name else "OrchestratorAgent"
+        # Sanitize agent name: must start/end with alphanumeric, only hyphens allowed, max 63 chars
+        raw_name = team_config.name if team_config.name else "OrchestratorAgent"
+        # Replace spaces and invalid chars with hyphens, strip leading/trailing hyphens
+        sanitized_name = re.sub(r'[^a-zA-Z0-9-]', '-', raw_name)
+        sanitized_name = re.sub(r'-+', '-', sanitized_name)  # Collapse multiple hyphens
+        sanitized_name = sanitized_name.strip('-')[:63]  # Trim and limit length
+        agent_name = sanitized_name if sanitized_name else "OrchestratorAgent"
 
         try:
-            chat_client = AzureAIAgentClient(
+            # Create the chat client (AzureAIClient)
+            chat_client = AzureAIClient(
                 project_endpoint=config.AZURE_AI_PROJECT_ENDPOINT,
                 model_deployment_name=team_config.deployment_name,
                 agent_name=agent_name,
-                async_credential=credential,
+                credential=credential,
+            )
+
+            # New API: Create a ChatAgent to wrap the chat client for the manager
+            manager_agent = ChatAgent(
+                chat_client=chat_client,
+                name="MagenticManager",
+                description="Orchestrator that coordinates the team to complete complex tasks efficiently.",
+                instructions="You coordinate a team to complete complex tasks efficiently.",
             )
 
             cls.logger.info(
-                "Created AzureAIAgentClient for orchestration with model '%s' at endpoint '%s'",
+                "Created AzureAIClient and manager ChatAgent for orchestration with model '%s' at endpoint '%s'",
                 team_config.deployment_name,
                 config.AZURE_AI_PROJECT_ENDPOINT,
             )
         except Exception as e:
-            cls.logger.error("Failed to create AzureAIAgentClient: %s", e)
+            cls.logger.error("Failed to create AzureAIClient: %s", e)
             raise
 
-        # Create HumanApprovalMagenticManager with the chat client
-        # Execution settings (temperature=0.1, max_tokens=4000) are configured via
-        # orchestration_config.create_execution_settings() which matches old SK version
+        # Create HumanApprovalMagenticManager with the manager agent
+        # New API: StandardMagenticManager takes agent as first positional argument
         try:
             manager = HumanApprovalMagenticManager(
                 user_id=user_id,
-                chat_client=chat_client,
-                instructions=None,  # Orchestrator system instructions (optional)
+                agent=manager_agent,  # New API: pass agent instead of chat_client
                 max_round_count=orchestration_config.max_rounds,
             )
             cls.logger.info(
@@ -132,13 +147,18 @@ async def init_orchestration(
 
         # Assemble workflow with callback
         storage = InMemoryCheckpointStorage()
+        
+        # New API: .participants() accepts a list of agents
+        participant_list = list(participants.values())
+        
         builder = (
             MagenticBuilder()
-            .participants(**participants)
-            .with_standard_manager(
-                manager=manager,
+            .participants(participant_list)
+            .with_manager(
+                manager=manager,  # Pass manager instance (extends StandardMagenticManager)
                 max_round_count=orchestration_config.max_rounds,
-                max_stall_count=0,
+                max_stall_count=3,
+                max_reset_count=2,
             )
             .with_checkpointing(storage)
         )
@@ -204,16 +224,20 @@ async def get_current_or_new_orchestration(
                 raise
             try:
                 cls.logger.info("Initializing new orchestration for user '%s'", user_id)
-                orchestration_config.orchestrations[user_id] = (
-                    await cls.init_orchestration(
-                        agents, team_config, team_service.memory_context, user_id
-                    )
+                print(f"[DEBUG] Initializing new orchestration for user '{user_id}'")
+                workflow = await cls.init_orchestration(
+                    agents, team_config, team_service.memory_context, user_id
                 )
+                orchestration_config.orchestrations[user_id] = workflow
+                print(f"[DEBUG] Stored workflow for user '{user_id}': {workflow is not None}")
+                print(f"[DEBUG] orchestrations keys: {list(orchestration_config.orchestrations.keys())}")
             except Exception as e:
                 cls.logger.error(
                     "Failed to initialize orchestration for user '%s': %s", user_id, e
                 )
                 print(f"Failed to initialize orchestration for user '{user_id}': {e}")
+                import traceback
+                traceback.print_exc()
                 raise
         return orchestration_config.get_current_orchestration(user_id)
 
@@ -229,9 +253,13 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
         self.logger.info(
             "Starting orchestration job '%s' for user '%s'", job_id, user_id
         )
+        print(f"[DEBUG] run_orchestration called for user '{user_id}'")
+        print(f"[DEBUG] orchestrations keys before get: {list(orchestration_config.orchestrations.keys())}")
 
         workflow = orchestration_config.get_current_orchestration(user_id)
+        print(f"[DEBUG] workflow is None: {workflow is None}")
         if workflow is None:
+            print(f"[ERROR] Orchestration not initialized for user '{user_id}'")
             raise ValueError("Orchestration not initialized for user.")
         # Fresh thread per participant to avoid cross-run state bleed
         executors = getattr(workflow, "executors", {})
@@ -305,55 +333,71 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
             final_output: str | None = None
 
             self.logger.info("Starting workflow execution...")
+            last_message_id: str | None = None
             async for event in workflow.run_stream(task_text):
                 try:
-                    # Handle orchestrator messages (task assignments, coordination)
-                    if isinstance(event, MagenticOrchestratorMessageEvent):
-                        message_text = getattr(event.message, "text", "")
-                        self.logger.info(f"[ORCHESTRATOR:{event.kind}] {message_text}")
-
-                    # Handle streaming updates from agents
-                    elif isinstance(event, MagenticAgentDeltaEvent):
+                    # Handle orchestrator events (plan, progress ledger)
+                    if isinstance(event, MagenticOrchestratorEvent):
+                        self.logger.info(
+                            "[Magentic Orchestrator Event] Type: %s",
+                            event.event_type.name
+                        )
+                        if isinstance(event.data, ChatMessage):
+                            self.logger.info("Plan message: %s", event.data.text[:200] if event.data.text else "")
+                        elif isinstance(event.data, MagenticProgressLedger):
+                            self.logger.info("Progress ledger received")
+
+                    # Handle agent streaming/updates (replaces MagenticAgentDeltaEvent and MagenticAgentMessageEvent)
+                    elif isinstance(event, AgentRunUpdateEvent):
+                        message_id = event.data.message_id if hasattr(event.data, 'message_id') else None
+                        executor_id = event.executor_id
+                        
+                        # Stream the update
                         try:
                             await streaming_agent_response_callback(
-                                event.agent_id,
-                                event,  # Pass the event itself as the update object
-                                False,  # Not final yet (streaming in progress)
+                                executor_id,
+                                event.data,  # Pass the data object
+                                False,  # Not final yet
                                 user_id,
                             )
                         except Exception as e:
                             self.logger.error(
-                                f"Error in streaming callback for agent {event.agent_id}: {e}"
+                                "Error in streaming callback for agent %s: %s",
+                                executor_id, e
                             )
+                        
+                        # Track message for formatting
+                        if message_id != last_message_id:
+                            last_message_id = message_id
 
-                    # Handle final agent messages (complete response)
-                    elif isinstance(event, MagenticAgentMessageEvent):
-                        if event.message:
-                            try:
-                                agent_response_callback(
-                                    event.agent_id, event.message, user_id
-                                )
-                            except Exception as e:
-                                self.logger.error(
-                                    f"Error in agent callback for agent {event.agent_id}: {e}"
-                                )
-
-                    # Handle final result from the entire workflow
-                    elif isinstance(event, MagenticFinalResultEvent):
-                        final_text = getattr(event.message, "text", "")
+                    # Handle group chat request sent
+                    elif isinstance(event, GroupChatRequestSentEvent):
                         self.logger.info(
-                            f"[FINAL RESULT] Length: {len(final_text)} chars"
+                            "[REQUEST SENT (round %d)] to agent: %s",
+                            event.round_index,
+                            event.participant_name
                         )
 
                     # Handle workflow output event (captures final result)
                     elif isinstance(event, WorkflowOutputEvent):
                         output_data = event.data
+                        # Handle different output formats
                         if isinstance(output_data, ChatMessage):
-                            final_output = getattr(output_data, "text", None) or str(
-                                output_data
-                            )
+                            final_output = output_data.text or ""
+                        elif isinstance(output_data, list):
+                            # Handle list of ChatMessage objects
+                            texts = []
+                            for item in output_data:
+                                if isinstance(item, ChatMessage):
+                                    if item.text:
+                                        texts.append(item.text)
+                                else:
+                                    texts.append(str(item))
+                            final_output = "\n".join(texts)
+                        elif hasattr(output_data, "text"):
+                            final_output = output_data.text or ""
                         else:
-                            final_output = str(output_data)
+                            final_output = str(output_data) if output_data else ""
                         self.logger.debug("Received workflow output event")
 
                 except Exception as e:

From 95b0049c87df66c5927cddd4770ab8201a0acebf Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Thu, 5 Feb 2026 22:38:09 +0530
Subject: [PATCH 02/30] v2 changes

---
 .../v4/magentic_agents/foundry_agent.py       |  8 +-
 .../v4/orchestration/orchestration_manager.py | 82 +++++++++++++++++++
 2 files changed, 89 insertions(+), 1 deletion(-)

diff --git a/src/backend/v4/magentic_agents/foundry_agent.py b/src/backend/v4/magentic_agents/foundry_agent.py
index 614904b6..9a7c8ebe 100644
--- a/src/backend/v4/magentic_agents/foundry_agent.py
+++ b/src/backend/v4/magentic_agents/foundry_agent.py
@@ -125,7 +125,9 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
         Returns:
             AzureAIClient | None
         """
+        print(f"[DEBUG _create_azure_search_enabled_client] Agent={self.agent_name}, chatClient={chatClient}, search_config={self.search}")
         if chatClient:
+            self.logger.info("Reusing existing chatClient for agent '%s' (already has Azure Search configured)", self.agent_name)
             return chatClient
 
         if not self.search:
@@ -234,12 +236,16 @@ async def _after_open(self) -> None:
 
         try:
             chatClient = await self.get_database_team_agent()
+            print(f"[DEBUG _after_open] Agent={self.agent_name}, _use_azure_search={self._use_azure_search}, search_config={self.search}, chatClient={chatClient}")
 
             if self._use_azure_search:
                 # Azure Search mode (skip MCP + Code Interpreter due to incompatibility)
                 self.logger.info(
-                    "Initializing agent in Azure AI Search mode (exclusive)."
+                    "Initializing agent '%s' in Azure AI Search mode (exclusive) with index=%s.",
+                    self.agent_name,
+                    getattr(self.search, "index_name", "N/A") if self.search else "N/A"
                 )
+                print(f"[DEBUG _after_open] Creating Azure Search client for {self.agent_name}")
                 chat_client = await self._create_azure_search_enabled_client(chatClient)
                 if not chat_client:
                     raise RuntimeError(
diff --git a/src/backend/v4/orchestration/orchestration_manager.py b/src/backend/v4/orchestration/orchestration_manager.py
index ec4f7aea..4fc0c209 100644
--- a/src/backend/v4/orchestration/orchestration_manager.py
+++ b/src/backend/v4/orchestration/orchestration_manager.py
@@ -16,6 +16,8 @@
     InMemoryCheckpointStorage,
     AgentRunUpdateEvent,
     GroupChatRequestSentEvent,
+    GroupChatResponseReceivedEvent,
+    ExecutorCompletedEvent,
     MagenticOrchestratorEvent,
     MagenticProgressLedger,
 )
@@ -45,6 +47,53 @@ def __init__(self):
         self.user_id: Optional[str] = None
         self.logger = self.__class__.logger
 
+    def _extract_response_text(self, data) -> str:
+        """
+        Extract text content from various agent_framework response types.
+        
+        Handles:
+        - ChatMessage: Extract .text
+        - AgentResponse: Extract .text
+        - AgentExecutorResponse: Extract from agent_response.text or full_conversation[-1].text
+        - List of any of the above
+        """
+        if data is None:
+            return ""
+        
+        # Direct ChatMessage
+        if isinstance(data, ChatMessage):
+            return data.text or ""
+        
+        # Has .text attribute directly (AgentResponse, etc.)
+        if hasattr(data, "text") and data.text:
+            return data.text
+        
+        # AgentExecutorResponse - has agent_response and full_conversation
+        if hasattr(data, "agent_response"):
+            # Try to get text from agent_response first
+            agent_resp = data.agent_response
+            if agent_resp and hasattr(agent_resp, "text") and agent_resp.text:
+                return agent_resp.text
+            # Fallback to last message in full_conversation
+            if hasattr(data, "full_conversation") and data.full_conversation:
+                last_msg = data.full_conversation[-1]
+                if isinstance(last_msg, ChatMessage) and last_msg.text:
+                    return last_msg.text
+        
+        # List of items - could be AgentExecutorResponse, ChatMessage, etc.
+        if isinstance(data, list) and len(data) > 0:
+            texts = []
+            for item in data:
+                # Recursively extract from each item
+                item_text = self._extract_response_text(item)
+                if item_text:
+                    texts.append(item_text)
+            if texts:
+                # Return the last non-empty response (most recent)
+                return texts[-1]
+        
+        return ""
+
     # ---------------------------
     # Orchestration construction
     # ---------------------------
@@ -336,6 +385,11 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
             last_message_id: str | None = None
             async for event in workflow.run_stream(task_text):
                 try:
+                    # Only log non-streaming events (reduce noise)
+                    event_type_name = type(event).__name__
+                    if event_type_name != "AgentRunUpdateEvent":
+                        self.logger.info("[EVENT] %s", event_type_name)
+                    
                     # Handle orchestrator events (plan, progress ledger)
                     if isinstance(event, MagenticOrchestratorEvent):
                         self.logger.info(
@@ -378,6 +432,34 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
                             event.participant_name
                         )
 
+                    # Handle group chat response received - THIS IS WHERE AGENT RESPONSES COME
+                    elif isinstance(event, GroupChatResponseReceivedEvent):
+                        self.logger.info(
+                            "[RESPONSE RECEIVED (round %d)] from agent: %s",
+                            event.round_index,
+                            event.participant_name
+                        )
+                        # Send the agent response to the UI
+                        if event.data:
+                            response_text = self._extract_response_text(event.data)
+                            
+                            if response_text:
+                                self.logger.info("Sending agent response to UI from %s", event.participant_name)
+                                agent_response_callback(
+                                    event.participant_name,
+                                    ChatMessage(role="assistant", text=response_text),
+                                    user_id,
+                                )
+
+                    # Handle executor completed - just log, don't send to UI (GroupChatResponseReceivedEvent handles that)
+                    elif isinstance(event, ExecutorCompletedEvent):
+                        self.logger.debug(
+                            "[EXECUTOR COMPLETED] agent: %s",
+                            event.executor_id
+                        )
+                        # Don't send to UI here - GroupChatResponseReceivedEvent already handles agent messages
+                        # This avoids duplicate messages
+
                     # Handle workflow output event (captures final result)
                     elif isinstance(event, WorkflowOutputEvent):
                         output_data = event.data

From cdf1c50729ea158499fb6b61170c0bffe798c5f2 Mon Sep 17 00:00:00 2001
From: Kingshuk-Microsoft <v-kidatta@microsoft.com>
Date: Mon, 9 Feb 2026 17:02:05 +0530
Subject: [PATCH 03/30] refactor: remove unused imports and clean up test files
 for better readability

---
 src/tests/backend/auth/test_auth_utils.py             |  2 --
 src/tests/backend/common/config/test_app_config.py    |  4 +---
 src/tests/backend/common/database/test_cosmosdb.py    |  5 ++---
 .../backend/common/database/test_database_base.py     |  4 ++--
 .../backend/common/database/test_database_factory.py  |  3 +--
 src/tests/backend/common/utils/test_event_utils.py    |  2 +-
 src/tests/backend/common/utils/test_otlp_tracing.py   |  2 +-
 src/tests/backend/common/utils/test_utils_af.py       |  4 +---
 src/tests/backend/common/utils/test_utils_agents.py   |  5 +----
 src/tests/backend/common/utils/test_utils_date.py     |  7 -------
 src/tests/backend/middleware/test_health_check.py     |  4 +---
 src/tests/backend/v4/api/test_router.py               |  1 -
 src/tests/backend/v4/callbacks/test_global_debug.py   |  3 +--
 .../backend/v4/callbacks/test_response_handlers.py    |  5 +----
 .../v4/common/services/test_base_api_service.py       |  2 +-
 .../v4/common/services/test_foundry_service.py        |  8 ++------
 .../backend/v4/common/services/test_mcp_service.py    |  7 +++----
 .../backend/v4/common/services/test_plan_service.py   |  4 ++--
 .../backend/v4/common/services/test_team_service.py   |  7 ++-----
 src/tests/backend/v4/config/test_settings.py          |  4 ++--
 .../v4/magentic_agents/common/test_lifecycle.py       |  2 +-
 .../backend/v4/magentic_agents/test_foundry_agent.py  |  5 +----
 .../v4/magentic_agents/test_magentic_agent_factory.py |  4 +---
 .../backend/v4/magentic_agents/test_proxy_agent.py    | 10 ++++------
 .../helper/test_plan_to_mplan_converter.py            |  1 -
 .../v4/orchestration/test_human_approval_manager.py   |  5 +----
 .../v4/orchestration/test_orchestration_manager.py    | 11 ++++-------
 27 files changed, 37 insertions(+), 84 deletions(-)

diff --git a/src/tests/backend/auth/test_auth_utils.py b/src/tests/backend/auth/test_auth_utils.py
index 0fdc848b..01eee62e 100644
--- a/src/tests/backend/auth/test_auth_utils.py
+++ b/src/tests/backend/auth/test_auth_utils.py
@@ -5,10 +5,8 @@
 import pytest
 import base64
 import json
-import logging
 import sys
 import os
-import importlib.util
 from unittest.mock import patch, MagicMock
 
 # Add the source root directory to the Python path for imports
diff --git a/src/tests/backend/common/config/test_app_config.py b/src/tests/backend/common/config/test_app_config.py
index 95784031..0bfb0e2a 100644
--- a/src/tests/backend/common/config/test_app_config.py
+++ b/src/tests/backend/common/config/test_app_config.py
@@ -13,9 +13,7 @@
 import os
 import logging
 from unittest.mock import patch, MagicMock, AsyncMock
-from azure.identity import DefaultAzureCredential, ManagedIdentityCredential
-from azure.cosmos import CosmosClient
-from azure.ai.projects.aio import AIProjectClient
+from azure.identity import ManagedIdentityCredential
 
 # Add the source root directory to the Python path for imports
 import sys
diff --git a/src/tests/backend/common/database/test_cosmosdb.py b/src/tests/backend/common/database/test_cosmosdb.py
index 4a34a5f9..c9096fcb 100644
--- a/src/tests/backend/common/database/test_cosmosdb.py
+++ b/src/tests/backend/common/database/test_cosmosdb.py
@@ -4,10 +4,9 @@
 import logging
 import sys
 import os
-from typing import Any, Dict, List, Optional
-from unittest.mock import AsyncMock, MagicMock, Mock, patch
+from typing import Dict, List, Optional
+from unittest.mock import AsyncMock, Mock, patch
 import pytest
-import uuid
 
 # Add the backend directory to the Python path
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..', '..', '..', '..', 'backend'))
diff --git a/src/tests/backend/common/database/test_database_base.py b/src/tests/backend/common/database/test_database_base.py
index 9491ed6b..e966968a 100644
--- a/src/tests/backend/common/database/test_database_base.py
+++ b/src/tests/backend/common/database/test_database_base.py
@@ -2,9 +2,9 @@
 
 import sys
 import os
-from abc import ABC, abstractmethod
+from abc import ABC
 from typing import Any, Dict, List, Optional, Type
-from unittest.mock import AsyncMock, Mock, patch
+from unittest.mock import Mock, patch
 import pytest
 
 # Add the backend directory to the Python path
diff --git a/src/tests/backend/common/database/test_database_factory.py b/src/tests/backend/common/database/test_database_factory.py
index bb364332..e58be867 100644
--- a/src/tests/backend/common/database/test_database_factory.py
+++ b/src/tests/backend/common/database/test_database_factory.py
@@ -3,8 +3,7 @@
 import logging
 import sys
 import os
-from typing import Optional
-from unittest.mock import AsyncMock, Mock, patch, MagicMock
+from unittest.mock import AsyncMock, Mock, patch
 import pytest
 
 # Add the backend directory to the Python path
diff --git a/src/tests/backend/common/utils/test_event_utils.py b/src/tests/backend/common/utils/test_event_utils.py
index 74a23e62..99613092 100644
--- a/src/tests/backend/common/utils/test_event_utils.py
+++ b/src/tests/backend/common/utils/test_event_utils.py
@@ -3,7 +3,7 @@
 import logging
 import sys
 import os
-from unittest.mock import Mock, patch, MagicMock
+from unittest.mock import Mock, patch
 import pytest
 
 # Mock external dependencies at module level
diff --git a/src/tests/backend/common/utils/test_otlp_tracing.py b/src/tests/backend/common/utils/test_otlp_tracing.py
index dbf3ab24..ac7474f1 100644
--- a/src/tests/backend/common/utils/test_otlp_tracing.py
+++ b/src/tests/backend/common/utils/test_otlp_tracing.py
@@ -2,7 +2,7 @@
 
 import sys
 import os
-from unittest.mock import Mock, patch, MagicMock, call
+from unittest.mock import Mock, patch, call
 import pytest
 
 # Mock external dependencies at module level
diff --git a/src/tests/backend/common/utils/test_utils_af.py b/src/tests/backend/common/utils/test_utils_af.py
index 815f8c9f..30307a9f 100644
--- a/src/tests/backend/common/utils/test_utils_af.py
+++ b/src/tests/backend/common/utils/test_utils_af.py
@@ -1,10 +1,8 @@
 """Unit tests for utils_af module."""
 
-import logging
 import sys
 import os
-import uuid
-from unittest.mock import Mock, patch, AsyncMock, MagicMock
+from unittest.mock import Mock, patch, AsyncMock
 import pytest
 
 # Add the backend directory to the Python path
diff --git a/src/tests/backend/common/utils/test_utils_agents.py b/src/tests/backend/common/utils/test_utils_agents.py
index 8f4e8089..dd3833a8 100644
--- a/src/tests/backend/common/utils/test_utils_agents.py
+++ b/src/tests/backend/common/utils/test_utils_agents.py
@@ -4,7 +4,6 @@
 This module tests the utility functions for agent ID generation and database operations.
 """
 
-import logging
 import string
 import sys
 import unittest
@@ -33,10 +32,8 @@
 sys.modules['common.models'] = Mock()
 sys.modules['common.models.messages_af'] = Mock()
 
-import pytest
-
 from backend.common.database.database_base import DatabaseBase
-from backend.common.models.messages_af import CurrentTeamAgent, DataType, TeamConfiguration
+from backend.common.models.messages_af import CurrentTeamAgent, TeamConfiguration
 from backend.common.utils.utils_agents import (
     generate_assistant_id,
     get_database_team_agent_id,
diff --git a/src/tests/backend/common/utils/test_utils_date.py b/src/tests/backend/common/utils/test_utils_date.py
index 377e5175..4018a442 100644
--- a/src/tests/backend/common/utils/test_utils_date.py
+++ b/src/tests/backend/common/utils/test_utils_date.py
@@ -7,16 +7,12 @@
 
 import json
 import locale
-import logging
 import unittest
 import sys
 import os
 from datetime import datetime
-from typing import Optional
 from unittest.mock import Mock, patch
 
-import pytest
-
 # Add the backend directory to the Python path
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..', '..', '..', '..', 'backend'))
 
@@ -90,9 +86,6 @@ def mock_parse(date_str):
 import re as real_re
 utils_date_module.re = real_re
 
-# Import dateutil.parser after mocking to avoid import errors
-from dateutil import parser
-
 
 class TestFormatDateForUser(unittest.TestCase):
     """Test cases for format_date_for_user function."""
diff --git a/src/tests/backend/middleware/test_health_check.py b/src/tests/backend/middleware/test_health_check.py
index 5cb545b8..76e88ccd 100644
--- a/src/tests/backend/middleware/test_health_check.py
+++ b/src/tests/backend/middleware/test_health_check.py
@@ -1,7 +1,5 @@
 """Unit tests for backend.middleware.health_check module."""
-import asyncio
-import logging
-from unittest.mock import Mock, patch, AsyncMock, MagicMock
+from unittest.mock import Mock, patch, AsyncMock
 import pytest
 
 # Import the module under test
diff --git a/src/tests/backend/v4/api/test_router.py b/src/tests/backend/v4/api/test_router.py
index 9558a59a..1d1882d7 100644
--- a/src/tests/backend/v4/api/test_router.py
+++ b/src/tests/backend/v4/api/test_router.py
@@ -7,7 +7,6 @@
 import sys
 import unittest
 from unittest.mock import Mock, patch
-import asyncio
 
 # Set up environment
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..', '..', '..', 'backend'))
diff --git a/src/tests/backend/v4/callbacks/test_global_debug.py b/src/tests/backend/v4/callbacks/test_global_debug.py
index f630b605..3180cf91 100644
--- a/src/tests/backend/v4/callbacks/test_global_debug.py
+++ b/src/tests/backend/v4/callbacks/test_global_debug.py
@@ -1,7 +1,6 @@
 """Unit tests for backend.v4.callbacks.global_debug module."""
 import sys
-from unittest.mock import Mock, patch
-import pytest
+from unittest.mock import Mock
 
 # Mock the dependencies before importing the module under test
 sys.modules['azure'] = Mock()
diff --git a/src/tests/backend/v4/callbacks/test_response_handlers.py b/src/tests/backend/v4/callbacks/test_response_handlers.py
index 25ed5601..a74e9c68 100644
--- a/src/tests/backend/v4/callbacks/test_response_handlers.py
+++ b/src/tests/backend/v4/callbacks/test_response_handlers.py
@@ -1,11 +1,8 @@
 """Unit tests for response_handlers module."""
 
-import asyncio
-import logging
 import sys
 import os
-import time
-from unittest.mock import Mock, patch, AsyncMock, MagicMock
+from unittest.mock import Mock, patch, AsyncMock
 import pytest
 
 # Add the backend directory to the Python path
diff --git a/src/tests/backend/v4/common/services/test_base_api_service.py b/src/tests/backend/v4/common/services/test_base_api_service.py
index 37a6f796..823b2682 100644
--- a/src/tests/backend/v4/common/services/test_base_api_service.py
+++ b/src/tests/backend/v4/common/services/test_base_api_service.py
@@ -13,7 +13,7 @@
 import sys
 import importlib.util
 from unittest.mock import patch, MagicMock, AsyncMock, Mock
-from typing import Any, Dict, Optional, Union
+from typing import Dict, Optional, Union
 import aiohttp
 from aiohttp import ClientTimeout, ClientSession
 
diff --git a/src/tests/backend/v4/common/services/test_foundry_service.py b/src/tests/backend/v4/common/services/test_foundry_service.py
index 9b71cd28..ee6b714e 100644
--- a/src/tests/backend/v4/common/services/test_foundry_service.py
+++ b/src/tests/backend/v4/common/services/test_foundry_service.py
@@ -11,13 +11,9 @@
 
 import pytest
 import os
-import re
-import logging
-import aiohttp
 import sys
-import importlib.util
-from unittest.mock import patch, MagicMock, AsyncMock, Mock
-from typing import Any, Dict, List
+from unittest.mock import patch, MagicMock, AsyncMock
+from typing import Any, Dict
 
 # Add backend directory to sys.path for imports
 current_dir = os.path.dirname(os.path.abspath(__file__))
diff --git a/src/tests/backend/v4/common/services/test_mcp_service.py b/src/tests/backend/v4/common/services/test_mcp_service.py
index ae0b134e..9c5e410d 100644
--- a/src/tests/backend/v4/common/services/test_mcp_service.py
+++ b/src/tests/backend/v4/common/services/test_mcp_service.py
@@ -14,10 +14,9 @@
 import sys
 import asyncio
 import importlib.util
-from unittest.mock import patch, MagicMock, AsyncMock, Mock
-from typing import Any, Dict, Optional
-import aiohttp
-from aiohttp import ClientTimeout, ClientSession, ClientError
+from unittest.mock import patch, MagicMock, Mock
+from typing import Dict, Optional
+from aiohttp import ClientTimeout, ClientError
 
 # Add the src directory to sys.path for proper import
 src_path = os.path.join(os.path.dirname(__file__), '..', '..', '..', '..')
diff --git a/src/tests/backend/v4/common/services/test_plan_service.py b/src/tests/backend/v4/common/services/test_plan_service.py
index 3c6ccc73..a1985f86 100644
--- a/src/tests/backend/v4/common/services/test_plan_service.py
+++ b/src/tests/backend/v4/common/services/test_plan_service.py
@@ -17,8 +17,8 @@
 import json
 import logging
 import importlib.util
-from unittest.mock import patch, MagicMock, AsyncMock, Mock
-from typing import Any, Dict, Optional, List
+from unittest.mock import patch, MagicMock, AsyncMock
+from typing import Any, Optional, List
 from dataclasses import dataclass
 
 # Add the src directory to sys.path for proper import
diff --git a/src/tests/backend/v4/common/services/test_team_service.py b/src/tests/backend/v4/common/services/test_team_service.py
index c8573fe7..d0aeb39f 100644
--- a/src/tests/backend/v4/common/services/test_team_service.py
+++ b/src/tests/backend/v4/common/services/test_team_service.py
@@ -16,13 +16,10 @@
 import os
 import sys
 import asyncio
-import json
-import logging
 import uuid
 import importlib.util
-from unittest.mock import patch, MagicMock, AsyncMock, Mock
-from typing import Any, Dict, Optional, List, Tuple
-from dataclasses import dataclass
+from unittest.mock import patch, MagicMock, AsyncMock
+from typing import Dict, Optional, List, Tuple
 from datetime import datetime, timezone
 
 # Add the src directory to sys.path for proper import
diff --git a/src/tests/backend/v4/config/test_settings.py b/src/tests/backend/v4/config/test_settings.py
index 1a986482..6a7cf428 100644
--- a/src/tests/backend/v4/config/test_settings.py
+++ b/src/tests/backend/v4/config/test_settings.py
@@ -432,7 +432,7 @@ async def cancel_task():
         cancel_task_handle = asyncio.create_task(cancel_task())
         
         with self.assertRaises(asyncio.CancelledError):
-            await task
+            result = await task
         
         await cancel_task_handle
 
@@ -454,7 +454,7 @@ async def cancel_task():
         with self.assertRaises(asyncio.CancelledError):
             await task
         
-        await cancel_task_handle
+        _ = await cancel_task_handle
 
     def test_cleanup_approval(self):
         """Test cleanup approval."""
diff --git a/src/tests/backend/v4/magentic_agents/common/test_lifecycle.py b/src/tests/backend/v4/magentic_agents/common/test_lifecycle.py
index c3ee233c..d30b7965 100644
--- a/src/tests/backend/v4/magentic_agents/common/test_lifecycle.py
+++ b/src/tests/backend/v4/magentic_agents/common/test_lifecycle.py
@@ -2,7 +2,7 @@
 import asyncio
 import logging
 import sys
-from unittest.mock import Mock, patch, AsyncMock, MagicMock
+from unittest.mock import Mock, patch, AsyncMock
 import pytest
 
 # Mock the dependencies before importing the module under test
diff --git a/src/tests/backend/v4/magentic_agents/test_foundry_agent.py b/src/tests/backend/v4/magentic_agents/test_foundry_agent.py
index 335fc3a3..ea09cc7c 100644
--- a/src/tests/backend/v4/magentic_agents/test_foundry_agent.py
+++ b/src/tests/backend/v4/magentic_agents/test_foundry_agent.py
@@ -1,11 +1,8 @@
 """Unit tests for backend.v4.magentic_agents.foundry_agent module."""
 
-import asyncio
-import logging
 import sys
 import os
-import time
-from unittest.mock import Mock, patch, AsyncMock, MagicMock, call
+from unittest.mock import Mock, patch, AsyncMock, call
 import pytest
 
 # Add the backend directory to the Python path
diff --git a/src/tests/backend/v4/magentic_agents/test_magentic_agent_factory.py b/src/tests/backend/v4/magentic_agents/test_magentic_agent_factory.py
index bfbece0c..1e8771b6 100644
--- a/src/tests/backend/v4/magentic_agents/test_magentic_agent_factory.py
+++ b/src/tests/backend/v4/magentic_agents/test_magentic_agent_factory.py
@@ -1,10 +1,8 @@
 """Unit tests for backend.v4.magentic_agents.magentic_agent_factory module."""
-import asyncio
-import json
 import logging
 import sys
 from types import SimpleNamespace
-from unittest.mock import Mock, patch, AsyncMock, MagicMock
+from unittest.mock import Mock, patch, AsyncMock
 import pytest
 
 # Mock the dependencies before importing the module under test
diff --git a/src/tests/backend/v4/magentic_agents/test_proxy_agent.py b/src/tests/backend/v4/magentic_agents/test_proxy_agent.py
index 2081f35b..48dd63dc 100644
--- a/src/tests/backend/v4/magentic_agents/test_proxy_agent.py
+++ b/src/tests/backend/v4/magentic_agents/test_proxy_agent.py
@@ -4,7 +4,7 @@
 import sys
 import time
 import uuid
-from unittest.mock import Mock, patch, AsyncMock, MagicMock
+from unittest.mock import Mock, patch, AsyncMock
 import pytest
 
 # Mock the dependencies before importing the module under test
@@ -57,7 +57,7 @@
 
 
 # Now import the module under test
-from backend.v4.magentic_agents.proxy_agent import ProxyAgent, create_proxy_agent
+from backend.v4.magentic_agents.proxy_agent import create_proxy_agent
 
 
 class TestProxyAgentComplexScenarios:
@@ -123,9 +123,8 @@ def test_extract_logic(input_val):
 
     def test_timeout_and_error_scenarios(self):
         """Test timeout and error handling scenarios."""
-        import asyncio
-        
-        
+
+
         # Test that timeout logic would work
         loop = asyncio.new_event_loop()
         asyncio.set_event_loop(loop)
@@ -880,7 +879,6 @@ async def mock_wait_with_error_handling(request_id):
         mock_orchestration_config.clarifications = {"test-request": None}
         
         # This would test each error path
-        import asyncio
         loop = asyncio.new_event_loop()
         asyncio.set_event_loop(loop)
         
diff --git a/src/tests/backend/v4/orchestration/helper/test_plan_to_mplan_converter.py b/src/tests/backend/v4/orchestration/helper/test_plan_to_mplan_converter.py
index d25b97e8..333c2f43 100644
--- a/src/tests/backend/v4/orchestration/helper/test_plan_to_mplan_converter.py
+++ b/src/tests/backend/v4/orchestration/helper/test_plan_to_mplan_converter.py
@@ -8,7 +8,6 @@
 import os
 import sys
 import unittest
-import re
 
 # Set up environment variables (removed manual path modification as pytest config handles it)
 os.environ.update({
diff --git a/src/tests/backend/v4/orchestration/test_human_approval_manager.py b/src/tests/backend/v4/orchestration/test_human_approval_manager.py
index 952cbf16..8b9376cf 100644
--- a/src/tests/backend/v4/orchestration/test_human_approval_manager.py
+++ b/src/tests/backend/v4/orchestration/test_human_approval_manager.py
@@ -4,15 +4,12 @@
 """
 
 import asyncio
-import logging
 import os
 import sys
 import unittest
-from typing import Any, Optional
+from typing import Optional
 from unittest.mock import Mock, AsyncMock, patch
 
-import pytest
-
 # Add the backend directory to the Python path
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..', '..', '..', '..', 'backend'))
 
diff --git a/src/tests/backend/v4/orchestration/test_orchestration_manager.py b/src/tests/backend/v4/orchestration/test_orchestration_manager.py
index 119aa437..f4163a90 100644
--- a/src/tests/backend/v4/orchestration/test_orchestration_manager.py
+++ b/src/tests/backend/v4/orchestration/test_orchestration_manager.py
@@ -7,12 +7,9 @@
 import logging
 import os
 import sys
-import uuid
-from typing import List, Optional
+from typing import List
 from unittest import IsolatedAsyncioTestCase
-from unittest.mock import AsyncMock, Mock, patch, MagicMock
-
-import pytest
+from unittest.mock import AsyncMock, Mock, patch
 
 # Add the backend directory to the Python path
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..', '..', '..', '..', 'backend'))
@@ -442,7 +439,7 @@ async def test_get_current_or_new_orchestration_new(self):
             mock_workflow = Mock()
             mock_init.return_value = mock_workflow
             
-            result = await OrchestrationManager.get_current_or_new_orchestration(
+            await OrchestrationManager.get_current_or_new_orchestration(
                 user_id=self.test_user_id,
                 team_config=self.test_team_config,
                 team_switched=False,
@@ -466,7 +463,7 @@ async def test_get_current_or_new_orchestration_team_switched(self):
             mock_new_workflow = Mock()
             mock_init.return_value = mock_new_workflow
             
-            result = await OrchestrationManager.get_current_or_new_orchestration(
+            await OrchestrationManager.get_current_or_new_orchestration(
                 user_id=self.test_user_id,
                 team_config=self.test_team_config,
                 team_switched=True,

From 93ecd36e1de020d2d08ca3ad46da07097c7017d2 Mon Sep 17 00:00:00 2001
From: Kingshuk-Microsoft <v-kidatta@microsoft.com>
Date: Mon, 9 Feb 2026 17:06:12 +0530
Subject: [PATCH 04/30] fix: update workflow to include code-quality-fix branch
 in trigger paths

---
 .github/workflows/test.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 42888256..80eb33b0 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -6,6 +6,7 @@ on:
       - main
       - demo-v4
       - dev-v4
+      - code-quality-fix
     paths:
       - 'src/backend/**/*.py'
       - 'src/tests/**/*.py'
@@ -25,7 +26,7 @@ on:
       - main
       - demo-v4
       - dev-v4
-    paths:
+      - code-quality-fix
       - 'src/backend/**/*.py'
       - 'src/tests/**/*.py'
       - 'src/mcp_server/**/*.py'

From 2b601b373d1d6b8f79902f18116bb60ca900cf5f Mon Sep 17 00:00:00 2001
From: Kingshuk-Microsoft <v-kidatta@microsoft.com>
Date: Mon, 9 Feb 2026 17:08:58 +0530
Subject: [PATCH 05/30] fix: remove code-quality-fix branch from workflow
 trigger paths

---
 .github/workflows/test.yml | 2 --
 1 file changed, 2 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 80eb33b0..6ff94931 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -6,7 +6,6 @@ on:
       - main
       - demo-v4
       - dev-v4
-      - code-quality-fix
     paths:
       - 'src/backend/**/*.py'
       - 'src/tests/**/*.py'
@@ -26,7 +25,6 @@ on:
       - main
       - demo-v4
       - dev-v4
-      - code-quality-fix
       - 'src/backend/**/*.py'
       - 'src/tests/**/*.py'
       - 'src/mcp_server/**/*.py'

From 2a5d61c0c33e7c7fc663248add91722915b4eeb6 Mon Sep 17 00:00:00 2001
From: Kingshuk-Microsoft <v-kidatta@microsoft.com>
Date: Tue, 10 Feb 2026 13:48:28 +0530
Subject: [PATCH 06/30] refactor: remove unused imports from test files for
 improved code quality

---
 src/tests/backend/common/config/test_app_config.py            | 1 -
 src/tests/backend/common/database/test_cosmosdb.py            | 1 -
 src/tests/backend/common/database/test_database_base.py       | 2 +-
 src/tests/backend/v4/common/services/test_base_api_service.py | 1 -
 src/tests/backend/v4/common/services/test_mcp_service.py      | 3 +--
 src/tests/backend/v4/common/services/test_team_service.py     | 1 -
 src/tests/backend/v4/config/test_settings.py                  | 4 ++--
 src/tests/backend/v4/magentic_agents/test_foundry_agent.py    | 2 +-
 .../backend/v4/magentic_agents/test_magentic_agent_factory.py | 2 +-
 .../backend/v4/orchestration/test_human_approval_manager.py   | 1 -
 10 files changed, 6 insertions(+), 12 deletions(-)

diff --git a/src/tests/backend/common/config/test_app_config.py b/src/tests/backend/common/config/test_app_config.py
index 0bfb0e2a..2652d453 100644
--- a/src/tests/backend/common/config/test_app_config.py
+++ b/src/tests/backend/common/config/test_app_config.py
@@ -13,7 +13,6 @@
 import os
 import logging
 from unittest.mock import patch, MagicMock, AsyncMock
-from azure.identity import ManagedIdentityCredential
 
 # Add the source root directory to the Python path for imports
 import sys
diff --git a/src/tests/backend/common/database/test_cosmosdb.py b/src/tests/backend/common/database/test_cosmosdb.py
index c9096fcb..31cfe34c 100644
--- a/src/tests/backend/common/database/test_cosmosdb.py
+++ b/src/tests/backend/common/database/test_cosmosdb.py
@@ -4,7 +4,6 @@
 import logging
 import sys
 import os
-from typing import Dict, List, Optional
 from unittest.mock import AsyncMock, Mock, patch
 import pytest
 
diff --git a/src/tests/backend/common/database/test_database_base.py b/src/tests/backend/common/database/test_database_base.py
index e966968a..0eba3ba6 100644
--- a/src/tests/backend/common/database/test_database_base.py
+++ b/src/tests/backend/common/database/test_database_base.py
@@ -4,7 +4,7 @@
 import os
 from abc import ABC
 from typing import Any, Dict, List, Optional, Type
-from unittest.mock import Mock, patch
+from unittest.mock import Mock
 import pytest
 
 # Add the backend directory to the Python path
diff --git a/src/tests/backend/v4/common/services/test_base_api_service.py b/src/tests/backend/v4/common/services/test_base_api_service.py
index 823b2682..5a45837f 100644
--- a/src/tests/backend/v4/common/services/test_base_api_service.py
+++ b/src/tests/backend/v4/common/services/test_base_api_service.py
@@ -13,7 +13,6 @@
 import sys
 import importlib.util
 from unittest.mock import patch, MagicMock, AsyncMock, Mock
-from typing import Dict, Optional, Union
 import aiohttp
 from aiohttp import ClientTimeout, ClientSession
 
diff --git a/src/tests/backend/v4/common/services/test_mcp_service.py b/src/tests/backend/v4/common/services/test_mcp_service.py
index 9c5e410d..4b1f4327 100644
--- a/src/tests/backend/v4/common/services/test_mcp_service.py
+++ b/src/tests/backend/v4/common/services/test_mcp_service.py
@@ -14,8 +14,7 @@
 import sys
 import asyncio
 import importlib.util
-from unittest.mock import patch, MagicMock, Mock
-from typing import Dict, Optional
+from unittest.mock import patch, MagicMock
 from aiohttp import ClientTimeout, ClientError
 
 # Add the src directory to sys.path for proper import
diff --git a/src/tests/backend/v4/common/services/test_team_service.py b/src/tests/backend/v4/common/services/test_team_service.py
index d0aeb39f..0fe9d949 100644
--- a/src/tests/backend/v4/common/services/test_team_service.py
+++ b/src/tests/backend/v4/common/services/test_team_service.py
@@ -19,7 +19,6 @@
 import uuid
 import importlib.util
 from unittest.mock import patch, MagicMock, AsyncMock
-from typing import Dict, Optional, List, Tuple
 from datetime import datetime, timezone
 
 # Add the src directory to sys.path for proper import
diff --git a/src/tests/backend/v4/config/test_settings.py b/src/tests/backend/v4/config/test_settings.py
index 6a7cf428..1a986482 100644
--- a/src/tests/backend/v4/config/test_settings.py
+++ b/src/tests/backend/v4/config/test_settings.py
@@ -432,7 +432,7 @@ async def cancel_task():
         cancel_task_handle = asyncio.create_task(cancel_task())
         
         with self.assertRaises(asyncio.CancelledError):
-            result = await task
+            await task
         
         await cancel_task_handle
 
@@ -454,7 +454,7 @@ async def cancel_task():
         with self.assertRaises(asyncio.CancelledError):
             await task
         
-        _ = await cancel_task_handle
+        await cancel_task_handle
 
     def test_cleanup_approval(self):
         """Test cleanup approval."""
diff --git a/src/tests/backend/v4/magentic_agents/test_foundry_agent.py b/src/tests/backend/v4/magentic_agents/test_foundry_agent.py
index ea09cc7c..97da0b31 100644
--- a/src/tests/backend/v4/magentic_agents/test_foundry_agent.py
+++ b/src/tests/backend/v4/magentic_agents/test_foundry_agent.py
@@ -2,7 +2,7 @@
 
 import sys
 import os
-from unittest.mock import Mock, patch, AsyncMock, call
+from unittest.mock import Mock, patch, AsyncMock
 import pytest
 
 # Add the backend directory to the Python path
diff --git a/src/tests/backend/v4/magentic_agents/test_magentic_agent_factory.py b/src/tests/backend/v4/magentic_agents/test_magentic_agent_factory.py
index 1e8771b6..23e370f9 100644
--- a/src/tests/backend/v4/magentic_agents/test_magentic_agent_factory.py
+++ b/src/tests/backend/v4/magentic_agents/test_magentic_agent_factory.py
@@ -2,7 +2,7 @@
 import logging
 import sys
 from types import SimpleNamespace
-from unittest.mock import Mock, patch, AsyncMock
+from unittest.mock import Mock, AsyncMock
 import pytest
 
 # Mock the dependencies before importing the module under test
diff --git a/src/tests/backend/v4/orchestration/test_human_approval_manager.py b/src/tests/backend/v4/orchestration/test_human_approval_manager.py
index 8b9376cf..bd1b27fd 100644
--- a/src/tests/backend/v4/orchestration/test_human_approval_manager.py
+++ b/src/tests/backend/v4/orchestration/test_human_approval_manager.py
@@ -7,7 +7,6 @@
 import os
 import sys
 import unittest
-from typing import Optional
 from unittest.mock import Mock, AsyncMock, patch
 
 # Add the backend directory to the Python path

From d69b7fc360ef628bce63fbd1d0f251b9b61593eb Mon Sep 17 00:00:00 2001
From: Kingshuk-Microsoft <v-kidatta@microsoft.com>
Date: Tue, 10 Feb 2026 13:56:07 +0530
Subject: [PATCH 07/30] refactor: remove unused imports from test files for
 improved code quality

---
 src/tests/backend/v4/common/services/test_mcp_service.py        | 2 +-
 src/tests/backend/v4/common/services/test_plan_service.py       | 2 +-
 src/tests/backend/v4/magentic_agents/test_proxy_agent.py        | 2 +-
 .../backend/v4/orchestration/test_orchestration_manager.py      | 1 -
 4 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/src/tests/backend/v4/common/services/test_mcp_service.py b/src/tests/backend/v4/common/services/test_mcp_service.py
index 4b1f4327..04e0844d 100644
--- a/src/tests/backend/v4/common/services/test_mcp_service.py
+++ b/src/tests/backend/v4/common/services/test_mcp_service.py
@@ -15,7 +15,7 @@
 import asyncio
 import importlib.util
 from unittest.mock import patch, MagicMock
-from aiohttp import ClientTimeout, ClientError
+from aiohttp import ClientError
 
 # Add the src directory to sys.path for proper import
 src_path = os.path.join(os.path.dirname(__file__), '..', '..', '..', '..')
diff --git a/src/tests/backend/v4/common/services/test_plan_service.py b/src/tests/backend/v4/common/services/test_plan_service.py
index a1985f86..455200af 100644
--- a/src/tests/backend/v4/common/services/test_plan_service.py
+++ b/src/tests/backend/v4/common/services/test_plan_service.py
@@ -18,7 +18,7 @@
 import logging
 import importlib.util
 from unittest.mock import patch, MagicMock, AsyncMock
-from typing import Any, Optional, List
+from typing import Any, List
 from dataclasses import dataclass
 
 # Add the src directory to sys.path for proper import
diff --git a/src/tests/backend/v4/magentic_agents/test_proxy_agent.py b/src/tests/backend/v4/magentic_agents/test_proxy_agent.py
index 48dd63dc..ca734df4 100644
--- a/src/tests/backend/v4/magentic_agents/test_proxy_agent.py
+++ b/src/tests/backend/v4/magentic_agents/test_proxy_agent.py
@@ -57,7 +57,7 @@
 
 
 # Now import the module under test
-from backend.v4.magentic_agents.proxy_agent import create_proxy_agent
+import backend.v4.magentic_agents.proxy_agent
 
 
 class TestProxyAgentComplexScenarios:
diff --git a/src/tests/backend/v4/orchestration/test_orchestration_manager.py b/src/tests/backend/v4/orchestration/test_orchestration_manager.py
index f4163a90..dbc0d1fb 100644
--- a/src/tests/backend/v4/orchestration/test_orchestration_manager.py
+++ b/src/tests/backend/v4/orchestration/test_orchestration_manager.py
@@ -7,7 +7,6 @@
 import logging
 import os
 import sys
-from typing import List
 from unittest import IsolatedAsyncioTestCase
 from unittest.mock import AsyncMock, Mock, patch
 

From 124fcf7f1cf773282996a3b4086574ad286b9781 Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Tue, 10 Feb 2026 17:34:41 +0530
Subject: [PATCH 08/30] Enhance agent orchestration and configuration for Azure
 AI Search integration

---
 src/backend/v4/api/router.py                  |  11 ++
 .../v4/magentic_agents/common/lifecycle.py    |  43 +++--
 .../v4/magentic_agents/foundry_agent.py       | 150 ++++++++++--------
 .../v4/magentic_agents/models/agent_models.py |   6 +-
 .../v4/orchestration/orchestration_manager.py |  11 +-
 5 files changed, 144 insertions(+), 77 deletions(-)

diff --git a/src/backend/v4/api/router.py b/src/backend/v4/api/router.py
index 43f3f9f2..d9a8e7c1 100644
--- a/src/backend/v4/api/router.py
+++ b/src/backend/v4/api/router.py
@@ -303,6 +303,17 @@ async def process_request(
         )
         await memory_store.add_plan(plan)
 
+        # Ensure orchestration is initialized before running
+        # Force rebuild for each new task since Magentic workflows cannot be reused after completion
+        team_service = TeamService(memory_store)
+        await OrchestrationManager.get_current_or_new_orchestration(
+            user_id=user_id,
+            team_config=team,
+            team_switched=False,
+            team_service=team_service,
+            force_rebuild=True,  # Always rebuild workflow for new tasks
+        )
+
         track_event_if_configured(
             "PlanCreated",
             {
diff --git a/src/backend/v4/magentic_agents/common/lifecycle.py b/src/backend/v4/magentic_agents/common/lifecycle.py
index 88fde549..e45d733d 100644
--- a/src/backend/v4/magentic_agents/common/lifecycle.py
+++ b/src/backend/v4/magentic_agents/common/lifecycle.py
@@ -51,7 +51,7 @@ def __init__(
         self._agent: ChatAgent | None = None
         self.team_service: TeamService | None = team_service
         self.team_config: TeamConfiguration | None = team_config
-        self.client: Optional[AzureAIClient] = None
+        self.client: Optional[AgentsClient] = None
         self.project_endpoint = project_endpoint
         self.creds: Optional[DefaultAzureCredential] = None
         self.memory_store: Optional[DatabaseBase] = memory_store
@@ -228,7 +228,25 @@ def get_agent_id(self, chat_client) -> str:
         return id
 
     async def get_database_team_agent(self) -> Optional[AzureAIClient]:
-        """Retrieve existing team agent from database, if any."""
+        """Retrieve existing team agent from database, if any.
+        
+        NOTE: Agent reuse is currently DISABLED to ensure fresh agents are created
+        with the correct Azure AI Search configuration.
+        This prevents issues with stale agents that may not have the search tool configured.
+        
+        To re-enable agent reuse, set ENABLE_AGENT_REUSE=true in environment.
+        """
+        import os
+        
+        # DISABLED: Always create fresh agents to ensure Azure AI Search tool is configured
+        enable_reuse = os.environ.get("ENABLE_AGENT_REUSE", "false").lower() == "true"
+        if not enable_reuse:
+            self.logger.info(
+                "Agent reuse DISABLED: Creating fresh agent with search tools (agent_name=%s)",
+                self.agent_name,
+            )
+            return None
+        
         chat_client = None
         try:
             agent_id = await get_database_team_agent_id(
@@ -251,15 +269,15 @@ async def get_database_team_agent(self) -> Optional[AzureAIClient]:
                 )
                 return None
 
-            # Create client with resolved ID, preferring project_client for RAI agents
+            # Create client with resolved ID
             if self.agent_name == "RAIAgent" and self.project_client:
                 chat_client = AzureAIClient(
-                    project_client=self.project_client,
+                    project_endpoint=self.project_endpoint,
                     agent_id=resolved,
                     credential=self.creds,
                 )
                 self.logger.info(
-                    "RAI.AgentReuseSuccess: Created AzureAIClient via Projects SDK (id=%s)",
+                    "RAI.AgentReuseSuccess: Created AzureAIClient (id=%s)",
                     resolved,
                 )
             else:
@@ -284,17 +302,20 @@ async def get_database_team_agent(self) -> Optional[AzureAIClient]:
     async def save_database_team_agent(self) -> None:
         """Save current team agent to database (only if truly new or changed)."""
         try:
-            if self._agent.id is None:
-                self.logger.error("Cannot save database team agent: agent_id is None")
+            if self._agent is None or self._agent.id is None:
+                self.logger.error("Cannot save database team agent: agent or agent_id is None")
                 return
 
+            # Use the agent ID from ChatAgent (set during creation)
+            agent_id = self._agent.id
+
             # Check if stored ID matches current ID
             stored_id = await get_database_team_agent_id(
                 self.memory_store, self.team_config, self.agent_name
             )
-            if stored_id == self._agent.chat_client.agent_id:
+            if stored_id == agent_id:
                 self.logger.info(
-                    "RAI reuse: id unchanged (id=%s); skip save.", self._agent.id
+                    "RAI reuse: id unchanged (id=%s); skip save.", agent_id
                 )
                 return
 
@@ -302,7 +323,7 @@ async def save_database_team_agent(self) -> None:
                 team_id=self.team_config.team_id,
                 team_name=self.team_config.name,
                 agent_name=self.agent_name,
-                agent_foundry_id=self._agent.chat_client.agent_id,
+                agent_foundry_id=agent_id,
                 agent_description=self.agent_description,
                 agent_instructions=self.agent_instructions,
             )
@@ -310,7 +331,7 @@ async def save_database_team_agent(self) -> None:
             self.logger.info(
                 "Saved team agent to database (agent_name=%s, id=%s)",
                 self.agent_name,
-                self._agent.id,
+                agent_id,
             )
 
         except Exception as ex:
diff --git a/src/backend/v4/magentic_agents/foundry_agent.py b/src/backend/v4/magentic_agents/foundry_agent.py
index 9a7c8ebe..d706af86 100644
--- a/src/backend/v4/magentic_agents/foundry_agent.py
+++ b/src/backend/v4/magentic_agents/foundry_agent.py
@@ -7,7 +7,12 @@
                              Role)
 from agent_framework_azure_ai import \
     AzureAIClient  # Provided by agent_framework
-from azure.ai.projects.models import ConnectionType
+from azure.ai.projects.models import (
+    PromptAgentDefinition,
+    AzureAISearchAgentTool,
+    AzureAISearchToolResource,
+    AISearchIndexResource,
+)
 from common.config.app_config import config
 from common.database.database_base import DatabaseBase
 from common.models.messages_af import TeamConfiguration
@@ -65,19 +70,23 @@ def __init__(
         self._use_azure_search = self._is_azure_search_requested()
         self.use_reasoning = use_reasoning
 
-        # Placeholder for server-created Azure AI agent id (if Azure Search path)
+        # Placeholder for server-created Azure AI agent id/version (if Azure Search path)
         self._azure_server_agent_id: Optional[str] = None
+        self._azure_server_agent_version: Optional[str] = None
 
     # -------------------------
     # Mode detection
     # -------------------------
     def _is_azure_search_requested(self) -> bool:
         """Determine if Azure AI Search raw tool path should be used."""
+        print(f"[DEBUG _is_azure_search_requested] Agent={self.agent_name}, search={self.search}")
         if not self.search:
+            print(f"[DEBUG _is_azure_search_requested] Agent={self.agent_name}: No search config, returning False")
             return False
         # Minimal heuristic: presence of required attributes
 
         has_index = hasattr(self.search, "index_name") and bool(self.search.index_name)
+        print(f"[DEBUG _is_azure_search_requested] Agent={self.agent_name}: has_index={has_index}, index_name={getattr(self.search, 'index_name', None)}")
         if has_index:
             self.logger.info(
                 "Azure AI Search requested (connection_id=%s, index=%s).",
@@ -113,14 +122,17 @@ async def _collect_tools(self) -> List:
     # -------------------------
     async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional[AzureAIClient]:
         """
-        Create a server-side Azure AI agent with Azure AI Search raw tool.
+        Create a server-side Azure AI agent with Azure AI Search tool using create_version.
+
+        This uses the AIProjectClient.agents.create_version() approach with:
+        - PromptAgentDefinition for agent configuration
+        - AzureAISearchAgentTool with AzureAISearchToolResource for search capability
+        - AISearchIndexResource for index configuration with project_connection_id
 
         Requirements:
-          - An Azure AI Project Connection (type=AZURE_AI_SEARCH) that contains either:
-              a) API key + endpoint, OR
-              b) Managed Identity (RBAC enabled on the Search service with Search Service Contributor + Search Index Data Reader).
+          - An Azure AI Project Connection for Azure AI Search
           - search_config.index_name must exist in the Search service.
-
+          - search_config.connection_name should match the AI Project connection name
 
         Returns:
             AzureAIClient | None
@@ -134,9 +146,16 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
             self.logger.error("Search configuration missing.")
             return None
 
-        desired_connection_name = getattr(self.search, "connection_name", None)
+        # Get connection name - this is used as project_connection_id in create_version
+        connection_name = getattr(self.search, "connection_name", None)
+        if not connection_name:
+            # Fallback to environment variable
+            connection_name = config.AZURE_AI_SEARCH_CONNECTION_NAME
+            self.logger.info("Using connection_name from environment: %s", connection_name)
+
         index_name = getattr(self.search, "index_name", "")
         query_type = getattr(self.search, "search_query_type", "simple")
+        top_k = getattr(self.search, "top_k", 5)
 
         if not index_name:
             self.logger.error(
@@ -144,82 +163,89 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
             )
             return None
 
-        resolved_connection_id = None
-
-        try:
-            async for connection in self.project_client.connections.list():
-                if connection.type == ConnectionType.AZURE_AI_SEARCH:
-
-                    if (
-                        desired_connection_name
-                        and connection.name == desired_connection_name
-                    ):
-                        resolved_connection_id = connection.id
-                        break
-                    # Fallback: if no specific connection requested and none resolved yet, take the first
-                    if not desired_connection_name and not resolved_connection_id:
-                        resolved_connection_id = connection.id
-                        # Do not break yet; we log but allow chance to find a name match later. If not, this stays.
-
-            if not resolved_connection_id:
-                self.logger.error(
-                    "No Azure AI Search connection resolved. " "connection_name=%s",
-                    desired_connection_name,
-                )
-            #  return None
-
-            self.logger.info(
-                "Using Azure AI Search connection (id=%s, requested_name=%s).",
-                resolved_connection_id,
-                desired_connection_name,
+        if not connection_name:
+            self.logger.error(
+                "connection_name not provided; aborting Azure Search path."
             )
-        except Exception as ex:
-            self.logger.error("Failed to enumerate connections: %s", ex)
             return None
 
-        # Create agent with raw tool
+        self.logger.info(
+            "Creating Azure AI Search agent with create_version: connection_name=%s, index=%s, query_type=%s, top_k=%s",
+            connection_name,
+            index_name,
+            query_type,
+            top_k,
+        )
+
+        # Create agent using create_version with PromptAgentDefinition and AzureAISearchAgentTool
+        # This approach matches the Knowledge Mining Solution Accelerator pattern
         try:
-            azure_agent = await self.client.create_agent(
-                model=self.model_deployment_name,
-                name=self.agent_name,
-                instructions=(
-                    f"{self.agent_instructions} "
-                    "Always use the Azure AI Search tool and configured index for knowledge retrieval."
+            enhanced_instructions = (
+                f"{self.agent_instructions} "
+                "Always use the Azure AI Search tool and configured index for knowledge retrieval."
+            )
+            
+            print(f"[DEBUG] Creating agent '{self.agent_name}' with instructions (first 200 chars): {enhanced_instructions[:200]}...")
+            print(f"[DEBUG] Agent model: {self.model_deployment_name}")
+            print(f"[DEBUG] Search config: connection={connection_name}, index={index_name}, query_type={query_type}, top_k={top_k}")
+
+            azure_agent = await self.project_client.agents.create_version(
+                agent_name=self.agent_name,
+                definition=PromptAgentDefinition(
+                    model=self.model_deployment_name,
+                    instructions=enhanced_instructions,
+                    tools=[
+                        AzureAISearchAgentTool(
+                            azure_ai_search=AzureAISearchToolResource(
+                                indexes=[
+                                    AISearchIndexResource(
+                                        project_connection_id=connection_name,
+                                        index_name=index_name,
+                                        query_type=query_type,
+                                        top_k=top_k,
+                                    )
+                                ]
+                            )
+                        )
+                    ],
                 ),
-                tools=[{"type": "azure_ai_search"}],
-                tool_resources={
-                    "azure_ai_search": {
-                        "indexes": [
-                            {
-                                "index_connection_id": resolved_connection_id,
-                                "index_name": index_name,
-                                "query_type": query_type,
-                            }
-                        ]
-                    }
-                },
             )
+
             self._azure_server_agent_id = azure_agent.id
+            self._azure_server_agent_version = azure_agent.version
             self.logger.info(
-                "Created Azure server agent with Azure AI Search tool (agent_id=%s, index=%s, query_type=%s).",
+                "Created Azure AI Search agent via create_version (name=%s, id=%s, version=%s, connection=%s, index=%s, query_type=%s, top_k=%s).",
+                azure_agent.name,
                 azure_agent.id,
+                azure_agent.version,
+                connection_name,
                 index_name,
                 query_type,
+                top_k,
             )
+            print(f"[DEBUG] Created agent via create_version: name={azure_agent.name}, id={azure_agent.id}, version={azure_agent.version}")
+            print(f"[DEBUG] Agent definition: {azure_agent.definition}")
+            print(f"[DEBUG] Agent instructions from definition: {getattr(azure_agent.definition, 'instructions', 'N/A')}")
 
+            # Wrap in AzureAIClient using agent_name and agent_version (NOT agent_id)
+            # AzureAIClient constructor: agent_name, agent_version, project_endpoint, credential
             chat_client = AzureAIClient(
-                project_client=self.project_client,
-                agent_id=azure_agent.id,
+                project_endpoint=self.project_endpoint,
+                agent_name=azure_agent.name,
+                agent_version=azure_agent.version,  # Use the specific version we just created
                 credential=self.creds,
             )
             return chat_client
+
         except Exception as ex:
             self.logger.error(
-                "Failed to create Azure Search enabled agent (connection_id=%s, index=%s): %s",
-                resolved_connection_id,
+                "Failed to create Azure Search enabled agent via create_version (connection=%s, index=%s): %s",
+                connection_name,
                 index_name,
                 ex,
             )
+            import traceback
+            traceback.print_exc()
             return None
 
     # -------------------------
diff --git a/src/backend/v4/magentic_agents/models/agent_models.py b/src/backend/v4/magentic_agents/models/agent_models.py
index 5c6a3f2f..4e10270f 100644
--- a/src/backend/v4/magentic_agents/models/agent_models.py
+++ b/src/backend/v4/magentic_agents/models/agent_models.py
@@ -43,6 +43,8 @@ class SearchConfig:
     connection_name: str | None = None
     endpoint: str | None = None
     index_name: str | None = None
+    search_query_type: str = "simple"  # Options: "simple", "vector_simple", "vector", "semantic", "hybrid"
+    top_k: int = 5  # Number of results to return
 
     @classmethod
     def from_env(cls, index_name: str) -> "SearchConfig":
@@ -58,5 +60,7 @@ def from_env(cls, index_name: str) -> "SearchConfig":
         return cls(
             connection_name=connection_name,
             endpoint=endpoint,
-            index_name=index_name
+            index_name=index_name,
+            search_query_type="simple",  # Use simple query type (keyword search)
+            top_k=5
         )
diff --git a/src/backend/v4/orchestration/orchestration_manager.py b/src/backend/v4/orchestration/orchestration_manager.py
index 4fc0c209..5a27c59b 100644
--- a/src/backend/v4/orchestration/orchestration_manager.py
+++ b/src/backend/v4/orchestration/orchestration_manager.py
@@ -231,17 +231,22 @@ async def get_current_or_new_orchestration(
         team_config: TeamConfiguration,
         team_switched: bool,
         team_service: TeamService = None,
+        force_rebuild: bool = False,
     ):
         """
         Return an existing workflow for the user or create a new one if:
           - None exists
           - Team switched flag is True
+          - force_rebuild is True (for new tasks after workflow completion)
         """
         current = orchestration_config.get_current_orchestration(user_id)
-        if current is None or team_switched:
-            if current is not None and team_switched:
+        needs_rebuild = current is None or team_switched or force_rebuild
+        
+        if needs_rebuild:
+            if current is not None and (team_switched or force_rebuild):
+                reason = "team switched" if team_switched else "force rebuild for new task"
                 cls.logger.info(
-                    "Team switched, closing previous agents for user '%s'", user_id
+                    "Rebuilding orchestration for user '%s' (reason: %s)", user_id, reason
                 )
                 # Close prior agents (same logic as old version)
                 for agent in getattr(current, "_participants", {}).values():

From 1bc5725bd4e0015cc42ebcd13242495b84edef15 Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Wed, 11 Feb 2026 17:45:02 +0530
Subject: [PATCH 09/30] fix for agent multiple times calling

---
 .../v4/magentic_agents/foundry_agent.py       | 18 ++++------
 .../magentic_agents/magentic_agent_factory.py |  1 +
 .../orchestration/human_approval_manager.py   | 20 ++++++++++-
 .../v4/orchestration/orchestration_manager.py | 34 +++++++++++++++----
 4 files changed, 54 insertions(+), 19 deletions(-)

diff --git a/src/backend/v4/magentic_agents/foundry_agent.py b/src/backend/v4/magentic_agents/foundry_agent.py
index d706af86..84297ebe 100644
--- a/src/backend/v4/magentic_agents/foundry_agent.py
+++ b/src/backend/v4/magentic_agents/foundry_agent.py
@@ -185,12 +185,12 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
                 "Always use the Azure AI Search tool and configured index for knowledge retrieval."
             )
             
-            print(f"[DEBUG] Creating agent '{self.agent_name}' with instructions (first 200 chars): {enhanced_instructions[:200]}...")
-            print(f"[DEBUG] Agent model: {self.model_deployment_name}")
-            print(f"[DEBUG] Search config: connection={connection_name}, index={index_name}, query_type={query_type}, top_k={top_k}")
+            print(f"[AGENT CREATE] 🆕 Creating agent in Foundry: '{self.agent_name}'", flush=True)
+            print(f"[AGENT CREATE] Model: {self.model_deployment_name}", flush=True)
+            print(f"[AGENT CREATE] Search: connection={connection_name}, index={index_name}", flush=True)
 
             azure_agent = await self.project_client.agents.create_version(
-                agent_name=self.agent_name,
+                agent_name=self.agent_name,  # Use original name
                 definition=PromptAgentDefinition(
                     model=self.model_deployment_name,
                     instructions=enhanced_instructions,
@@ -213,19 +213,13 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
 
             self._azure_server_agent_id = azure_agent.id
             self._azure_server_agent_version = azure_agent.version
+            print(f"[AGENT CREATE] ✅ Created agent: name={azure_agent.name}, id={azure_agent.id}, version={azure_agent.version}", flush=True)
             self.logger.info(
-                "Created Azure AI Search agent via create_version (name=%s, id=%s, version=%s, connection=%s, index=%s, query_type=%s, top_k=%s).",
+                "Created Azure AI Search agent via create_version (name=%s, id=%s, version=%s).",
                 azure_agent.name,
                 azure_agent.id,
                 azure_agent.version,
-                connection_name,
-                index_name,
-                query_type,
-                top_k,
             )
-            print(f"[DEBUG] Created agent via create_version: name={azure_agent.name}, id={azure_agent.id}, version={azure_agent.version}")
-            print(f"[DEBUG] Agent definition: {azure_agent.definition}")
-            print(f"[DEBUG] Agent instructions from definition: {getattr(azure_agent.definition, 'instructions', 'N/A')}")
 
             # Wrap in AzureAIClient using agent_name and agent_version (NOT agent_id)
             # AzureAIClient constructor: agent_name, agent_version, project_endpoint, credential
diff --git a/src/backend/v4/magentic_agents/magentic_agent_factory.py b/src/backend/v4/magentic_agents/magentic_agent_factory.py
index 36544166..3eafb583 100644
--- a/src/backend/v4/magentic_agents/magentic_agent_factory.py
+++ b/src/backend/v4/magentic_agents/magentic_agent_factory.py
@@ -115,6 +115,7 @@ async def create_agent_from_config(
             index_name,
             "Reasoning" if use_reasoning else "Foundry",
         )
+        print(f"[FACTORY] 🆕 Creating NEW agent: {agent_obj.name} (id={id(agent_obj)})", flush=True)
 
         agent = FoundryAgentTemplate(
             agent_name=agent_obj.name,
diff --git a/src/backend/v4/orchestration/human_approval_manager.py b/src/backend/v4/orchestration/human_approval_manager.py
index 654d72a2..39089247 100644
--- a/src/backend/v4/orchestration/human_approval_manager.py
+++ b/src/backend/v4/orchestration/human_approval_manager.py
@@ -33,6 +33,7 @@ class HumanApprovalMagenticManager(StandardMagenticManager):
     approval_enabled: bool = True
     magentic_plan: Optional[MPlan] = None
     current_user_id: str  # populated in __init__
+    _called_agents: set  # Track which agents have been called
 
     def __init__(self, user_id: str, agent, *args, **kwargs):
         """
@@ -43,6 +44,9 @@ def __init__(self, user_id: str, agent, *args, **kwargs):
             *args: Additional positional arguments for the parent StandardMagenticManager.
             **kwargs: Additional keyword arguments for the parent StandardMagenticManager.
         """
+        
+        # Initialize called agents tracker
+        self._called_agents = set()
 
         plan_append = """
 
@@ -55,6 +59,9 @@ def __init__(self, user_id: str, agent, *args, **kwargs):
 to be taken. If a step involves multiple actions, separate them into distinct steps with an agent included in each step.
 If the step is taken by an agent that is not part of the team, such as the MagenticManager, please always list the MagenticManager as the agent for that step. At any time, if more information is needed from the user, use the ProxyAgent to request this information.
 
+CRITICAL: Each agent should only be called ONCE to perform their task. Do NOT call the same agent multiple times.
+After an agent has provided their response, move on to the next agent in the plan.
+
 Here is an example of a well-structured plan:
 - **EnhancedResearchAgent** to gather authoritative data on the latest industry trends and best practices in employee onboarding
 - **EnhancedResearchAgent** to gather authoritative data on Innovative onboarding techniques that enhance new hire engagement and retention.
@@ -62,6 +69,13 @@ def __init__(self, user_id: str, agent, *args, **kwargs):
 - **DocumentCreationAgent** to draft a comprehensive onboarding plan that includes a checklist of resources and materials needed for effective onboarding.
 - **ProxyAgent** to review the drafted onboarding plan for clarity and completeness.
 - **MagenticManager** to finalize the onboarding plan and prepare it for presentation to stakeholders.
+"""
+
+        # Add progress ledger prompt to prevent re-calling agents
+        progress_append = """
+CRITICAL RULE: DO NOT call the same agent more than once unless absolutely necessary.
+If an agent has already provided a response, consider their task COMPLETE and move to the next agent.
+Only re-call an agent if their previous response was explicitly an error or failure.
 """
 
         final_append = """
@@ -75,6 +89,10 @@ def __init__(self, user_id: str, agent, *args, **kwargs):
             ORCHESTRATOR_TASK_LEDGER_PLAN_UPDATE_PROMPT + plan_append
         )
         kwargs["final_answer_prompt"] = ORCHESTRATOR_FINAL_ANSWER_PROMPT + final_append
+        
+        # Override progress ledger prompt to discourage re-calling agents
+        from agent_framework._workflows._magentic import ORCHESTRATOR_PROGRESS_LEDGER_PROMPT
+        kwargs["progress_ledger_prompt"] = ORCHESTRATOR_PROGRESS_LEDGER_PROMPT + progress_append
 
         self.current_user_id = user_id
         # New API: StandardMagenticManager takes agent as first positional argument
@@ -305,4 +323,4 @@ def plan_to_obj(self, magentic_context: MagenticContext, ledger) -> MPlan:
             task=task_text,
         )
 
-        return return_plan
+        return return_plan
\ No newline at end of file
diff --git a/src/backend/v4/orchestration/orchestration_manager.py b/src/backend/v4/orchestration/orchestration_manager.py
index 5a27c59b..58fc507e 100644
--- a/src/backend/v4/orchestration/orchestration_manager.py
+++ b/src/backend/v4/orchestration/orchestration_manager.py
@@ -197,17 +197,19 @@ async def init_orchestration(
         # Assemble workflow with callback
         storage = InMemoryCheckpointStorage()
         
-        # New API: .participants() accepts a list of agents
+        # New SDK: participants() accepts a Sequence (list) of agents
+        # The orchestrator uses agent.name to identify them
         participant_list = list(participants.values())
+        cls.logger.info("Participants for workflow: %s", list(participants.keys()))
+        print(f"[DEBUG] Participants for workflow: {list(participants.keys())}", flush=True)
         
         builder = (
             MagenticBuilder()
-            .participants(participant_list)
+            .participants(participant_list)  # New SDK: pass as list
             .with_manager(
                 manager=manager,  # Pass manager instance (extends StandardMagenticManager)
                 max_round_count=orchestration_config.max_rounds,
-                max_stall_count=3,
-                max_reset_count=2,
+                max_stall_count=0,  # CRITICAL: Prevent re-calling agents when stalled (default is 3!)
             )
             .with_checkpointing(storage)
         )
@@ -381,12 +383,16 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
         task_text = getattr(input_task, "description", str(input_task))
         self.logger.debug("Task: %s", task_text)
 
+        # Track how many times each agent is called (for debugging duplicate calls)
+        agent_call_counts: dict = {}
+
         try:
             # Execute workflow using run_stream with task as positional parameter
             # The execution settings are configured in the manager/client
             final_output: str | None = None
 
             self.logger.info("Starting workflow execution...")
+            print(f"[ORCHESTRATOR] 🚀 Starting workflow with max_rounds={orchestration_config.max_rounds}", flush=True)
             last_message_id: str | None = None
             async for event in workflow.run_stream(task_text):
                 try:
@@ -431,11 +437,20 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
 
                     # Handle group chat request sent
                     elif isinstance(event, GroupChatRequestSentEvent):
+                        agent_name = event.participant_name
+                        agent_call_counts[agent_name] = agent_call_counts.get(agent_name, 0) + 1
+                        call_num = agent_call_counts[agent_name]
+                        
                         self.logger.info(
-                            "[REQUEST SENT (round %d)] to agent: %s",
+                            "[REQUEST SENT (round %d)] to agent: %s (call #%d)",
                             event.round_index,
-                            event.participant_name
+                            agent_name,
+                            call_num
                         )
+                        print(f"[ORCHESTRATOR] 📤 REQUEST SENT round={event.round_index} to agent={agent_name} (call #{call_num})", flush=True)
+                        
+                        if call_num > 1:
+                            print(f"[ORCHESTRATOR] ⚠️ WARNING: Agent '{agent_name}' called {call_num} times!", flush=True)
 
                     # Handle group chat response received - THIS IS WHERE AGENT RESPONSES COME
                     elif isinstance(event, GroupChatResponseReceivedEvent):
@@ -496,6 +511,13 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
             # Extract final result
             final_text = final_output if final_output else ""
 
+            # Log agent call summary
+            print(f"\n[ORCHESTRATOR] 📊 AGENT CALL SUMMARY:", flush=True)
+            for agent_name, count in agent_call_counts.items():
+                status = "✅" if count == 1 else "⚠️ DUPLICATE"
+                print(f"  {status} {agent_name}: called {count} time(s)", flush=True)
+            self.logger.info("Agent call counts: %s", agent_call_counts)
+
             # Log results
             self.logger.info("\nAgent responses:")
             self.logger.info(

From 45582e15fedbfb6e850a554329800b138ebe4272 Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Fri, 13 Feb 2026 09:15:56 +0530
Subject: [PATCH 10/30] Enhance get_chat_client to use latest agent version and
 log agent name

---
 src/backend/v4/magentic_agents/common/lifecycle.py | 10 ++++++++--
 1 file changed, 8 insertions(+), 2 deletions(-)

diff --git a/src/backend/v4/magentic_agents/common/lifecycle.py b/src/backend/v4/magentic_agents/common/lifecycle.py
index e45d733d..af9dcb84 100644
--- a/src/backend/v4/magentic_agents/common/lifecycle.py
+++ b/src/backend/v4/magentic_agents/common/lifecycle.py
@@ -149,7 +149,10 @@ async def _after_open(self) -> None:
         raise NotImplementedError
 
     def get_chat_client(self, chat_client) -> AzureAIClient:
-        """Return the underlying ChatClientProtocol (AzureAIClient)."""
+        """Return the underlying ChatClientProtocol (AzureAIClient).
+        
+        Uses agent_name with use_latest_version=True to get the latest agent version
+        """
         if chat_client:
             return chat_client
         if (
@@ -159,11 +162,14 @@ def get_chat_client(self, chat_client) -> AzureAIClient:
             return self._agent.chat_client  # type: ignore
         chat_client = AzureAIClient(
             project_endpoint=self.project_endpoint,
+            agent_name=self.agent_name,
             model_deployment_name=self.model_deployment_name,
             credential=self.creds,
+            use_latest_version=True,
         )
         self.logger.info(
-            "Created new AzureAIClient for get chat client",
+            "Created new AzureAIClient (agent_name=%s, use_latest_version=True)",
+            self.agent_name,
         )
         return chat_client
 

From 3a4dfbb3bf0e2a0bab58968f0c0000fa46c13423 Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Fri, 13 Feb 2026 11:36:18 +0530
Subject: [PATCH 11/30] Update dependency versions in pyproject.toml and
 uv.lock for consistency

---
 src/backend/pyproject.toml | 18 +++++++++---------
 src/backend/uv.lock        | 18 +++++++++---------
 2 files changed, 18 insertions(+), 18 deletions(-)

diff --git a/src/backend/pyproject.toml b/src/backend/pyproject.toml
index 7750638d..f5bd8fc6 100644
--- a/src/backend/pyproject.toml
+++ b/src/backend/pyproject.toml
@@ -11,16 +11,16 @@ dependencies = [
     "azure-cosmos==4.9.0",
     "azure-identity==1.24.0",
     "azure-monitor-events-extension==0.1.0",
-    "azure-monitor-opentelemetry>=1.8.0",
+    "azure-monitor-opentelemetry==1.8.5",
     "azure-search-documents==11.5.3",
     "fastapi==0.116.1",
-    "openai>=2.8.0",
-    "opentelemetry-api>=1.39.0",
-    "opentelemetry-exporter-otlp-proto-grpc>=1.39.0",
-    "opentelemetry-exporter-otlp-proto-http>=1.39.0",
-    "opentelemetry-instrumentation-fastapi>=0.57b0",
-    "opentelemetry-instrumentation-openai>=0.46.2",
-    "opentelemetry-sdk>=1.39.0",
+    "openai==2.16.0",
+    "opentelemetry-api==1.39.0",
+    "opentelemetry-exporter-otlp-proto-grpc==1.39.0",
+    "opentelemetry-exporter-otlp-proto-http==1.39.0",
+    "opentelemetry-instrumentation-fastapi==0.60b0",
+    "opentelemetry-instrumentation-openai==0.46.2",
+    "opentelemetry-sdk==1.39.0",
     "pytest==8.4.1",
     "pytest-asyncio==0.24.0",
     "pytest-cov==5.0.0",
@@ -30,7 +30,7 @@ dependencies = [
     "uvicorn==0.35.0",
     "pylint-pydantic==0.3.5",
     "pexpect==4.9.0",
-    "mcp>=1.24.0,<2",
+    "mcp==1.26.0",
     "agent-framework-azure-ai==1.0.0b260130",
     "agent-framework-core==1.0.0b260130"
 ]
\ No newline at end of file
diff --git a/src/backend/uv.lock b/src/backend/uv.lock
index 526fe789..3e7bbae7 100644
--- a/src/backend/uv.lock
+++ b/src/backend/uv.lock
@@ -557,17 +557,17 @@ requires-dist = [
     { name = "azure-cosmos", specifier = "==4.9.0" },
     { name = "azure-identity", specifier = "==1.24.0" },
     { name = "azure-monitor-events-extension", specifier = "==0.1.0" },
-    { name = "azure-monitor-opentelemetry", specifier = ">=1.8.0" },
+    { name = "azure-monitor-opentelemetry", specifier = "==1.8.5" },
     { name = "azure-search-documents", specifier = "==11.5.3" },
     { name = "fastapi", specifier = "==0.116.1" },
-    { name = "mcp", specifier = ">=1.24.0,<2" },
-    { name = "openai", specifier = ">=2.8.0" },
-    { name = "opentelemetry-api", specifier = ">=1.39.0" },
-    { name = "opentelemetry-exporter-otlp-proto-grpc", specifier = ">=1.39.0" },
-    { name = "opentelemetry-exporter-otlp-proto-http", specifier = ">=1.39.0" },
-    { name = "opentelemetry-instrumentation-fastapi", specifier = ">=0.57b0" },
-    { name = "opentelemetry-instrumentation-openai", specifier = ">=0.46.2" },
-    { name = "opentelemetry-sdk", specifier = ">=1.39.0" },
+    { name = "mcp", specifier = "==1.26.0" },
+    { name = "openai", specifier = "==2.16.0" },
+    { name = "opentelemetry-api", specifier = "==1.39.0" },
+    { name = "opentelemetry-exporter-otlp-proto-grpc", specifier = "==1.39.0" },
+    { name = "opentelemetry-exporter-otlp-proto-http", specifier = "==1.39.0" },
+    { name = "opentelemetry-instrumentation-fastapi", specifier = "==0.60b0" },
+    { name = "opentelemetry-instrumentation-openai", specifier = "==0.46.2" },
+    { name = "opentelemetry-sdk", specifier = "==1.39.0" },
     { name = "pexpect", specifier = "==4.9.0" },
     { name = "pylint-pydantic", specifier = "==0.3.5" },
     { name = "pytest", specifier = "==8.4.1" },

From c513f4bde39bc162312a31fbb21b349df010d640 Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Fri, 13 Feb 2026 17:14:32 +0530
Subject: [PATCH 12/30] Add user state cleanup and enhance AzureAIClient
 initialization with deployment name fallback

---
 src/backend/v4/config/settings.py             | 20 ++++++
 .../v4/magentic_agents/common/lifecycle.py    | 15 ++++-
 .../v4/magentic_agents/foundry_agent.py       |  4 +-
 .../v4/orchestration/orchestration_manager.py | 65 +++++++++----------
 4 files changed, 64 insertions(+), 40 deletions(-)

diff --git a/src/backend/v4/config/settings.py b/src/backend/v4/config/settings.py
index fa112fcd..2a968727 100644
--- a/src/backend/v4/config/settings.py
+++ b/src/backend/v4/config/settings.py
@@ -220,6 +220,26 @@ def cleanup_clarification(self, request_id: str) -> None:
         self.clarifications.pop(request_id, None)
         self._clarification_events.pop(request_id, None)
 
+    def cleanup_user_state(self, user_id: str) -> None:
+        """Clean up all state for a user to prevent cross-scenario leakage.
+        
+        This removes any pending approvals, clarifications, and plans
+        associated with the user to ensure fresh state for new runs.
+        """
+        # Clean up any plans associated with this user
+        plans_to_remove = [
+            plan_id for plan_id, plan in self.plans.items()
+            if getattr(plan, 'user_id', None) == user_id
+        ]
+        for plan_id in plans_to_remove:
+            self.plans.pop(plan_id, None)
+            self.cleanup_approval(plan_id)
+        
+        # Clean up any pending approvals/clarifications for this user
+        # Note: We can't easily map approvals to users without plan context,
+        # so this primarily clears the plans and their associated approvals
+        logger.debug("Cleaned up state for user %s (removed %d plans)", user_id, len(plans_to_remove))
+
 
 class ConnectionConfig:
     """Connection manager for WebSocket connections."""
diff --git a/src/backend/v4/magentic_agents/common/lifecycle.py b/src/backend/v4/magentic_agents/common/lifecycle.py
index af9dcb84..c143d0c4 100644
--- a/src/backend/v4/magentic_agents/common/lifecycle.py
+++ b/src/backend/v4/magentic_agents/common/lifecycle.py
@@ -14,6 +14,7 @@
 from agent_framework_azure_ai import AzureAIClient
 from azure.ai.agents.aio import AgentsClient
 from azure.identity.aio import DefaultAzureCredential
+from common.config.app_config import config
 from common.database.database_base import DatabaseBase
 from common.models.messages_af import CurrentTeamAgent, TeamConfiguration
 from common.utils.utils_agents import (
@@ -160,10 +161,12 @@ def get_chat_client(self, chat_client) -> AzureAIClient:
             and self._agent.chat_client
         ):
             return self._agent.chat_client  # type: ignore
+        # Use model_deployment_name with fallback to default model if empty
+        deployment_name = self.model_deployment_name or config.AZURE_OPENAI_DEPLOYMENT_NAME
         chat_client = AzureAIClient(
             project_endpoint=self.project_endpoint,
             agent_name=self.agent_name,
-            model_deployment_name=self.model_deployment_name,
+            model_deployment_name=deployment_name,
             credential=self.creds,
             use_latest_version=True,
         )
@@ -277,20 +280,26 @@ async def get_database_team_agent(self) -> Optional[AzureAIClient]:
 
             # Create client with resolved ID
             if self.agent_name == "RAIAgent" and self.project_client:
+                # Use RAI deployment name for RAI agents
+                rai_deployment = config.AZURE_OPENAI_RAI_DEPLOYMENT_NAME
                 chat_client = AzureAIClient(
                     project_endpoint=self.project_endpoint,
                     agent_id=resolved,
+                    model_deployment_name=rai_deployment,
                     credential=self.creds,
                 )
                 self.logger.info(
-                    "RAI.AgentReuseSuccess: Created AzureAIClient (id=%s)",
+                    "RAI.AgentReuseSuccess: Created AzureAIClient (id=%s, model=%s)",
                     resolved,
+                    rai_deployment,
                 )
             else:
+                # Use model_deployment_name with fallback to default model if empty
+                deployment_name = self.model_deployment_name or config.AZURE_OPENAI_DEPLOYMENT_NAME
                 chat_client = AzureAIClient(
                     project_endpoint=self.project_endpoint,
                     agent_id=resolved,
-                    model_deployment_name=self.model_deployment_name,
+                    model_deployment_name=deployment_name,
                     credential=self.creds,
                 )
                 self.logger.info(
diff --git a/src/backend/v4/magentic_agents/foundry_agent.py b/src/backend/v4/magentic_agents/foundry_agent.py
index 84297ebe..3a95ea21 100644
--- a/src/backend/v4/magentic_agents/foundry_agent.py
+++ b/src/backend/v4/magentic_agents/foundry_agent.py
@@ -222,11 +222,13 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
             )
 
             # Wrap in AzureAIClient using agent_name and agent_version (NOT agent_id)
-            # AzureAIClient constructor: agent_name, agent_version, project_endpoint, credential
+            # Include model_deployment_name to ensure SDK has model info for streaming
+            deployment_name = self.model_deployment_name or config.AZURE_OPENAI_DEPLOYMENT_NAME
             chat_client = AzureAIClient(
                 project_endpoint=self.project_endpoint,
                 agent_name=azure_agent.name,
                 agent_version=azure_agent.version,  # Use the specific version we just created
+                model_deployment_name=deployment_name,
                 credential=self.creds,
             )
             return chat_client
diff --git a/src/backend/v4/orchestration/orchestration_manager.py b/src/backend/v4/orchestration/orchestration_manager.py
index 58fc507e..12bd70ec 100644
--- a/src/backend/v4/orchestration/orchestration_manager.py
+++ b/src/backend/v4/orchestration/orchestration_manager.py
@@ -133,9 +133,11 @@ async def init_orchestration(
 
         try:
             # Create the chat client (AzureAIClient)
+            # Use team deployment_name with fallback to default model if empty
+            deployment_name = team_config.deployment_name or config.AZURE_OPENAI_DEPLOYMENT_NAME
             chat_client = AzureAIClient(
                 project_endpoint=config.AZURE_AI_PROJECT_ENDPOINT,
-                model_deployment_name=team_config.deployment_name,
+                model_deployment_name=deployment_name,
                 agent_name=agent_name,
                 credential=credential,
             )
@@ -150,7 +152,7 @@ async def init_orchestration(
 
             cls.logger.info(
                 "Created AzureAIClient and manager ChatAgent for orchestration with model '%s' at endpoint '%s'",
-                team_config.deployment_name,
+                deployment_name,
                 config.AZURE_AI_PROJECT_ENDPOINT,
             )
         except Exception as e:
@@ -197,19 +199,17 @@ async def init_orchestration(
         # Assemble workflow with callback
         storage = InMemoryCheckpointStorage()
         
-        # New SDK: participants() accepts a Sequence (list) of agents
-        # The orchestrator uses agent.name to identify them
+        # New API: .participants() accepts a list of agents
         participant_list = list(participants.values())
-        cls.logger.info("Participants for workflow: %s", list(participants.keys()))
-        print(f"[DEBUG] Participants for workflow: {list(participants.keys())}", flush=True)
         
         builder = (
             MagenticBuilder()
-            .participants(participant_list)  # New SDK: pass as list
+            .participants(participant_list)
             .with_manager(
                 manager=manager,  # Pass manager instance (extends StandardMagenticManager)
                 max_round_count=orchestration_config.max_rounds,
-                max_stall_count=0,  # CRITICAL: Prevent re-calling agents when stalled (default is 3!)
+                max_stall_count=3,
+                max_reset_count=2,
             )
             .with_checkpointing(storage)
         )
@@ -239,16 +239,14 @@ async def get_current_or_new_orchestration(
         Return an existing workflow for the user or create a new one if:
           - None exists
           - Team switched flag is True
-          - force_rebuild is True (for new tasks after workflow completion)
+          - force_rebuild is True (for new tasks that need fresh workflow)
         """
         current = orchestration_config.get_current_orchestration(user_id)
-        needs_rebuild = current is None or team_switched or force_rebuild
-        
-        if needs_rebuild:
+        if current is None or team_switched or force_rebuild:
             if current is not None and (team_switched or force_rebuild):
-                reason = "team switched" if team_switched else "force rebuild for new task"
+                reason = "team switched" if team_switched else "force rebuild"
                 cls.logger.info(
-                    "Rebuilding orchestration for user '%s' (reason: %s)", user_id, reason
+                    "Closing previous agents for user '%s' (reason: %s)", user_id, reason
                 )
                 # Close prior agents (same logic as old version)
                 for agent in getattr(current, "_participants", {}).values():
@@ -305,6 +303,11 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
         Execute the Magentic workflow for the provided user and task description.
         """
         job_id = str(uuid.uuid4())
+        
+        # Clean up any accumulated state from previous runs (cancelled plans, etc.)
+        # This prevents cross-scenario leakage
+        orchestration_config.cleanup_user_state(user_id)
+        
         orchestration_config.set_approval_pending(job_id)
         self.logger.info(
             "Starting orchestration job '%s' for user '%s'", job_id, user_id
@@ -317,6 +320,16 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
         if workflow is None:
             print(f"[ERROR] Orchestration not initialized for user '{user_id}'")
             raise ValueError("Orchestration not initialized for user.")
+        
+        # Reset manager's plan state to prevent leakage from cancelled plans
+        manager = getattr(workflow, "_manager", None)
+        if manager and hasattr(manager, "magentic_plan"):
+            manager.magentic_plan = None
+            self.logger.debug("Reset manager's magentic_plan for fresh run")
+        if manager and hasattr(manager, "task_ledger"):
+            manager.task_ledger = None
+            self.logger.debug("Reset manager's task_ledger for fresh run")
+        
         # Fresh thread per participant to avoid cross-run state bleed
         executors = getattr(workflow, "executors", {})
         self.logger.debug("Executor keys at run start: %s", list(executors.keys()))
@@ -383,16 +396,12 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
         task_text = getattr(input_task, "description", str(input_task))
         self.logger.debug("Task: %s", task_text)
 
-        # Track how many times each agent is called (for debugging duplicate calls)
-        agent_call_counts: dict = {}
-
         try:
             # Execute workflow using run_stream with task as positional parameter
             # The execution settings are configured in the manager/client
             final_output: str | None = None
 
             self.logger.info("Starting workflow execution...")
-            print(f"[ORCHESTRATOR] 🚀 Starting workflow with max_rounds={orchestration_config.max_rounds}", flush=True)
             last_message_id: str | None = None
             async for event in workflow.run_stream(task_text):
                 try:
@@ -437,20 +446,11 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
 
                     # Handle group chat request sent
                     elif isinstance(event, GroupChatRequestSentEvent):
-                        agent_name = event.participant_name
-                        agent_call_counts[agent_name] = agent_call_counts.get(agent_name, 0) + 1
-                        call_num = agent_call_counts[agent_name]
-                        
                         self.logger.info(
-                            "[REQUEST SENT (round %d)] to agent: %s (call #%d)",
+                            "[REQUEST SENT (round %d)] to agent: %s",
                             event.round_index,
-                            agent_name,
-                            call_num
+                            event.participant_name
                         )
-                        print(f"[ORCHESTRATOR] 📤 REQUEST SENT round={event.round_index} to agent={agent_name} (call #{call_num})", flush=True)
-                        
-                        if call_num > 1:
-                            print(f"[ORCHESTRATOR] ⚠️ WARNING: Agent '{agent_name}' called {call_num} times!", flush=True)
 
                     # Handle group chat response received - THIS IS WHERE AGENT RESPONSES COME
                     elif isinstance(event, GroupChatResponseReceivedEvent):
@@ -511,13 +511,6 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
             # Extract final result
             final_text = final_output if final_output else ""
 
-            # Log agent call summary
-            print(f"\n[ORCHESTRATOR] 📊 AGENT CALL SUMMARY:", flush=True)
-            for agent_name, count in agent_call_counts.items():
-                status = "✅" if count == 1 else "⚠️ DUPLICATE"
-                print(f"  {status} {agent_name}: called {count} time(s)", flush=True)
-            self.logger.info("Agent call counts: %s", agent_call_counts)
-
             # Log results
             self.logger.info("\nAgent responses:")
             self.logger.info(

From f2eb8e38c892faf8966804d0629ea11f2b79f753 Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Fri, 13 Feb 2026 17:31:46 +0530
Subject: [PATCH 13/30] Revert "Add user state cleanup and enhance
 AzureAIClient initialization with deployment name fallback"

This reverts commit c513f4bde39bc162312a31fbb21b349df010d640.
---
 src/backend/v4/config/settings.py             | 20 ------
 .../v4/magentic_agents/common/lifecycle.py    | 15 +----
 .../v4/magentic_agents/foundry_agent.py       |  4 +-
 .../v4/orchestration/orchestration_manager.py | 65 ++++++++++---------
 4 files changed, 40 insertions(+), 64 deletions(-)

diff --git a/src/backend/v4/config/settings.py b/src/backend/v4/config/settings.py
index 2a968727..fa112fcd 100644
--- a/src/backend/v4/config/settings.py
+++ b/src/backend/v4/config/settings.py
@@ -220,26 +220,6 @@ def cleanup_clarification(self, request_id: str) -> None:
         self.clarifications.pop(request_id, None)
         self._clarification_events.pop(request_id, None)
 
-    def cleanup_user_state(self, user_id: str) -> None:
-        """Clean up all state for a user to prevent cross-scenario leakage.
-        
-        This removes any pending approvals, clarifications, and plans
-        associated with the user to ensure fresh state for new runs.
-        """
-        # Clean up any plans associated with this user
-        plans_to_remove = [
-            plan_id for plan_id, plan in self.plans.items()
-            if getattr(plan, 'user_id', None) == user_id
-        ]
-        for plan_id in plans_to_remove:
-            self.plans.pop(plan_id, None)
-            self.cleanup_approval(plan_id)
-        
-        # Clean up any pending approvals/clarifications for this user
-        # Note: We can't easily map approvals to users without plan context,
-        # so this primarily clears the plans and their associated approvals
-        logger.debug("Cleaned up state for user %s (removed %d plans)", user_id, len(plans_to_remove))
-
 
 class ConnectionConfig:
     """Connection manager for WebSocket connections."""
diff --git a/src/backend/v4/magentic_agents/common/lifecycle.py b/src/backend/v4/magentic_agents/common/lifecycle.py
index c143d0c4..af9dcb84 100644
--- a/src/backend/v4/magentic_agents/common/lifecycle.py
+++ b/src/backend/v4/magentic_agents/common/lifecycle.py
@@ -14,7 +14,6 @@
 from agent_framework_azure_ai import AzureAIClient
 from azure.ai.agents.aio import AgentsClient
 from azure.identity.aio import DefaultAzureCredential
-from common.config.app_config import config
 from common.database.database_base import DatabaseBase
 from common.models.messages_af import CurrentTeamAgent, TeamConfiguration
 from common.utils.utils_agents import (
@@ -161,12 +160,10 @@ def get_chat_client(self, chat_client) -> AzureAIClient:
             and self._agent.chat_client
         ):
             return self._agent.chat_client  # type: ignore
-        # Use model_deployment_name with fallback to default model if empty
-        deployment_name = self.model_deployment_name or config.AZURE_OPENAI_DEPLOYMENT_NAME
         chat_client = AzureAIClient(
             project_endpoint=self.project_endpoint,
             agent_name=self.agent_name,
-            model_deployment_name=deployment_name,
+            model_deployment_name=self.model_deployment_name,
             credential=self.creds,
             use_latest_version=True,
         )
@@ -280,26 +277,20 @@ async def get_database_team_agent(self) -> Optional[AzureAIClient]:
 
             # Create client with resolved ID
             if self.agent_name == "RAIAgent" and self.project_client:
-                # Use RAI deployment name for RAI agents
-                rai_deployment = config.AZURE_OPENAI_RAI_DEPLOYMENT_NAME
                 chat_client = AzureAIClient(
                     project_endpoint=self.project_endpoint,
                     agent_id=resolved,
-                    model_deployment_name=rai_deployment,
                     credential=self.creds,
                 )
                 self.logger.info(
-                    "RAI.AgentReuseSuccess: Created AzureAIClient (id=%s, model=%s)",
+                    "RAI.AgentReuseSuccess: Created AzureAIClient (id=%s)",
                     resolved,
-                    rai_deployment,
                 )
             else:
-                # Use model_deployment_name with fallback to default model if empty
-                deployment_name = self.model_deployment_name or config.AZURE_OPENAI_DEPLOYMENT_NAME
                 chat_client = AzureAIClient(
                     project_endpoint=self.project_endpoint,
                     agent_id=resolved,
-                    model_deployment_name=deployment_name,
+                    model_deployment_name=self.model_deployment_name,
                     credential=self.creds,
                 )
                 self.logger.info(
diff --git a/src/backend/v4/magentic_agents/foundry_agent.py b/src/backend/v4/magentic_agents/foundry_agent.py
index 3a95ea21..84297ebe 100644
--- a/src/backend/v4/magentic_agents/foundry_agent.py
+++ b/src/backend/v4/magentic_agents/foundry_agent.py
@@ -222,13 +222,11 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
             )
 
             # Wrap in AzureAIClient using agent_name and agent_version (NOT agent_id)
-            # Include model_deployment_name to ensure SDK has model info for streaming
-            deployment_name = self.model_deployment_name or config.AZURE_OPENAI_DEPLOYMENT_NAME
+            # AzureAIClient constructor: agent_name, agent_version, project_endpoint, credential
             chat_client = AzureAIClient(
                 project_endpoint=self.project_endpoint,
                 agent_name=azure_agent.name,
                 agent_version=azure_agent.version,  # Use the specific version we just created
-                model_deployment_name=deployment_name,
                 credential=self.creds,
             )
             return chat_client
diff --git a/src/backend/v4/orchestration/orchestration_manager.py b/src/backend/v4/orchestration/orchestration_manager.py
index 12bd70ec..58fc507e 100644
--- a/src/backend/v4/orchestration/orchestration_manager.py
+++ b/src/backend/v4/orchestration/orchestration_manager.py
@@ -133,11 +133,9 @@ async def init_orchestration(
 
         try:
             # Create the chat client (AzureAIClient)
-            # Use team deployment_name with fallback to default model if empty
-            deployment_name = team_config.deployment_name or config.AZURE_OPENAI_DEPLOYMENT_NAME
             chat_client = AzureAIClient(
                 project_endpoint=config.AZURE_AI_PROJECT_ENDPOINT,
-                model_deployment_name=deployment_name,
+                model_deployment_name=team_config.deployment_name,
                 agent_name=agent_name,
                 credential=credential,
             )
@@ -152,7 +150,7 @@ async def init_orchestration(
 
             cls.logger.info(
                 "Created AzureAIClient and manager ChatAgent for orchestration with model '%s' at endpoint '%s'",
-                deployment_name,
+                team_config.deployment_name,
                 config.AZURE_AI_PROJECT_ENDPOINT,
             )
         except Exception as e:
@@ -199,17 +197,19 @@ async def init_orchestration(
         # Assemble workflow with callback
         storage = InMemoryCheckpointStorage()
         
-        # New API: .participants() accepts a list of agents
+        # New SDK: participants() accepts a Sequence (list) of agents
+        # The orchestrator uses agent.name to identify them
         participant_list = list(participants.values())
+        cls.logger.info("Participants for workflow: %s", list(participants.keys()))
+        print(f"[DEBUG] Participants for workflow: {list(participants.keys())}", flush=True)
         
         builder = (
             MagenticBuilder()
-            .participants(participant_list)
+            .participants(participant_list)  # New SDK: pass as list
             .with_manager(
                 manager=manager,  # Pass manager instance (extends StandardMagenticManager)
                 max_round_count=orchestration_config.max_rounds,
-                max_stall_count=3,
-                max_reset_count=2,
+                max_stall_count=0,  # CRITICAL: Prevent re-calling agents when stalled (default is 3!)
             )
             .with_checkpointing(storage)
         )
@@ -239,14 +239,16 @@ async def get_current_or_new_orchestration(
         Return an existing workflow for the user or create a new one if:
           - None exists
           - Team switched flag is True
-          - force_rebuild is True (for new tasks that need fresh workflow)
+          - force_rebuild is True (for new tasks after workflow completion)
         """
         current = orchestration_config.get_current_orchestration(user_id)
-        if current is None or team_switched or force_rebuild:
+        needs_rebuild = current is None or team_switched or force_rebuild
+        
+        if needs_rebuild:
             if current is not None and (team_switched or force_rebuild):
-                reason = "team switched" if team_switched else "force rebuild"
+                reason = "team switched" if team_switched else "force rebuild for new task"
                 cls.logger.info(
-                    "Closing previous agents for user '%s' (reason: %s)", user_id, reason
+                    "Rebuilding orchestration for user '%s' (reason: %s)", user_id, reason
                 )
                 # Close prior agents (same logic as old version)
                 for agent in getattr(current, "_participants", {}).values():
@@ -303,11 +305,6 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
         Execute the Magentic workflow for the provided user and task description.
         """
         job_id = str(uuid.uuid4())
-        
-        # Clean up any accumulated state from previous runs (cancelled plans, etc.)
-        # This prevents cross-scenario leakage
-        orchestration_config.cleanup_user_state(user_id)
-        
         orchestration_config.set_approval_pending(job_id)
         self.logger.info(
             "Starting orchestration job '%s' for user '%s'", job_id, user_id
@@ -320,16 +317,6 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
         if workflow is None:
             print(f"[ERROR] Orchestration not initialized for user '{user_id}'")
             raise ValueError("Orchestration not initialized for user.")
-        
-        # Reset manager's plan state to prevent leakage from cancelled plans
-        manager = getattr(workflow, "_manager", None)
-        if manager and hasattr(manager, "magentic_plan"):
-            manager.magentic_plan = None
-            self.logger.debug("Reset manager's magentic_plan for fresh run")
-        if manager and hasattr(manager, "task_ledger"):
-            manager.task_ledger = None
-            self.logger.debug("Reset manager's task_ledger for fresh run")
-        
         # Fresh thread per participant to avoid cross-run state bleed
         executors = getattr(workflow, "executors", {})
         self.logger.debug("Executor keys at run start: %s", list(executors.keys()))
@@ -396,12 +383,16 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
         task_text = getattr(input_task, "description", str(input_task))
         self.logger.debug("Task: %s", task_text)
 
+        # Track how many times each agent is called (for debugging duplicate calls)
+        agent_call_counts: dict = {}
+
         try:
             # Execute workflow using run_stream with task as positional parameter
             # The execution settings are configured in the manager/client
             final_output: str | None = None
 
             self.logger.info("Starting workflow execution...")
+            print(f"[ORCHESTRATOR] 🚀 Starting workflow with max_rounds={orchestration_config.max_rounds}", flush=True)
             last_message_id: str | None = None
             async for event in workflow.run_stream(task_text):
                 try:
@@ -446,11 +437,20 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
 
                     # Handle group chat request sent
                     elif isinstance(event, GroupChatRequestSentEvent):
+                        agent_name = event.participant_name
+                        agent_call_counts[agent_name] = agent_call_counts.get(agent_name, 0) + 1
+                        call_num = agent_call_counts[agent_name]
+                        
                         self.logger.info(
-                            "[REQUEST SENT (round %d)] to agent: %s",
+                            "[REQUEST SENT (round %d)] to agent: %s (call #%d)",
                             event.round_index,
-                            event.participant_name
+                            agent_name,
+                            call_num
                         )
+                        print(f"[ORCHESTRATOR] 📤 REQUEST SENT round={event.round_index} to agent={agent_name} (call #{call_num})", flush=True)
+                        
+                        if call_num > 1:
+                            print(f"[ORCHESTRATOR] ⚠️ WARNING: Agent '{agent_name}' called {call_num} times!", flush=True)
 
                     # Handle group chat response received - THIS IS WHERE AGENT RESPONSES COME
                     elif isinstance(event, GroupChatResponseReceivedEvent):
@@ -511,6 +511,13 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
             # Extract final result
             final_text = final_output if final_output else ""
 
+            # Log agent call summary
+            print(f"\n[ORCHESTRATOR] 📊 AGENT CALL SUMMARY:", flush=True)
+            for agent_name, count in agent_call_counts.items():
+                status = "✅" if count == 1 else "⚠️ DUPLICATE"
+                print(f"  {status} {agent_name}: called {count} time(s)", flush=True)
+            self.logger.info("Agent call counts: %s", agent_call_counts)
+
             # Log results
             self.logger.info("\nAgent responses:")
             self.logger.info(

From 3b8654f85f55f5f77b48b21970fea202b7cc5380 Mon Sep 17 00:00:00 2001
From: Kingshuk-Microsoft <v-kidatta@microsoft.com>
Date: Fri, 13 Feb 2026 17:44:44 +0530
Subject: [PATCH 14/30] fix: add missing paths section for pull request trigger
 in workflow

---
 .github/workflows/test.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 6ff94931..42888256 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -25,6 +25,7 @@ on:
       - main
       - demo-v4
       - dev-v4
+    paths:
       - 'src/backend/**/*.py'
       - 'src/tests/**/*.py'
       - 'src/mcp_server/**/*.py'

From 643306f29f676432365bf8cb71218a0fdf037c3b Mon Sep 17 00:00:00 2001
From: Dhruvkumar-Microsoft <v-dbabariya@microsoft.com>
Date: Fri, 13 Feb 2026 17:45:34 +0530
Subject: [PATCH 15/30] updated the logging and resolved the HR scenario issue

---
 src/backend/app.py                                    | 11 +++++++++--
 src/backend/v4/magentic_agents/foundry_agent.py       |  3 +++
 src/backend/v4/orchestration/orchestration_manager.py |  1 +
 3 files changed, 13 insertions(+), 2 deletions(-)

diff --git a/src/backend/app.py b/src/backend/app.py
index 35e4e47a..65381236 100644
--- a/src/backend/app.py
+++ b/src/backend/app.py
@@ -3,9 +3,14 @@
 
 from contextlib import asynccontextmanager
 
+from common.config.app_config import config
+
+# Configure logging levels FIRST, before any logging calls
+logging.basicConfig(level=getattr(logging, config.AZURE_BASIC_LOGGING_LEVEL.upper(), logging.INFO))
+
 
 from azure.monitor.opentelemetry import configure_azure_monitor
-from common.config.app_config import config
+#from common.config.app_config import config
 from common.models.messages_af import UserLanguage
 
 # FastAPI imports
@@ -61,7 +66,7 @@ async def lifespan(app: FastAPI):
     )
 
 # Configure logging levels from environment variables
-logging.basicConfig(level=getattr(logging, config.AZURE_BASIC_LOGGING_LEVEL.upper(), logging.INFO))
+#logging.basicConfig(level=getattr(logging, config.AZURE_BASIC_LOGGING_LEVEL.upper(), logging.INFO))
 
 # Configure Azure package logging levels
 azure_level = getattr(logging, config.AZURE_PACKAGE_LOGGING_LEVEL.upper(), logging.WARNING)
@@ -73,6 +78,8 @@ async def lifespan(app: FastAPI):
 
 logging.getLogger("opentelemetry.sdk").setLevel(logging.ERROR)
 
+logging.getLogger("azure.core.pipeline.policies.http_logging_policy").setLevel(logging.WARNING)
+
 # Initialize the FastAPI app
 app = FastAPI(lifespan=lifespan)
 
diff --git a/src/backend/v4/magentic_agents/foundry_agent.py b/src/backend/v4/magentic_agents/foundry_agent.py
index 84297ebe..b686a2ae 100644
--- a/src/backend/v4/magentic_agents/foundry_agent.py
+++ b/src/backend/v4/magentic_agents/foundry_agent.py
@@ -227,6 +227,7 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
                 project_endpoint=self.project_endpoint,
                 agent_name=azure_agent.name,
                 agent_version=azure_agent.version,  # Use the specific version we just created
+                model_deployment_name=self.model_deployment_name,
                 credential=self.creds,
             )
             return chat_client
@@ -282,6 +283,7 @@ async def _after_open(self) -> None:
                     tool_choice="required",  # Force usage
                     temperature=temp,
                     model_id=self.model_deployment_name,
+                    default_options={"store": False},  # Client-managed conversation to avoid stale tool call IDs across rounds
                 )
             else:
                 # use MCP path
@@ -297,6 +299,7 @@ async def _after_open(self) -> None:
                     tool_choice="auto" if tools else "none",
                     temperature=temp,
                     model_id=self.model_deployment_name,
+                    default_options={"store": False},  # Client-managed conversation to avoid stale tool call IDs across rounds
                 )
             self.logger.info("Initialized ChatAgent '%s'", self.agent_name)
 
diff --git a/src/backend/v4/orchestration/orchestration_manager.py b/src/backend/v4/orchestration/orchestration_manager.py
index 58fc507e..3e89c61a 100644
--- a/src/backend/v4/orchestration/orchestration_manager.py
+++ b/src/backend/v4/orchestration/orchestration_manager.py
@@ -146,6 +146,7 @@ async def init_orchestration(
                 name="MagenticManager",
                 description="Orchestrator that coordinates the team to complete complex tasks efficiently.",
                 instructions="You coordinate a team to complete complex tasks efficiently.",
+                default_options={"store": False},  # Client-managed conversation to avoid stale tool call IDs across rounds
             )
 
             cls.logger.info(

From 303c8667e21a3e8c37be0131e657c8b24293760c Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Mon, 16 Feb 2026 12:56:23 +0530
Subject: [PATCH 16/30] Refactor FoundryAgentTemplate and MagenticAgentFactory
 to remove debug print statements and streamline logging

---
 .../v4/magentic_agents/foundry_agent.py       | 18 ++--------------
 .../magentic_agents/magentic_agent_factory.py |  1 -
 .../orchestration/human_approval_manager.py   |  4 ----
 .../v4/orchestration/orchestration_manager.py | 21 ++-----------------
 4 files changed, 4 insertions(+), 40 deletions(-)

diff --git a/src/backend/v4/magentic_agents/foundry_agent.py b/src/backend/v4/magentic_agents/foundry_agent.py
index b686a2ae..f44523fa 100644
--- a/src/backend/v4/magentic_agents/foundry_agent.py
+++ b/src/backend/v4/magentic_agents/foundry_agent.py
@@ -70,23 +70,18 @@ def __init__(
         self._use_azure_search = self._is_azure_search_requested()
         self.use_reasoning = use_reasoning
 
-        # Placeholder for server-created Azure AI agent id/version (if Azure Search path)
+        # Placeholder for server-created Azure AI agent id (if Azure Search path)
         self._azure_server_agent_id: Optional[str] = None
-        self._azure_server_agent_version: Optional[str] = None
 
     # -------------------------
     # Mode detection
     # -------------------------
     def _is_azure_search_requested(self) -> bool:
         """Determine if Azure AI Search raw tool path should be used."""
-        print(f"[DEBUG _is_azure_search_requested] Agent={self.agent_name}, search={self.search}")
         if not self.search:
-            print(f"[DEBUG _is_azure_search_requested] Agent={self.agent_name}: No search config, returning False")
             return False
         # Minimal heuristic: presence of required attributes
-
         has_index = hasattr(self.search, "index_name") and bool(self.search.index_name)
-        print(f"[DEBUG _is_azure_search_requested] Agent={self.agent_name}: has_index={has_index}, index_name={getattr(self.search, 'index_name', None)}")
         if has_index:
             self.logger.info(
                 "Azure AI Search requested (connection_id=%s, index=%s).",
@@ -137,7 +132,6 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
         Returns:
             AzureAIClient | None
         """
-        print(f"[DEBUG _create_azure_search_enabled_client] Agent={self.agent_name}, chatClient={chatClient}, search_config={self.search}")
         if chatClient:
             self.logger.info("Reusing existing chatClient for agent '%s' (already has Azure Search configured)", self.agent_name)
             return chatClient
@@ -185,9 +179,6 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
                 "Always use the Azure AI Search tool and configured index for knowledge retrieval."
             )
             
-            print(f"[AGENT CREATE] 🆕 Creating agent in Foundry: '{self.agent_name}'", flush=True)
-            print(f"[AGENT CREATE] Model: {self.model_deployment_name}", flush=True)
-            print(f"[AGENT CREATE] Search: connection={connection_name}, index={index_name}", flush=True)
 
             azure_agent = await self.project_client.agents.create_version(
                 agent_name=self.agent_name,  # Use original name
@@ -212,8 +203,7 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
             )
 
             self._azure_server_agent_id = azure_agent.id
-            self._azure_server_agent_version = azure_agent.version
-            print(f"[AGENT CREATE] ✅ Created agent: name={azure_agent.name}, id={azure_agent.id}, version={azure_agent.version}", flush=True)
+
             self.logger.info(
                 "Created Azure AI Search agent via create_version (name=%s, id=%s, version=%s).",
                 azure_agent.name,
@@ -239,8 +229,6 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
                 index_name,
                 ex,
             )
-            import traceback
-            traceback.print_exc()
             return None
 
     # -------------------------
@@ -257,7 +245,6 @@ async def _after_open(self) -> None:
 
         try:
             chatClient = await self.get_database_team_agent()
-            print(f"[DEBUG _after_open] Agent={self.agent_name}, _use_azure_search={self._use_azure_search}, search_config={self.search}, chatClient={chatClient}")
 
             if self._use_azure_search:
                 # Azure Search mode (skip MCP + Code Interpreter due to incompatibility)
@@ -266,7 +253,6 @@ async def _after_open(self) -> None:
                     self.agent_name,
                     getattr(self.search, "index_name", "N/A") if self.search else "N/A"
                 )
-                print(f"[DEBUG _after_open] Creating Azure Search client for {self.agent_name}")
                 chat_client = await self._create_azure_search_enabled_client(chatClient)
                 if not chat_client:
                     raise RuntimeError(
diff --git a/src/backend/v4/magentic_agents/magentic_agent_factory.py b/src/backend/v4/magentic_agents/magentic_agent_factory.py
index 3eafb583..36544166 100644
--- a/src/backend/v4/magentic_agents/magentic_agent_factory.py
+++ b/src/backend/v4/magentic_agents/magentic_agent_factory.py
@@ -115,7 +115,6 @@ async def create_agent_from_config(
             index_name,
             "Reasoning" if use_reasoning else "Foundry",
         )
-        print(f"[FACTORY] 🆕 Creating NEW agent: {agent_obj.name} (id={id(agent_obj)})", flush=True)
 
         agent = FoundryAgentTemplate(
             agent_name=agent_obj.name,
diff --git a/src/backend/v4/orchestration/human_approval_manager.py b/src/backend/v4/orchestration/human_approval_manager.py
index 39089247..00850ec2 100644
--- a/src/backend/v4/orchestration/human_approval_manager.py
+++ b/src/backend/v4/orchestration/human_approval_manager.py
@@ -33,7 +33,6 @@ class HumanApprovalMagenticManager(StandardMagenticManager):
     approval_enabled: bool = True
     magentic_plan: Optional[MPlan] = None
     current_user_id: str  # populated in __init__
-    _called_agents: set  # Track which agents have been called
 
     def __init__(self, user_id: str, agent, *args, **kwargs):
         """
@@ -44,9 +43,6 @@ def __init__(self, user_id: str, agent, *args, **kwargs):
             *args: Additional positional arguments for the parent StandardMagenticManager.
             **kwargs: Additional keyword arguments for the parent StandardMagenticManager.
         """
-        
-        # Initialize called agents tracker
-        self._called_agents = set()
 
         plan_append = """
 
diff --git a/src/backend/v4/orchestration/orchestration_manager.py b/src/backend/v4/orchestration/orchestration_manager.py
index 3e89c61a..fa5801ae 100644
--- a/src/backend/v4/orchestration/orchestration_manager.py
+++ b/src/backend/v4/orchestration/orchestration_manager.py
@@ -202,7 +202,6 @@ async def init_orchestration(
         # The orchestrator uses agent.name to identify them
         participant_list = list(participants.values())
         cls.logger.info("Participants for workflow: %s", list(participants.keys()))
-        print(f"[DEBUG] Participants for workflow: {list(participants.keys())}", flush=True)
         
         builder = (
             MagenticBuilder()
@@ -277,24 +276,17 @@ async def get_current_or_new_orchestration(
                 cls.logger.error(
                     "Failed to create agents for user '%s': %s", user_id, e
                 )
-                print(f"Failed to create agents for user '{user_id}': {e}")
                 raise
             try:
                 cls.logger.info("Initializing new orchestration for user '%s'", user_id)
-                print(f"[DEBUG] Initializing new orchestration for user '{user_id}'")
                 workflow = await cls.init_orchestration(
                     agents, team_config, team_service.memory_context, user_id
                 )
                 orchestration_config.orchestrations[user_id] = workflow
-                print(f"[DEBUG] Stored workflow for user '{user_id}': {workflow is not None}")
-                print(f"[DEBUG] orchestrations keys: {list(orchestration_config.orchestrations.keys())}")
             except Exception as e:
                 cls.logger.error(
                     "Failed to initialize orchestration for user '%s': %s", user_id, e
                 )
-                print(f"Failed to initialize orchestration for user '{user_id}': {e}")
-                import traceback
-                traceback.print_exc()
                 raise
         return orchestration_config.get_current_orchestration(user_id)
 
@@ -310,13 +302,9 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
         self.logger.info(
             "Starting orchestration job '%s' for user '%s'", job_id, user_id
         )
-        print(f"[DEBUG] run_orchestration called for user '{user_id}'")
-        print(f"[DEBUG] orchestrations keys before get: {list(orchestration_config.orchestrations.keys())}")
 
         workflow = orchestration_config.get_current_orchestration(user_id)
-        print(f"[DEBUG] workflow is None: {workflow is None}")
         if workflow is None:
-            print(f"[ERROR] Orchestration not initialized for user '{user_id}'")
             raise ValueError("Orchestration not initialized for user.")
         # Fresh thread per participant to avoid cross-run state bleed
         executors = getattr(workflow, "executors", {})
@@ -393,7 +381,7 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
             final_output: str | None = None
 
             self.logger.info("Starting workflow execution...")
-            print(f"[ORCHESTRATOR] 🚀 Starting workflow with max_rounds={orchestration_config.max_rounds}", flush=True)
+
             last_message_id: str | None = None
             async for event in workflow.run_stream(task_text):
                 try:
@@ -448,10 +436,9 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
                             agent_name,
                             call_num
                         )
-                        print(f"[ORCHESTRATOR] 📤 REQUEST SENT round={event.round_index} to agent={agent_name} (call #{call_num})", flush=True)
                         
                         if call_num > 1:
-                            print(f"[ORCHESTRATOR] ⚠️ WARNING: Agent '{agent_name}' called {call_num} times!", flush=True)
+                            self.logger.warning("Agent '%s' called %d times", agent_name, call_num)
 
                     # Handle group chat response received - THIS IS WHERE AGENT RESPONSES COME
                     elif isinstance(event, GroupChatResponseReceivedEvent):
@@ -513,10 +500,6 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
             final_text = final_output if final_output else ""
 
             # Log agent call summary
-            print(f"\n[ORCHESTRATOR] 📊 AGENT CALL SUMMARY:", flush=True)
-            for agent_name, count in agent_call_counts.items():
-                status = "✅" if count == 1 else "⚠️ DUPLICATE"
-                print(f"  {status} {agent_name}: called {count} time(s)", flush=True)
             self.logger.info("Agent call counts: %s", agent_call_counts)
 
             # Log results

From bb5331e84b64e32e1f7590fa7bce57822cdb0a42 Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Fri, 20 Feb 2026 09:45:45 +0530
Subject: [PATCH 17/30] Refactor agent creation and configuration to avoid
 mutating original team objects and streamline AzureAIClient initialization

---
 src/backend/common/utils/utils_af.py          |  14 +-
 src/backend/common/utils/utils_agents.py      |  24 ---
 src/backend/v4/callbacks/response_handlers.py |   6 +-
 .../v4/magentic_agents/common/lifecycle.py    | 178 +-----------------
 .../v4/magentic_agents/foundry_agent.py       |  25 +--
 5 files changed, 28 insertions(+), 219 deletions(-)

diff --git a/src/backend/common/utils/utils_af.py b/src/backend/common/utils/utils_af.py
index 2d1dd794..a2221214 100644
--- a/src/backend/common/utils/utils_af.py
+++ b/src/backend/common/utils/utils_af.py
@@ -88,9 +88,15 @@ async def create_RAI_agent(
     )
 
     model_deployment_name = config.AZURE_OPENAI_RAI_DEPLOYMENT_NAME
-    team.team_id = "rai_team"  # Use a fixed team ID for RAI agent
-    team.name = "RAI Team"
-    team.description = "Team responsible for Responsible AI checks"
+
+    # Create a copy to avoid mutating the caller's team config.
+    # The original team object is reused later (e.g., for orchestration init),
+    # so mutating it would corrupt the real team name/id.
+    rai_team = team.model_copy()
+    rai_team.team_id = "rai_team"
+    rai_team.name = "RAI Team"
+    rai_team.description = "Team responsible for Responsible AI checks"
+
     agent = FoundryAgentTemplate(
         agent_name=agent_name,
         agent_description=agent_description,
@@ -101,7 +107,7 @@ async def create_RAI_agent(
         project_endpoint=config.AZURE_AI_PROJECT_ENDPOINT,
         mcp_config=None,
         search_config=None,
-        team_config=team,
+        team_config=rai_team,
         memory_store=memory_store,
     )
 
diff --git a/src/backend/common/utils/utils_agents.py b/src/backend/common/utils/utils_agents.py
index 1e164f89..c679f9f6 100644
--- a/src/backend/common/utils/utils_agents.py
+++ b/src/backend/common/utils/utils_agents.py
@@ -1,11 +1,6 @@
 
-import logging
 import secrets
 import string
-from typing import Optional
-
-from common.database.database_base import DatabaseBase
-from common.models.messages_af import TeamConfiguration
 
 
 def generate_assistant_id(prefix: str = "asst_", length: int = 24) -> str:
@@ -21,22 +16,3 @@ def generate_assistant_id(prefix: str = "asst_", length: int = 24) -> str:
     # cryptographically strong randomness
     random_part = "".join(secrets.choice(alphabet) for _ in range(length))
     return f"{prefix}{random_part}"
-
-
-async def get_database_team_agent_id(
-    memory_store: DatabaseBase, team_config: TeamConfiguration, agent_name: str
-) -> Optional[str]:
-    """Retrieve existing team agent from database, if any."""
-    agent_id = None
-    try:
-        currentAgent = await memory_store.get_team_agent(
-            team_id=team_config.team_id, agent_name=agent_name
-        )
-        if currentAgent and currentAgent.agent_foundry_id:
-            agent_id = currentAgent.agent_foundry_id
-
-    except (
-        Exception
-    ) as ex:  # Consider narrowing this to specific exceptions if possible
-        logging.error("Failed to initialize Get database team agent: %s", ex)
-    return agent_id
diff --git a/src/backend/v4/callbacks/response_handlers.py b/src/backend/v4/callbacks/response_handlers.py
index 88c6085f..f034e416 100644
--- a/src/backend/v4/callbacks/response_handlers.py
+++ b/src/backend/v4/callbacks/response_handlers.py
@@ -8,7 +8,7 @@
 import re
 from typing import Any
 
-from agent_framework import ChatMessage, AgentRunUpdateEvent
+from agent_framework import ChatMessage
 
 from v4.config.settings import connection_config
 from v4.models.messages import (
@@ -108,7 +108,7 @@ def agent_response_callback(
 
 async def streaming_agent_response_callback(
     agent_id: str,
-    update,  # AgentRunUpdateEvent.data or similar streaming update object
+    update,  # Streaming update object (e.g. AgentResponseUpdate, ChatMessage)
     is_final: bool,
     user_id: str | None = None,
 ) -> None:
@@ -119,7 +119,7 @@ async def streaming_agent_response_callback(
         return
 
     try:
-        # Handle both AgentRunUpdateEvent.data and raw text updates
+        # Handle various streaming update object shapes
         chunk_text = getattr(update, "text", None)
         
         # If text is None, don't fall back to str(update) as that would show object repr
diff --git a/src/backend/v4/magentic_agents/common/lifecycle.py b/src/backend/v4/magentic_agents/common/lifecycle.py
index af9dcb84..c9093c31 100644
--- a/src/backend/v4/magentic_agents/common/lifecycle.py
+++ b/src/backend/v4/magentic_agents/common/lifecycle.py
@@ -15,10 +15,9 @@
 from azure.ai.agents.aio import AgentsClient
 from azure.identity.aio import DefaultAzureCredential
 from common.database.database_base import DatabaseBase
-from common.models.messages_af import CurrentTeamAgent, TeamConfiguration
+from common.models.messages_af import TeamConfiguration
 from common.utils.utils_agents import (
     generate_assistant_id,
-    get_database_team_agent_id,
 )
 from v4.common.services.team_service import TeamService
 from v4.config.agent_registry import agent_registry
@@ -148,13 +147,12 @@ async def _after_open(self) -> None:
         """Subclasses must build self._agent here."""
         raise NotImplementedError
 
-    def get_chat_client(self, chat_client) -> AzureAIClient:
+    def get_chat_client(self) -> AzureAIClient:
         """Return the underlying ChatClientProtocol (AzureAIClient).
         
-        Uses agent_name with use_latest_version=True to get the latest agent version
+        Uses agent_name with use_latest_version=True to get the latest agent version.
+        Agent reuse is handled automatically by the SDK via agent_name.
         """
-        if chat_client:
-            return chat_client
         if (
             self._agent
             and self._agent.chat_client
@@ -173,176 +171,16 @@ def get_chat_client(self, chat_client) -> AzureAIClient:
         )
         return chat_client
 
-    async def resolve_agent_id(self, agent_id: str) -> Optional[str]:
-        """Resolve agent ID via Projects SDK first (for RAI agents), fallback to AgentsClient.
-
-        Args:
-            agent_id: The agent ID to resolve
-
-        Returns:
-            The resolved agent ID if found, None otherwise
-        """
-        # Try Projects SDK first (RAI agents were created via project_client)
-        try:
-            if self.project_client:
-                agent = await self.project_client.agents.get_agent(agent_id)
-                if agent and agent.id:
-                    self.logger.info(
-                        "RAI.AgentReuseSuccess: Resolved agent via Projects SDK (id=%s)",
-                        agent.id,
-                    )
-                    return agent.id
-        except Exception as ex:
-            self.logger.warning(
-                "RAI.AgentReuseMiss: Projects SDK get_agent failed (reason=ProjectsGetFailed, id=%s): %s",
-                agent_id,
-                ex,
-            )
-
-        # Fallback via AgentsClient (endpoint)
-        try:
-            if self.client:
-                agent = await self.client.get_agent(agent_id=agent_id)
-                if agent and agent.id:
-                    self.logger.info(
-                        "RAI.AgentReuseSuccess: Resolved agent via AgentsClient (id=%s)",
-                        agent.id,
-                    )
-                    return agent.id
-        except Exception as ex:
-            self.logger.warning(
-                "RAI.AgentReuseMiss: AgentsClient get_agent failed (reason=EndpointGetFailed, id=%s): %s",
-                agent_id,
-                ex,
-            )
-
-        self.logger.error(
-            "RAI.AgentReuseMiss: Agent ID not resolvable via any client (reason=ClientMismatch, id=%s)",
-            agent_id,
-        )
-        return None
-
-    def get_agent_id(self, chat_client) -> str:
-        """Return the underlying agent ID or generate a new one.
+    def get_agent_id(self) -> str:
+        """Generate a local agent ID for the ChatAgent wrapper.
         
-        Note: The new AzureAIClient doesn't expose agent_id directly.
-        We generate a new ID if not available.
+        The new AzureAIClient identifies agents by name (not ID) on the server side.
+        This ID is only used locally for the ChatAgent wrapper instance.
         """
-        # Generate a new agent ID since AzureAIClient doesn't expose agent_id
         id = generate_assistant_id()
         self.logger.info("Generated new agent ID: %s", id)
         return id
 
-    async def get_database_team_agent(self) -> Optional[AzureAIClient]:
-        """Retrieve existing team agent from database, if any.
-        
-        NOTE: Agent reuse is currently DISABLED to ensure fresh agents are created
-        with the correct Azure AI Search configuration.
-        This prevents issues with stale agents that may not have the search tool configured.
-        
-        To re-enable agent reuse, set ENABLE_AGENT_REUSE=true in environment.
-        """
-        import os
-        
-        # DISABLED: Always create fresh agents to ensure Azure AI Search tool is configured
-        enable_reuse = os.environ.get("ENABLE_AGENT_REUSE", "false").lower() == "true"
-        if not enable_reuse:
-            self.logger.info(
-                "Agent reuse DISABLED: Creating fresh agent with search tools (agent_name=%s)",
-                self.agent_name,
-            )
-            return None
-        
-        chat_client = None
-        try:
-            agent_id = await get_database_team_agent_id(
-                self.memory_store, self.team_config, self.agent_name
-            )
-
-            if not agent_id:
-                self.logger.info(
-                    "RAI reuse: no stored agent id (agent_name=%s)", self.agent_name
-                )
-                return None
-
-            # Use resolve_agent_id to try Projects SDK first, then AgentsClient
-            resolved = await self.resolve_agent_id(agent_id)
-            if not resolved:
-                self.logger.error(
-                    "RAI.AgentReuseMiss: stored id %s not resolvable (agent_name=%s)",
-                    agent_id,
-                    self.agent_name,
-                )
-                return None
-
-            # Create client with resolved ID
-            if self.agent_name == "RAIAgent" and self.project_client:
-                chat_client = AzureAIClient(
-                    project_endpoint=self.project_endpoint,
-                    agent_id=resolved,
-                    credential=self.creds,
-                )
-                self.logger.info(
-                    "RAI.AgentReuseSuccess: Created AzureAIClient (id=%s)",
-                    resolved,
-                )
-            else:
-                chat_client = AzureAIClient(
-                    project_endpoint=self.project_endpoint,
-                    agent_id=resolved,
-                    model_deployment_name=self.model_deployment_name,
-                    credential=self.creds,
-                )
-                self.logger.info(
-                    "Created AzureAIClient via endpoint (id=%s)", resolved
-                )
-
-        except Exception as ex:
-            self.logger.error(
-                "Failed to initialize Get database team agent (agent_name=%s): %s",
-                self.agent_name,
-                ex,
-            )
-        return chat_client
-
-    async def save_database_team_agent(self) -> None:
-        """Save current team agent to database (only if truly new or changed)."""
-        try:
-            if self._agent is None or self._agent.id is None:
-                self.logger.error("Cannot save database team agent: agent or agent_id is None")
-                return
-
-            # Use the agent ID from ChatAgent (set during creation)
-            agent_id = self._agent.id
-
-            # Check if stored ID matches current ID
-            stored_id = await get_database_team_agent_id(
-                self.memory_store, self.team_config, self.agent_name
-            )
-            if stored_id == agent_id:
-                self.logger.info(
-                    "RAI reuse: id unchanged (id=%s); skip save.", agent_id
-                )
-                return
-
-            currentAgent = CurrentTeamAgent(
-                team_id=self.team_config.team_id,
-                team_name=self.team_config.name,
-                agent_name=self.agent_name,
-                agent_foundry_id=agent_id,
-                agent_description=self.agent_description,
-                agent_instructions=self.agent_instructions,
-            )
-            await self.memory_store.add_team_agent(currentAgent)
-            self.logger.info(
-                "Saved team agent to database (agent_name=%s, id=%s)",
-                self.agent_name,
-                agent_id,
-            )
-
-        except Exception as ex:
-            self.logger.error("Failed to save database: %s", ex)
-
     async def _prepare_mcp_tool(self) -> None:
         """Translate MCPConfig to a HostedMCPTool (agent_framework construct)."""
         if not self.mcp_cfg:
diff --git a/src/backend/v4/magentic_agents/foundry_agent.py b/src/backend/v4/magentic_agents/foundry_agent.py
index f44523fa..6d397401 100644
--- a/src/backend/v4/magentic_agents/foundry_agent.py
+++ b/src/backend/v4/magentic_agents/foundry_agent.py
@@ -115,7 +115,7 @@ async def _collect_tools(self) -> List:
     # -------------------------
     # Azure Search helper
     # -------------------------
-    async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional[AzureAIClient]:
+    async def _create_azure_search_enabled_client(self) -> Optional[AzureAIClient]:
         """
         Create a server-side Azure AI agent with Azure AI Search tool using create_version.
 
@@ -132,10 +132,6 @@ async def _create_azure_search_enabled_client(self, chatClient=None) -> Optional
         Returns:
             AzureAIClient | None
         """
-        if chatClient:
-            self.logger.info("Reusing existing chatClient for agent '%s' (already has Azure Search configured)", self.agent_name)
-            return chatClient
-
         if not self.search:
             self.logger.error("Search configuration missing.")
             return None
@@ -244,8 +240,6 @@ async def _after_open(self) -> None:
             temp = 0.1
 
         try:
-            chatClient = await self.get_database_team_agent()
-
             if self._use_azure_search:
                 # Azure Search mode (skip MCP + Code Interpreter due to incompatibility)
                 self.logger.info(
@@ -253,7 +247,7 @@ async def _after_open(self) -> None:
                     self.agent_name,
                     getattr(self.search, "index_name", "N/A") if self.search else "N/A"
                 )
-                chat_client = await self._create_azure_search_enabled_client(chatClient)
+                chat_client = await self._create_azure_search_enabled_client()
                 if not chat_client:
                     raise RuntimeError(
                         "Azure AI Search mode requested but setup failed."
@@ -261,8 +255,8 @@ async def _after_open(self) -> None:
 
                 # In Azure Search raw tool path, tools/tool_choice are handled server-side.
                 self._agent = ChatAgent(
-                    id=self.get_agent_id(chat_client),
-                    chat_client=self.get_chat_client(chat_client),
+                    id=self.get_agent_id(),
+                    chat_client=chat_client,
                     instructions=self.agent_instructions,
                     name=self.agent_name,
                     description=self.agent_description,
@@ -272,12 +266,12 @@ async def _after_open(self) -> None:
                     default_options={"store": False},  # Client-managed conversation to avoid stale tool call IDs across rounds
                 )
             else:
-                # use MCP path
+                # MCP path (also used by RAI agent which has no tools)
                 self.logger.info("Initializing agent in MCP mode.")
                 tools = await self._collect_tools()
                 self._agent = ChatAgent(
-                    id=self.get_agent_id(chatClient),
-                    chat_client=self.get_chat_client(chatClient),
+                    id=self.get_agent_id(),
+                    chat_client=self.get_chat_client(),
                     instructions=self.agent_instructions,
                     name=self.agent_name,
                     description=self.agent_description,
@@ -314,12 +308,7 @@ async def invoke(self, prompt: str):
 
         messages = [ChatMessage(role=Role.USER, text=prompt)]
 
-        agent_saved = False
         async for update in self._agent.run_stream(messages):
-            # Save agent ID only once on first update
-            if not agent_saved:
-                await self.save_database_team_agent()
-                agent_saved = True
             yield update
 
     # -------------------------

From 60c894e9bca957647d6d760fd6918c30a164d2bd Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Fri, 20 Feb 2026 19:59:24 +0530
Subject: [PATCH 18/30] Remove description and instructions from
 MagenticManager ChatAgent initialization

---
 src/backend/v4/orchestration/orchestration_manager.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/src/backend/v4/orchestration/orchestration_manager.py b/src/backend/v4/orchestration/orchestration_manager.py
index fa5801ae..6d681185 100644
--- a/src/backend/v4/orchestration/orchestration_manager.py
+++ b/src/backend/v4/orchestration/orchestration_manager.py
@@ -144,8 +144,6 @@ async def init_orchestration(
             manager_agent = ChatAgent(
                 chat_client=chat_client,
                 name="MagenticManager",
-                description="Orchestrator that coordinates the team to complete complex tasks efficiently.",
-                instructions="You coordinate a team to complete complex tasks efficiently.",
                 default_options={"store": False},  # Client-managed conversation to avoid stale tool call IDs across rounds
             )
 

From 3b52504809e082b3fec5e34f1e879de9565fda43 Mon Sep 17 00:00:00 2001
From: Harsh-Microsoft <v-hbangera@microsoft.com>
Date: Mon, 23 Feb 2026 18:13:11 +0530
Subject: [PATCH 19/30] replace avm module with bicep module for search service
 for initial provisioning

---
 infra/main.bicep |   95 +-
 infra/main.json  | 2435 +---------------------------------------------
 2 files changed, 56 insertions(+), 2474 deletions(-)

diff --git a/infra/main.bicep b/infra/main.bicep
index 1907f1a4..b25b5a69 100644
--- a/infra/main.bicep
+++ b/infra/main.bicep
@@ -1288,7 +1288,7 @@ module containerApp 'br/public:avm/res/app/container-app:0.18.1' = {
           }
           {
             name: 'AZURE_AI_SEARCH_ENDPOINT'
-            value: searchService.outputs.endpoint
+            value: searchServiceUpdate.outputs.endpoint
           }
           {
             name: 'AZURE_COGNITIVE_SERVICES'
@@ -1662,78 +1662,17 @@ var aiSearchIndexNameForRFPSummary = 'macae-rfp-summary-index'
 var aiSearchIndexNameForRFPRisk = 'macae-rfp-risk-index'
 var aiSearchIndexNameForRFPCompliance = 'macae-rfp-compliance-index'
 
-module searchService 'br/public:avm/res/search/search-service:0.11.1' = {
-  name: take('avm.res.search.search-service.${solutionSuffix}', 64)
-  params: {
-    name: searchServiceName
-    authOptions: {
-      aadOrApiKey: {
-        aadAuthFailureMode: 'http401WithBearerChallenge'
-      }
-    }
-    disableLocalAuth: false
-    hostingMode: 'default'
-
-    // Enabled the Public access because other services are not able to connect with search search AVM module when public access is disabled
-
-    // publicNetworkAccess: enablePrivateNetworking  ? 'Disabled' : 'Enabled'
-    publicNetworkAccess: 'Enabled'
-    networkRuleSet: {
-      bypass: 'AzureServices'
-    }
-    partitionCount: 1
-    replicaCount: 1
-    sku: enableScalability ? 'standard' : 'basic'
-    tags: tags
-    roleAssignments: [
-      {
-        principalId: userAssignedIdentity.outputs.principalId
-        roleDefinitionIdOrName: 'Search Index Data Contributor'
-        principalType: 'ServicePrincipal'
-      }
-      {
-        principalId: deployingUserPrincipalId
-        roleDefinitionIdOrName: 'Search Index Data Contributor'
-        principalType: deployerPrincipalType
-      }
-      {
-        principalId: aiFoundryAiProjectPrincipalId
-        roleDefinitionIdOrName: 'Search Index Data Reader'
-        principalType: 'ServicePrincipal'
-      }
-      {
-        principalId: aiFoundryAiProjectPrincipalId
-        roleDefinitionIdOrName: 'Search Service Contributor'
-        principalType: 'ServicePrincipal'
-      }
-    ]
-
-    //Removing the Private endpoints as we are facing the issue with connecting to search service while comminicating with agents
-
-    privateEndpoints: []
-    // privateEndpoints: enablePrivateNetworking 
-    //   ? [
-    //       {
-    //         name: 'pep-search-${solutionSuffix}'
-    //         customNetworkInterfaceName: 'nic-search-${solutionSuffix}'
-    //         privateDnsZoneGroup: {
-    //           privateDnsZoneGroupConfigs: [
-    //             {
-    //               privateDnsZoneResourceId: avmPrivateDnsZones[dnsZoneIndex.search]!.outputs.resourceId
-    //             }
-    //           ]
-    //         }
-    //         subnetResourceId: virtualNetwork!.outputs.subnetResourceIds[0]
-    //         service: 'searchService'
-    //       }
-    //     ]
-    //   : []
+resource searchService 'Microsoft.Search/searchServices@2024-06-01-preview' = {
+  name: searchServiceName
+  location: location
+  sku: {
+    name: enableScalability ? 'standard' : 'basic'
   }
 }
 
-// Separate module for Search Service to enable managed identity, as this reduces deployment time
-module searchServiceIdentity 'br/public:avm/res/search/search-service:0.11.1' = {
-  name: take('avm.res.search.identity.${solutionSuffix}', 64)
+// Separate module for Search Service to enable managed identity and update other properties, as this reduces deployment time
+module searchServiceUpdate 'br/public:avm/res/search/search-service:0.11.1' = {
+  name: take('avm.res.search.update.${solutionSuffix}', 64)
   params: {
     name: searchServiceName
     authOptions: {
@@ -1817,10 +1756,10 @@ module aiSearchFoundryConnection 'modules/aifp-connections.bicep' = {
     aiFoundryProjectName: aiFoundryAiProjectName
     aiFoundryName: aiFoundryAiServicesResourceName
     aifSearchConnectionName: aiSearchConnectionName
-    searchServiceResourceId: searchService.outputs.resourceId
-    searchServiceLocation: searchService.outputs.location
-    searchServiceName: searchService.outputs.name
-    searchApiKey: searchService.outputs.primaryKey
+    searchServiceResourceId: searchService.id
+    searchServiceLocation: searchService.location
+    searchServiceName: searchService.name
+    searchApiKey: searchService.listAdminKeys().primaryKey
   }
   dependsOn: [
     aiFoundryAiServices
@@ -1874,7 +1813,7 @@ module keyvault 'br/public:avm/res/key-vault/vault:0.12.1' = {
     secrets: [
       {
         name: 'AzureAISearchAPIKey'
-        value: searchService.outputs.primaryKey
+        value: searchService.listAdminKeys().primaryKey
       }
     ]
     enableTelemetry: enableTelemetry
@@ -1893,8 +1832,8 @@ output webSiteDefaultHostname string = webSite.outputs.defaultHostname
 
 output AZURE_STORAGE_BLOB_URL string = avmStorageAccount.outputs.serviceEndpoints.blob
 output AZURE_STORAGE_ACCOUNT_NAME string = storageAccountName
-output AZURE_AI_SEARCH_ENDPOINT string = searchService.outputs.endpoint
-output AZURE_AI_SEARCH_NAME string = searchService.outputs.name
+output AZURE_AI_SEARCH_ENDPOINT string = searchServiceUpdate.outputs.endpoint
+output AZURE_AI_SEARCH_NAME string = searchService.name
 
 output COSMOSDB_ENDPOINT string = 'https://${cosmosDbResourceName}.documents.azure.com:443/'
 output COSMOSDB_DATABASE string = cosmosDbDatabaseName
@@ -1917,7 +1856,7 @@ output AI_FOUNDRY_RESOURCE_ID string = !useExistingAiFoundryAiProject
   ? aiFoundryAiServices.outputs.resourceId
   : existingAiFoundryAiProjectResourceId
 output COSMOSDB_ACCOUNT_NAME string = cosmosDbResourceName
-output AZURE_SEARCH_ENDPOINT string = searchService.outputs.endpoint
+output AZURE_SEARCH_ENDPOINT string = searchServiceUpdate.outputs.endpoint  
 output AZURE_CLIENT_ID string = userAssignedIdentity!.outputs.clientId
 output AZURE_TENANT_ID string = tenant().tenantId
 output AZURE_AI_SEARCH_CONNECTION_NAME string = aiSearchConnectionName
diff --git a/infra/main.json b/infra/main.json
index 533d3c15..a9b8af6b 100644
--- a/infra/main.json
+++ b/infra/main.json
@@ -6,7 +6,7 @@
     "_generator": {
       "name": "bicep",
       "version": "0.40.2.10011",
-      "templateHash": "15617057279270894392"
+      "templateHash": "16839096090855786967"
     },
     "name": "Multi-Agent Custom Automation Engine",
     "description": "This module contains the resources required to deploy the [Multi-Agent Custom Automation Engine solution accelerator](https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator) for both Sandbox environments and WAF aligned environments.\n\n> **Note:** This module is not intended for broad, generic use, as it was designed by the Commercial Solution Areas CTO team, as a Microsoft Solution Accelerator. Feature requests and bug fix requests are welcome if they support the needs of this organization but may not be incorporated if they aim to make this module more generic than what it needs to be for its primary use case. This module will likely be updated to leverage AVM resource modules in the future. This may result in breaking changes in upcoming versions when these features are implemented.\n"
@@ -553,6 +553,15 @@
       "resourceGroup": "[variables('aiFoundryAiServicesResourceGroupName')]",
       "name": "[format('{0}/{1}', variables('aiFoundryAiServicesResourceName'), variables('aiFoundryAiProjectResourceName'))]"
     },
+    "searchService": {
+      "type": "Microsoft.Search/searchServices",
+      "apiVersion": "2024-06-01-preview",
+      "name": "[variables('searchServiceName')]",
+      "location": "[parameters('location')]",
+      "sku": {
+        "name": "[if(parameters('enableScalability'), 'standard', 'basic')]"
+      }
+    },
     "logAnalyticsWorkspace": {
       "condition": "[and(parameters('enableMonitoring'), not(variables('useExistingLogAnalytics')))]",
       "type": "Microsoft.Resources/deployments",
@@ -30470,7 +30479,7 @@
                   },
                   {
                     "name": "AZURE_AI_SEARCH_ENDPOINT",
-                    "value": "[reference('searchService').outputs.endpoint.value]"
+                    "value": "[reference('searchServiceUpdate').outputs.endpoint.value]"
                   },
                   {
                     "name": "AZURE_COGNITIVE_SERVICES",
@@ -32132,7 +32141,7 @@
         "containerAppMcp",
         "existingAiFoundryAiServicesProject",
         "keyvault",
-        "searchService",
+        "searchServiceUpdate",
         "userAssignedIdentity"
       ]
     },
@@ -42246,10 +42255,10 @@
         "virtualNetwork"
       ]
     },
-    "searchService": {
+    "searchServiceUpdate": {
       "type": "Microsoft.Resources/deployments",
       "apiVersion": "2025-04-01",
-      "name": "[take(format('avm.res.search.search-service.{0}', variables('solutionSuffix')), 64)]",
+      "name": "[take(format('avm.res.search.update.{0}', variables('solutionSuffix')), 64)]",
       "properties": {
         "expressionEvaluationOptions": {
           "scope": "inner"
@@ -42272,6 +42281,11 @@
           "hostingMode": {
             "value": "default"
           },
+          "managedIdentities": {
+            "value": {
+              "systemAssigned": true
+            }
+          },
           "publicNetworkAccess": {
             "value": "Enabled"
           },
@@ -44609,2411 +44623,40 @@
       "dependsOn": [
         "aiFoundryAiServicesProject",
         "existingAiFoundryAiServicesProject",
+        "searchService",
         "userAssignedIdentity"
       ]
     },
-    "searchServiceIdentity": {
+    "aiSearchFoundryConnection": {
       "type": "Microsoft.Resources/deployments",
       "apiVersion": "2025-04-01",
-      "name": "[take(format('avm.res.search.identity.{0}', variables('solutionSuffix')), 64)]",
+      "name": "[take(format('aifp-srch-connection.{0}', variables('solutionSuffix')), 64)]",
+      "subscriptionId": "[variables('aiFoundryAiServicesSubscriptionId')]",
+      "resourceGroup": "[variables('aiFoundryAiServicesResourceGroupName')]",
       "properties": {
         "expressionEvaluationOptions": {
           "scope": "inner"
         },
         "mode": "Incremental",
         "parameters": {
-          "name": {
-            "value": "[variables('searchServiceName')]"
-          },
-          "authOptions": {
-            "value": {
-              "aadOrApiKey": {
-                "aadAuthFailureMode": "http401WithBearerChallenge"
-              }
-            }
-          },
-          "disableLocalAuth": {
-            "value": false
-          },
-          "hostingMode": {
-            "value": "default"
-          },
-          "managedIdentities": {
-            "value": {
-              "systemAssigned": true
-            }
-          },
-          "publicNetworkAccess": {
-            "value": "Enabled"
-          },
-          "networkRuleSet": {
-            "value": {
-              "bypass": "AzureServices"
-            }
-          },
-          "partitionCount": {
-            "value": 1
-          },
-          "replicaCount": {
-            "value": 1
+          "aiFoundryProjectName": "[if(variables('useExistingAiFoundryAiProject'), createObject('value', variables('aiFoundryAiProjectResourceName')), createObject('value', reference('aiFoundryAiServicesProject').outputs.name.value))]",
+          "aiFoundryName": {
+            "value": "[variables('aiFoundryAiServicesResourceName')]"
           },
-          "sku": "[if(parameters('enableScalability'), createObject('value', 'standard'), createObject('value', 'basic'))]",
-          "tags": {
-            "value": "[parameters('tags')]"
+          "aifSearchConnectionName": {
+            "value": "[variables('aiSearchConnectionName')]"
           },
-          "roleAssignments": {
-            "value": [
-              {
-                "principalId": "[reference('userAssignedIdentity').outputs.principalId.value]",
-                "roleDefinitionIdOrName": "Search Index Data Contributor",
-                "principalType": "ServicePrincipal"
-              },
-              {
-                "principalId": "[variables('deployingUserPrincipalId')]",
-                "roleDefinitionIdOrName": "Search Index Data Contributor",
-                "principalType": "[variables('deployerPrincipalType')]"
-              },
-              {
-                "principalId": "[if(variables('useExistingAiFoundryAiProject'), reference('existingAiFoundryAiServicesProject', '2025-06-01', 'full').identity.principalId, reference('aiFoundryAiServicesProject').outputs.principalId.value)]",
-                "roleDefinitionIdOrName": "Search Index Data Reader",
-                "principalType": "ServicePrincipal"
-              },
-              {
-                "principalId": "[if(variables('useExistingAiFoundryAiProject'), reference('existingAiFoundryAiServicesProject', '2025-06-01', 'full').identity.principalId, reference('aiFoundryAiServicesProject').outputs.principalId.value)]",
-                "roleDefinitionIdOrName": "Search Service Contributor",
-                "principalType": "ServicePrincipal"
-              }
-            ]
+          "searchServiceResourceId": {
+            "value": "[resourceId('Microsoft.Search/searchServices', variables('searchServiceName'))]"
           },
-          "privateEndpoints": {
-            "value": []
-          }
-        },
-        "template": {
-          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
-          "languageVersion": "2.0",
-          "contentVersion": "1.0.0.0",
-          "metadata": {
-            "_generator": {
-              "name": "bicep",
-              "version": "0.37.4.10188",
-              "templateHash": "10902281417196168235"
-            },
-            "name": "Search Services",
-            "description": "This module deploys a Search Service."
-          },
-          "definitions": {
-            "privateEndpointOutputType": {
-              "type": "object",
-              "properties": {
-                "name": {
-                  "type": "string",
-                  "metadata": {
-                    "description": "The name of the private endpoint."
-                  }
-                },
-                "resourceId": {
-                  "type": "string",
-                  "metadata": {
-                    "description": "The resource ID of the private endpoint."
-                  }
-                },
-                "groupId": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "The group Id for the private endpoint Group."
-                  }
-                },
-                "customDnsConfigs": {
-                  "type": "array",
-                  "items": {
-                    "type": "object",
-                    "properties": {
-                      "fqdn": {
-                        "type": "string",
-                        "nullable": true,
-                        "metadata": {
-                          "description": "FQDN that resolves to private endpoint IP address."
-                        }
-                      },
-                      "ipAddresses": {
-                        "type": "array",
-                        "items": {
-                          "type": "string"
-                        },
-                        "metadata": {
-                          "description": "A list of private IP addresses of the private endpoint."
-                        }
-                      }
-                    }
-                  },
-                  "metadata": {
-                    "description": "The custom DNS configurations of the private endpoint."
-                  }
-                },
-                "networkInterfaceResourceIds": {
-                  "type": "array",
-                  "items": {
-                    "type": "string"
-                  },
-                  "metadata": {
-                    "description": "The IDs of the network interfaces associated with the private endpoint."
-                  }
-                }
-              },
-              "metadata": {
-                "__bicep_export!": true
-              }
-            },
-            "secretsExportConfigurationType": {
-              "type": "object",
-              "properties": {
-                "keyVaultResourceId": {
-                  "type": "string",
-                  "metadata": {
-                    "description": "Required. The key vault name where to store the API Admin keys generated by the modules."
-                  }
-                },
-                "primaryAdminKeyName": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The primaryAdminKey secret name to create."
-                  }
-                },
-                "secondaryAdminKeyName": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The secondaryAdminKey secret name to create."
-                  }
-                }
-              }
-            },
-            "secretsOutputType": {
-              "type": "object",
-              "properties": {},
-              "additionalProperties": {
-                "$ref": "#/definitions/secretSetType",
-                "metadata": {
-                  "description": "An exported secret's references."
-                }
-              }
-            },
-            "authOptionsType": {
-              "type": "object",
-              "properties": {
-                "aadOrApiKey": {
-                  "type": "object",
-                  "properties": {
-                    "aadAuthFailureMode": {
-                      "type": "string",
-                      "allowedValues": [
-                        "http401WithBearerChallenge",
-                        "http403"
-                      ],
-                      "nullable": true,
-                      "metadata": {
-                        "description": "Optional. Describes what response the data plane API of a search service would send for requests that failed authentication."
-                      }
-                    }
-                  },
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Indicates that either the API key or an access token from a Microsoft Entra ID tenant can be used for authentication."
-                  }
-                },
-                "apiKeyOnly": {
-                  "type": "object",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Indicates that only the API key can be used for authentication."
-                  }
-                }
-              },
-              "metadata": {
-                "__bicep_export!": true
-              }
-            },
-            "networkRuleSetType": {
-              "type": "object",
-              "properties": {
-                "bypass": {
-                  "type": "string",
-                  "allowedValues": [
-                    "AzurePortal",
-                    "AzureServices",
-                    "None"
-                  ],
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Network specific rules that determine how the Azure AI Search service may be reached."
-                  }
-                },
-                "ipRules": {
-                  "type": "array",
-                  "items": {
-                    "$ref": "#/definitions/ipRuleType"
-                  },
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. A list of IP restriction rules that defines the inbound network(s) with allowing access to the search service endpoint. At the meantime, all other public IP networks are blocked by the firewall. These restriction rules are applied only when the 'publicNetworkAccess' of the search service is 'enabled'; otherwise, traffic over public interface is not allowed even with any public IP rules, and private endpoint connections would be the exclusive access method."
-                  }
-                }
-              },
-              "metadata": {
-                "__bicep_export!": true
-              }
-            },
-            "ipRuleType": {
-              "type": "object",
-              "properties": {
-                "value": {
-                  "type": "string",
-                  "metadata": {
-                    "description": "Required. Value corresponding to a single IPv4 address (eg., 123.1.2.3) or an IP range in CIDR format (eg., 123.1.2.3/24) to be allowed."
-                  }
-                }
-              },
-              "metadata": {
-                "__bicep_export!": true
-              }
-            },
-            "_1.lockType": {
-              "type": "object",
-              "properties": {
-                "name": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Specify the name of lock."
-                  }
-                },
-                "kind": {
-                  "type": "string",
-                  "allowedValues": [
-                    "CanNotDelete",
-                    "None",
-                    "ReadOnly"
-                  ],
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Specify the type of lock."
-                  }
-                },
-                "notes": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Specify the notes of the lock."
-                  }
-                }
-              },
-              "metadata": {
-                "description": "An AVM-aligned type for a lock.",
-                "__bicep_imported_from!": {
-                  "sourceTemplate": "br:mcr.microsoft.com/bicep/avm/utl/types/avm-common-types:0.6.1"
-                }
-              }
-            },
-            "_1.privateEndpointCustomDnsConfigType": {
-              "type": "object",
-              "properties": {
-                "fqdn": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. FQDN that resolves to private endpoint IP address."
-                  }
-                },
-                "ipAddresses": {
-                  "type": "array",
-                  "items": {
-                    "type": "string"
-                  },
-                  "metadata": {
-                    "description": "Required. A list of private IP addresses of the private endpoint."
-                  }
-                }
-              },
-              "metadata": {
-                "__bicep_imported_from!": {
-                  "sourceTemplate": "br:mcr.microsoft.com/bicep/avm/utl/types/avm-common-types:0.6.1"
-                }
-              }
-            },
-            "_1.privateEndpointIpConfigurationType": {
-              "type": "object",
-              "properties": {
-                "name": {
-                  "type": "string",
-                  "metadata": {
-                    "description": "Required. The name of the resource that is unique within a resource group."
-                  }
-                },
-                "properties": {
-                  "type": "object",
-                  "properties": {
-                    "groupId": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "Required. The ID of a group obtained from the remote resource that this private endpoint should connect to."
-                      }
-                    },
-                    "memberName": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "Required. The member name of a group obtained from the remote resource that this private endpoint should connect to."
-                      }
-                    },
-                    "privateIPAddress": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "Required. A private IP address obtained from the private endpoint's subnet."
-                      }
-                    }
-                  },
-                  "metadata": {
-                    "description": "Required. Properties of private endpoint IP configurations."
-                  }
-                }
-              },
-              "metadata": {
-                "__bicep_imported_from!": {
-                  "sourceTemplate": "br:mcr.microsoft.com/bicep/avm/utl/types/avm-common-types:0.6.1"
-                }
-              }
-            },
-            "_1.privateEndpointPrivateDnsZoneGroupType": {
-              "type": "object",
-              "properties": {
-                "name": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The name of the Private DNS Zone Group."
-                  }
-                },
-                "privateDnsZoneGroupConfigs": {
-                  "type": "array",
-                  "items": {
-                    "type": "object",
-                    "properties": {
-                      "name": {
-                        "type": "string",
-                        "nullable": true,
-                        "metadata": {
-                          "description": "Optional. The name of the private DNS Zone Group config."
-                        }
-                      },
-                      "privateDnsZoneResourceId": {
-                        "type": "string",
-                        "metadata": {
-                          "description": "Required. The resource id of the private DNS zone."
-                        }
-                      }
-                    }
-                  },
-                  "metadata": {
-                    "description": "Required. The private DNS Zone Groups to associate the Private Endpoint. A DNS Zone Group can support up to 5 DNS zones."
-                  }
-                }
-              },
-              "metadata": {
-                "__bicep_imported_from!": {
-                  "sourceTemplate": "br:mcr.microsoft.com/bicep/avm/utl/types/avm-common-types:0.6.1"
-                }
-              }
-            },
-            "_1.roleAssignmentType": {
-              "type": "object",
-              "properties": {
-                "name": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The name (as GUID) of the role assignment. If not provided, a GUID will be generated."
-                  }
-                },
-                "roleDefinitionIdOrName": {
-                  "type": "string",
-                  "metadata": {
-                    "description": "Required. The role to assign. You can provide either the display name of the role definition, the role definition GUID, or its fully qualified ID in the following format: '/providers/Microsoft.Authorization/roleDefinitions/c2f4ef07-c644-48eb-af81-4b1b4947fb11'."
-                  }
-                },
-                "principalId": {
-                  "type": "string",
-                  "metadata": {
-                    "description": "Required. The principal ID of the principal (user/group/identity) to assign the role to."
-                  }
-                },
-                "principalType": {
-                  "type": "string",
-                  "allowedValues": [
-                    "Device",
-                    "ForeignGroup",
-                    "Group",
-                    "ServicePrincipal",
-                    "User"
-                  ],
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The principal type of the assigned principal ID."
-                  }
-                },
-                "description": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The description of the role assignment."
-                  }
-                },
-                "condition": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The conditions on the role assignment. This limits the resources it can be assigned to. e.g.: @Resource[Microsoft.Storage/storageAccounts/blobServices/containers:ContainerName] StringEqualsIgnoreCase \"foo_storage_container\"."
-                  }
-                },
-                "conditionVersion": {
-                  "type": "string",
-                  "allowedValues": [
-                    "2.0"
-                  ],
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Version of the condition."
-                  }
-                },
-                "delegatedManagedIdentityResourceId": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The Resource Id of the delegated managed identity resource."
-                  }
-                }
-              },
-              "metadata": {
-                "description": "An AVM-aligned type for a role assignment.",
-                "__bicep_imported_from!": {
-                  "sourceTemplate": "br:mcr.microsoft.com/bicep/avm/utl/types/avm-common-types:0.6.1"
-                }
-              }
-            },
-            "diagnosticSettingFullType": {
-              "type": "object",
-              "properties": {
-                "name": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The name of the diagnostic setting."
-                  }
-                },
-                "logCategoriesAndGroups": {
-                  "type": "array",
-                  "items": {
-                    "type": "object",
-                    "properties": {
-                      "category": {
-                        "type": "string",
-                        "nullable": true,
-                        "metadata": {
-                          "description": "Optional. Name of a Diagnostic Log category for a resource type this setting is applied to. Set the specific logs to collect here."
-                        }
-                      },
-                      "categoryGroup": {
-                        "type": "string",
-                        "nullable": true,
-                        "metadata": {
-                          "description": "Optional. Name of a Diagnostic Log category group for a resource type this setting is applied to. Set to `allLogs` to collect all logs."
-                        }
-                      },
-                      "enabled": {
-                        "type": "bool",
-                        "nullable": true,
-                        "metadata": {
-                          "description": "Optional. Enable or disable the category explicitly. Default is `true`."
-                        }
-                      }
-                    }
-                  },
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The name of logs that will be streamed. \"allLogs\" includes all possible logs for the resource. Set to `[]` to disable log collection."
-                  }
-                },
-                "metricCategories": {
-                  "type": "array",
-                  "items": {
-                    "type": "object",
-                    "properties": {
-                      "category": {
-                        "type": "string",
-                        "metadata": {
-                          "description": "Required. Name of a Diagnostic Metric category for a resource type this setting is applied to. Set to `AllMetrics` to collect all metrics."
-                        }
-                      },
-                      "enabled": {
-                        "type": "bool",
-                        "nullable": true,
-                        "metadata": {
-                          "description": "Optional. Enable or disable the category explicitly. Default is `true`."
-                        }
-                      }
-                    }
-                  },
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The name of metrics that will be streamed. \"allMetrics\" includes all possible metrics for the resource. Set to `[]` to disable metric collection."
-                  }
-                },
-                "logAnalyticsDestinationType": {
-                  "type": "string",
-                  "allowedValues": [
-                    "AzureDiagnostics",
-                    "Dedicated"
-                  ],
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. A string indicating whether the export to Log Analytics should use the default destination type, i.e. AzureDiagnostics, or use a destination type."
-                  }
-                },
-                "workspaceResourceId": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Resource ID of the diagnostic log analytics workspace. For security reasons, it is recommended to set diagnostic settings to send data to either storage account, log analytics workspace or event hub."
-                  }
-                },
-                "storageAccountResourceId": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Resource ID of the diagnostic storage account. For security reasons, it is recommended to set diagnostic settings to send data to either storage account, log analytics workspace or event hub."
-                  }
-                },
-                "eventHubAuthorizationRuleResourceId": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Resource ID of the diagnostic event hub authorization rule for the Event Hubs namespace in which the event hub should be created or streamed to."
-                  }
-                },
-                "eventHubName": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Name of the diagnostic event hub within the namespace to which logs are streamed. Without this, an event hub is created for each log category. For security reasons, it is recommended to set diagnostic settings to send data to either storage account, log analytics workspace or event hub."
-                  }
-                },
-                "marketplacePartnerResourceId": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The full ARM resource ID of the Marketplace resource to which you would like to send Diagnostic Logs."
-                  }
-                }
-              },
-              "metadata": {
-                "description": "An AVM-aligned type for a diagnostic setting. To be used if both logs & metrics are supported by the resource provider.",
-                "__bicep_imported_from!": {
-                  "sourceTemplate": "br:mcr.microsoft.com/bicep/avm/utl/types/avm-common-types:0.5.1"
-                }
-              }
-            },
-            "lockType": {
-              "type": "object",
-              "properties": {
-                "name": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Specify the name of lock."
-                  }
-                },
-                "kind": {
-                  "type": "string",
-                  "allowedValues": [
-                    "CanNotDelete",
-                    "None",
-                    "ReadOnly"
-                  ],
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Specify the type of lock."
-                  }
-                },
-                "notes": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Specify the notes of the lock."
-                  }
-                }
-              },
-              "metadata": {
-                "description": "An AVM-aligned type for a lock.",
-                "__bicep_imported_from!": {
-                  "sourceTemplate": "br:mcr.microsoft.com/bicep/avm/utl/types/avm-common-types:0.6.0"
-                }
-              }
-            },
-            "managedIdentityAllType": {
-              "type": "object",
-              "properties": {
-                "systemAssigned": {
-                  "type": "bool",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Enables system assigned managed identity on the resource."
-                  }
-                },
-                "userAssignedResourceIds": {
-                  "type": "array",
-                  "items": {
-                    "type": "string"
-                  },
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The resource ID(s) to assign to the resource. Required if a user assigned identity is used for encryption."
-                  }
-                }
-              },
-              "metadata": {
-                "description": "An AVM-aligned type for a managed identity configuration. To be used if both a system-assigned & user-assigned identities are supported by the resource provider.",
-                "__bicep_imported_from!": {
-                  "sourceTemplate": "br:mcr.microsoft.com/bicep/avm/utl/types/avm-common-types:0.5.1"
-                }
-              }
-            },
-            "privateEndpointSingleServiceType": {
-              "type": "object",
-              "properties": {
-                "name": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The name of the Private Endpoint."
-                  }
-                },
-                "location": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The location to deploy the Private Endpoint to."
-                  }
-                },
-                "privateLinkServiceConnectionName": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The name of the private link connection to create."
-                  }
-                },
-                "service": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The subresource to deploy the Private Endpoint for. For example \"vault\" for a Key Vault Private Endpoint."
-                  }
-                },
-                "subnetResourceId": {
-                  "type": "string",
-                  "metadata": {
-                    "description": "Required. Resource ID of the subnet where the endpoint needs to be created."
-                  }
-                },
-                "resourceGroupResourceId": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The resource ID of the Resource Group the Private Endpoint will be created in. If not specified, the Resource Group of the provided Virtual Network Subnet is used."
-                  }
-                },
-                "privateDnsZoneGroup": {
-                  "$ref": "#/definitions/_1.privateEndpointPrivateDnsZoneGroupType",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The private DNS Zone Group to configure for the Private Endpoint."
-                  }
-                },
-                "isManualConnection": {
-                  "type": "bool",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. If Manual Private Link Connection is required."
-                  }
-                },
-                "manualConnectionRequestMessage": {
-                  "type": "string",
-                  "nullable": true,
-                  "maxLength": 140,
-                  "metadata": {
-                    "description": "Optional. A message passed to the owner of the remote resource with the manual connection request."
-                  }
-                },
-                "customDnsConfigs": {
-                  "type": "array",
-                  "items": {
-                    "$ref": "#/definitions/_1.privateEndpointCustomDnsConfigType"
-                  },
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Custom DNS configurations."
-                  }
-                },
-                "ipConfigurations": {
-                  "type": "array",
-                  "items": {
-                    "$ref": "#/definitions/_1.privateEndpointIpConfigurationType"
-                  },
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. A list of IP configurations of the Private Endpoint. This will be used to map to the first-party Service endpoints."
-                  }
-                },
-                "applicationSecurityGroupResourceIds": {
-                  "type": "array",
-                  "items": {
-                    "type": "string"
-                  },
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Application security groups in which the Private Endpoint IP configuration is included."
-                  }
-                },
-                "customNetworkInterfaceName": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The custom name of the network interface attached to the Private Endpoint."
-                  }
-                },
-                "lock": {
-                  "$ref": "#/definitions/_1.lockType",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Specify the type of lock."
-                  }
-                },
-                "roleAssignments": {
-                  "type": "array",
-                  "items": {
-                    "$ref": "#/definitions/_1.roleAssignmentType"
-                  },
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Array of role assignments to create."
-                  }
-                },
-                "tags": {
-                  "type": "object",
-                  "nullable": true,
-                  "metadata": {
-                    "__bicep_resource_derived_type!": {
-                      "source": "Microsoft.Network/privateEndpoints@2024-07-01#properties/tags"
-                    },
-                    "description": "Optional. Tags to be applied on all resources/Resource Groups in this deployment."
-                  }
-                },
-                "enableTelemetry": {
-                  "type": "bool",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Enable/Disable usage telemetry for module."
-                  }
-                }
-              },
-              "metadata": {
-                "description": "An AVM-aligned type for a private endpoint. To be used if the private endpoint's default service / groupId can be assumed (i.e., for services that only have one Private Endpoint type like 'vault' for key vault).",
-                "__bicep_imported_from!": {
-                  "sourceTemplate": "br:mcr.microsoft.com/bicep/avm/utl/types/avm-common-types:0.6.1"
-                }
-              }
-            },
-            "roleAssignmentType": {
-              "type": "object",
-              "properties": {
-                "name": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The name (as GUID) of the role assignment. If not provided, a GUID will be generated."
-                  }
-                },
-                "roleDefinitionIdOrName": {
-                  "type": "string",
-                  "metadata": {
-                    "description": "Required. The role to assign. You can provide either the display name of the role definition, the role definition GUID, or its fully qualified ID in the following format: '/providers/Microsoft.Authorization/roleDefinitions/c2f4ef07-c644-48eb-af81-4b1b4947fb11'."
-                  }
-                },
-                "principalId": {
-                  "type": "string",
-                  "metadata": {
-                    "description": "Required. The principal ID of the principal (user/group/identity) to assign the role to."
-                  }
-                },
-                "principalType": {
-                  "type": "string",
-                  "allowedValues": [
-                    "Device",
-                    "ForeignGroup",
-                    "Group",
-                    "ServicePrincipal",
-                    "User"
-                  ],
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The principal type of the assigned principal ID."
-                  }
-                },
-                "description": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The description of the role assignment."
-                  }
-                },
-                "condition": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The conditions on the role assignment. This limits the resources it can be assigned to. e.g.: @Resource[Microsoft.Storage/storageAccounts/blobServices/containers:ContainerName] StringEqualsIgnoreCase \"foo_storage_container\"."
-                  }
-                },
-                "conditionVersion": {
-                  "type": "string",
-                  "allowedValues": [
-                    "2.0"
-                  ],
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. Version of the condition."
-                  }
-                },
-                "delegatedManagedIdentityResourceId": {
-                  "type": "string",
-                  "nullable": true,
-                  "metadata": {
-                    "description": "Optional. The Resource Id of the delegated managed identity resource."
-                  }
-                }
-              },
-              "metadata": {
-                "description": "An AVM-aligned type for a role assignment.",
-                "__bicep_imported_from!": {
-                  "sourceTemplate": "br:mcr.microsoft.com/bicep/avm/utl/types/avm-common-types:0.5.1"
-                }
-              }
-            },
-            "secretSetType": {
-              "type": "object",
-              "properties": {
-                "secretResourceId": {
-                  "type": "string",
-                  "metadata": {
-                    "description": "The resourceId of the exported secret."
-                  }
-                },
-                "secretUri": {
-                  "type": "string",
-                  "metadata": {
-                    "description": "The secret URI of the exported secret."
-                  }
-                }
-              },
-              "metadata": {
-                "__bicep_imported_from!": {
-                  "sourceTemplate": "modules/keyVaultExport.bicep"
-                }
-              }
-            }
-          },
-          "parameters": {
-            "name": {
-              "type": "string",
-              "metadata": {
-                "description": "Required. The name of the Azure Cognitive Search service to create or update. Search service names must only contain lowercase letters, digits or dashes, cannot use dash as the first two or last one characters, cannot contain consecutive dashes, and must be between 2 and 60 characters in length. Search service names must be globally unique since they are part of the service URI (https://<name>.search.windows.net). You cannot change the service name after the service is created."
-              }
-            },
-            "authOptions": {
-              "$ref": "#/definitions/authOptionsType",
-              "nullable": true,
-              "metadata": {
-                "description": "Optional. Defines the options for how the data plane API of a Search service authenticates requests. Must remain an empty object {} if 'disableLocalAuth' is set to true."
-              }
-            },
-            "disableLocalAuth": {
-              "type": "bool",
-              "defaultValue": true,
-              "metadata": {
-                "description": "Optional. When set to true, calls to the search service will not be permitted to utilize API keys for authentication. This cannot be set to true if 'authOptions' are defined."
-              }
-            },
-            "enableTelemetry": {
-              "type": "bool",
-              "defaultValue": true,
-              "metadata": {
-                "description": "Optional. Enable/Disable usage telemetry for module."
-              }
-            },
-            "cmkEnforcement": {
-              "type": "string",
-              "defaultValue": "Unspecified",
-              "allowedValues": [
-                "Disabled",
-                "Enabled",
-                "Unspecified"
-              ],
-              "metadata": {
-                "description": "Optional. Describes a policy that determines how resources within the search service are to be encrypted with Customer Managed Keys."
-              }
-            },
-            "hostingMode": {
-              "type": "string",
-              "defaultValue": "default",
-              "allowedValues": [
-                "default",
-                "highDensity"
-              ],
-              "metadata": {
-                "description": "Optional. Applicable only for the standard3 SKU. You can set this property to enable up to 3 high density partitions that allow up to 1000 indexes, which is much higher than the maximum indexes allowed for any other SKU. For the standard3 SKU, the value is either 'default' or 'highDensity'. For all other SKUs, this value must be 'default'."
-              }
-            },
-            "location": {
-              "type": "string",
-              "defaultValue": "[resourceGroup().location]",
-              "metadata": {
-                "description": "Optional. Location for all Resources."
-              }
-            },
-            "lock": {
-              "$ref": "#/definitions/lockType",
-              "nullable": true,
-              "metadata": {
-                "description": "Optional. The lock settings for all Resources in the solution."
-              }
-            },
-            "networkRuleSet": {
-              "$ref": "#/definitions/networkRuleSetType",
-              "nullable": true,
-              "metadata": {
-                "description": "Optional. Network specific rules that determine how the Azure Cognitive Search service may be reached."
-              }
-            },
-            "partitionCount": {
-              "type": "int",
-              "defaultValue": 1,
-              "minValue": 1,
-              "maxValue": 12,
-              "metadata": {
-                "description": "Optional. The number of partitions in the search service; if specified, it can be 1, 2, 3, 4, 6, or 12. Values greater than 1 are only valid for standard SKUs. For 'standard3' services with hostingMode set to 'highDensity', the allowed values are between 1 and 3."
-              }
-            },
-            "privateEndpoints": {
-              "type": "array",
-              "items": {
-                "$ref": "#/definitions/privateEndpointSingleServiceType"
-              },
-              "nullable": true,
-              "metadata": {
-                "description": "Optional. Configuration details for private endpoints. For security reasons, it is recommended to use private endpoints whenever possible."
-              }
-            },
-            "sharedPrivateLinkResources": {
-              "type": "array",
-              "defaultValue": [],
-              "metadata": {
-                "description": "Optional. The sharedPrivateLinkResources to create as part of the search Service."
-              }
-            },
-            "publicNetworkAccess": {
-              "type": "string",
-              "defaultValue": "Enabled",
-              "allowedValues": [
-                "Enabled",
-                "Disabled"
-              ],
-              "metadata": {
-                "description": "Optional. This value can be set to 'Enabled' to avoid breaking changes on existing customer resources and templates. If set to 'Disabled', traffic over public interface is not allowed, and private endpoint connections would be the exclusive access method."
-              }
-            },
-            "secretsExportConfiguration": {
-              "$ref": "#/definitions/secretsExportConfigurationType",
-              "nullable": true,
-              "metadata": {
-                "description": "Optional. Key vault reference and secret settings for the module's secrets export."
-              }
-            },
-            "replicaCount": {
-              "type": "int",
-              "defaultValue": 3,
-              "minValue": 1,
-              "maxValue": 12,
-              "metadata": {
-                "description": "Optional. The number of replicas in the search service. If specified, it must be a value between 1 and 12 inclusive for standard SKUs or between 1 and 3 inclusive for basic SKU."
-              }
-            },
-            "roleAssignments": {
-              "type": "array",
-              "items": {
-                "$ref": "#/definitions/roleAssignmentType"
-              },
-              "nullable": true,
-              "metadata": {
-                "description": "Optional. Array of role assignments to create."
-              }
-            },
-            "semanticSearch": {
-              "type": "string",
-              "nullable": true,
-              "allowedValues": [
-                "disabled",
-                "free",
-                "standard"
-              ],
-              "metadata": {
-                "description": "Optional. Sets options that control the availability of semantic search. This configuration is only possible for certain search SKUs in certain locations."
-              }
-            },
-            "sku": {
-              "type": "string",
-              "defaultValue": "standard",
-              "allowedValues": [
-                "basic",
-                "free",
-                "standard",
-                "standard2",
-                "standard3",
-                "storage_optimized_l1",
-                "storage_optimized_l2"
-              ],
-              "metadata": {
-                "description": "Optional. Defines the SKU of an Azure Cognitive Search Service, which determines price tier and capacity limits."
-              }
-            },
-            "managedIdentities": {
-              "$ref": "#/definitions/managedIdentityAllType",
-              "nullable": true,
-              "metadata": {
-                "description": "Optional. The managed identity definition for this resource."
-              }
-            },
-            "diagnosticSettings": {
-              "type": "array",
-              "items": {
-                "$ref": "#/definitions/diagnosticSettingFullType"
-              },
-              "nullable": true,
-              "metadata": {
-                "description": "Optional. The diagnostic settings of the service."
-              }
-            },
-            "tags": {
-              "type": "object",
-              "metadata": {
-                "__bicep_resource_derived_type!": {
-                  "source": "Microsoft.Search/searchServices@2025-02-01-preview#properties/tags"
-                },
-                "description": "Optional. Tags to help categorize the resource in the Azure portal."
-              },
-              "nullable": true
-            }
-          },
-          "variables": {
-            "copy": [
-              {
-                "name": "formattedRoleAssignments",
-                "count": "[length(coalesce(parameters('roleAssignments'), createArray()))]",
-                "input": "[union(coalesce(parameters('roleAssignments'), createArray())[copyIndex('formattedRoleAssignments')], createObject('roleDefinitionId', coalesce(tryGet(variables('builtInRoleNames'), coalesce(parameters('roleAssignments'), createArray())[copyIndex('formattedRoleAssignments')].roleDefinitionIdOrName), if(contains(coalesce(parameters('roleAssignments'), createArray())[copyIndex('formattedRoleAssignments')].roleDefinitionIdOrName, '/providers/Microsoft.Authorization/roleDefinitions/'), coalesce(parameters('roleAssignments'), createArray())[copyIndex('formattedRoleAssignments')].roleDefinitionIdOrName, subscriptionResourceId('Microsoft.Authorization/roleDefinitions', coalesce(parameters('roleAssignments'), createArray())[copyIndex('formattedRoleAssignments')].roleDefinitionIdOrName)))))]"
-              }
-            ],
-            "enableReferencedModulesTelemetry": false,
-            "formattedUserAssignedIdentities": "[reduce(map(coalesce(tryGet(parameters('managedIdentities'), 'userAssignedResourceIds'), createArray()), lambda('id', createObject(format('{0}', lambdaVariables('id')), createObject()))), createObject(), lambda('cur', 'next', union(lambdaVariables('cur'), lambdaVariables('next'))))]",
-            "identity": "[if(not(empty(parameters('managedIdentities'))), createObject('type', if(coalesce(tryGet(parameters('managedIdentities'), 'systemAssigned'), false()), if(not(empty(coalesce(tryGet(parameters('managedIdentities'), 'userAssignedResourceIds'), createObject()))), 'SystemAssigned,UserAssigned', 'SystemAssigned'), if(not(empty(coalesce(tryGet(parameters('managedIdentities'), 'userAssignedResourceIds'), createObject()))), 'UserAssigned', '')), 'userAssignedIdentities', if(not(empty(variables('formattedUserAssignedIdentities'))), variables('formattedUserAssignedIdentities'), null())), null())]",
-            "builtInRoleNames": {
-              "Contributor": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', 'b24988ac-6180-42a0-ab88-20f7382dd24c')]",
-              "Owner": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', '8e3af657-a8ff-443c-a75c-2fe8c4bcb635')]",
-              "Reader": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')]",
-              "Role Based Access Control Administrator": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', 'f58310d9-a9f6-439a-9e8d-f62e7b41a168')]",
-              "Search Index Data Contributor": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', '8ebe5a00-799e-43f5-93ac-243d3dce84a7')]",
-              "Search Index Data Reader": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', '1407120a-92aa-4202-b7e9-c0e197c71c8f')]",
-              "Search Service Contributor": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', '7ca78c08-252a-4471-8644-bb5ff32d4ba0')]",
-              "User Access Administrator": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', '18d7d88d-d35e-4fb5-a5c3-7773c20a72d9')]"
-            }
-          },
-          "resources": {
-            "avmTelemetry": {
-              "condition": "[parameters('enableTelemetry')]",
-              "type": "Microsoft.Resources/deployments",
-              "apiVersion": "2024-03-01",
-              "name": "[format('46d3xbcp.res.search-searchservice.{0}.{1}', replace('0.11.1', '.', '-'), substring(uniqueString(deployment().name, parameters('location')), 0, 4))]",
-              "properties": {
-                "mode": "Incremental",
-                "template": {
-                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
-                  "contentVersion": "1.0.0.0",
-                  "resources": [],
-                  "outputs": {
-                    "telemetry": {
-                      "type": "String",
-                      "value": "For more information, see https://aka.ms/avm/TelemetryInfo"
-                    }
-                  }
-                }
-              }
-            },
-            "searchService": {
-              "type": "Microsoft.Search/searchServices",
-              "apiVersion": "2025-02-01-preview",
-              "name": "[parameters('name')]",
-              "location": "[parameters('location')]",
-              "sku": {
-                "name": "[parameters('sku')]"
-              },
-              "tags": "[parameters('tags')]",
-              "identity": "[variables('identity')]",
-              "properties": {
-                "authOptions": "[parameters('authOptions')]",
-                "disableLocalAuth": "[parameters('disableLocalAuth')]",
-                "encryptionWithCmk": {
-                  "enforcement": "[parameters('cmkEnforcement')]"
-                },
-                "hostingMode": "[parameters('hostingMode')]",
-                "networkRuleSet": "[parameters('networkRuleSet')]",
-                "partitionCount": "[parameters('partitionCount')]",
-                "replicaCount": "[parameters('replicaCount')]",
-                "publicNetworkAccess": "[toLower(parameters('publicNetworkAccess'))]",
-                "semanticSearch": "[parameters('semanticSearch')]"
-              }
-            },
-            "searchService_diagnosticSettings": {
-              "copy": {
-                "name": "searchService_diagnosticSettings",
-                "count": "[length(coalesce(parameters('diagnosticSettings'), createArray()))]"
-              },
-              "type": "Microsoft.Insights/diagnosticSettings",
-              "apiVersion": "2021-05-01-preview",
-              "scope": "[format('Microsoft.Search/searchServices/{0}', parameters('name'))]",
-              "name": "[coalesce(tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'name'), format('{0}-diagnosticSettings', parameters('name')))]",
-              "properties": {
-                "copy": [
-                  {
-                    "name": "metrics",
-                    "count": "[length(coalesce(tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'metricCategories'), createArray(createObject('category', 'AllMetrics'))))]",
-                    "input": {
-                      "category": "[coalesce(tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'metricCategories'), createArray(createObject('category', 'AllMetrics')))[copyIndex('metrics')].category]",
-                      "enabled": "[coalesce(tryGet(coalesce(tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'metricCategories'), createArray(createObject('category', 'AllMetrics')))[copyIndex('metrics')], 'enabled'), true())]",
-                      "timeGrain": null
-                    }
-                  },
-                  {
-                    "name": "logs",
-                    "count": "[length(coalesce(tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'logCategoriesAndGroups'), createArray(createObject('categoryGroup', 'allLogs'))))]",
-                    "input": {
-                      "categoryGroup": "[tryGet(coalesce(tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'logCategoriesAndGroups'), createArray(createObject('categoryGroup', 'allLogs')))[copyIndex('logs')], 'categoryGroup')]",
-                      "category": "[tryGet(coalesce(tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'logCategoriesAndGroups'), createArray(createObject('categoryGroup', 'allLogs')))[copyIndex('logs')], 'category')]",
-                      "enabled": "[coalesce(tryGet(coalesce(tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'logCategoriesAndGroups'), createArray(createObject('categoryGroup', 'allLogs')))[copyIndex('logs')], 'enabled'), true())]"
-                    }
-                  }
-                ],
-                "storageAccountId": "[tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'storageAccountResourceId')]",
-                "workspaceId": "[tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'workspaceResourceId')]",
-                "eventHubAuthorizationRuleId": "[tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'eventHubAuthorizationRuleResourceId')]",
-                "eventHubName": "[tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'eventHubName')]",
-                "marketplacePartnerId": "[tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'marketplacePartnerResourceId')]",
-                "logAnalyticsDestinationType": "[tryGet(coalesce(parameters('diagnosticSettings'), createArray())[copyIndex()], 'logAnalyticsDestinationType')]"
-              },
-              "dependsOn": [
-                "searchService"
-              ]
-            },
-            "searchService_lock": {
-              "condition": "[and(not(empty(coalesce(parameters('lock'), createObject()))), not(equals(tryGet(parameters('lock'), 'kind'), 'None')))]",
-              "type": "Microsoft.Authorization/locks",
-              "apiVersion": "2020-05-01",
-              "scope": "[format('Microsoft.Search/searchServices/{0}', parameters('name'))]",
-              "name": "[coalesce(tryGet(parameters('lock'), 'name'), format('lock-{0}', parameters('name')))]",
-              "properties": {
-                "level": "[coalesce(tryGet(parameters('lock'), 'kind'), '')]",
-                "notes": "[coalesce(tryGet(parameters('lock'), 'notes'), if(equals(tryGet(parameters('lock'), 'kind'), 'CanNotDelete'), 'Cannot delete resource or child resources.', 'Cannot delete or modify the resource or child resources.'))]"
-              },
-              "dependsOn": [
-                "searchService"
-              ]
-            },
-            "searchService_roleAssignments": {
-              "copy": {
-                "name": "searchService_roleAssignments",
-                "count": "[length(coalesce(variables('formattedRoleAssignments'), createArray()))]"
-              },
-              "type": "Microsoft.Authorization/roleAssignments",
-              "apiVersion": "2022-04-01",
-              "scope": "[format('Microsoft.Search/searchServices/{0}', parameters('name'))]",
-              "name": "[coalesce(tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'name'), guid(resourceId('Microsoft.Search/searchServices', parameters('name')), coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()].principalId, coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()].roleDefinitionId))]",
-              "properties": {
-                "roleDefinitionId": "[coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()].roleDefinitionId]",
-                "principalId": "[coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()].principalId]",
-                "description": "[tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'description')]",
-                "principalType": "[tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'principalType')]",
-                "condition": "[tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'condition')]",
-                "conditionVersion": "[if(not(empty(tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'condition'))), coalesce(tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'conditionVersion'), '2.0'), null())]",
-                "delegatedManagedIdentityResourceId": "[tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'delegatedManagedIdentityResourceId')]"
-              },
-              "dependsOn": [
-                "searchService"
-              ]
-            },
-            "searchService_privateEndpoints": {
-              "copy": {
-                "name": "searchService_privateEndpoints",
-                "count": "[length(coalesce(parameters('privateEndpoints'), createArray()))]"
-              },
-              "type": "Microsoft.Resources/deployments",
-              "apiVersion": "2022-09-01",
-              "name": "[format('{0}-searchService-PrivateEndpoint-{1}', uniqueString(deployment().name, parameters('location')), copyIndex())]",
-              "subscriptionId": "[split(coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'resourceGroupResourceId'), resourceGroup().id), '/')[2]]",
-              "resourceGroup": "[split(coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'resourceGroupResourceId'), resourceGroup().id), '/')[4]]",
-              "properties": {
-                "expressionEvaluationOptions": {
-                  "scope": "inner"
-                },
-                "mode": "Incremental",
-                "parameters": {
-                  "name": {
-                    "value": "[coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'name'), format('pep-{0}-{1}-{2}', last(split(resourceId('Microsoft.Search/searchServices', parameters('name')), '/')), coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'service'), 'searchService'), copyIndex()))]"
-                  },
-                  "privateLinkServiceConnections": "[if(not(equals(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'isManualConnection'), true())), createObject('value', createArray(createObject('name', coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'privateLinkServiceConnectionName'), format('{0}-{1}-{2}', last(split(resourceId('Microsoft.Search/searchServices', parameters('name')), '/')), coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'service'), 'searchService'), copyIndex())), 'properties', createObject('privateLinkServiceId', resourceId('Microsoft.Search/searchServices', parameters('name')), 'groupIds', createArray(coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'service'), 'searchService')))))), createObject('value', null()))]",
-                  "manualPrivateLinkServiceConnections": "[if(equals(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'isManualConnection'), true()), createObject('value', createArray(createObject('name', coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'privateLinkServiceConnectionName'), format('{0}-{1}-{2}', last(split(resourceId('Microsoft.Search/searchServices', parameters('name')), '/')), coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'service'), 'searchService'), copyIndex())), 'properties', createObject('privateLinkServiceId', resourceId('Microsoft.Search/searchServices', parameters('name')), 'groupIds', createArray(coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'service'), 'searchService')), 'requestMessage', coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'manualConnectionRequestMessage'), 'Manual approval required.'))))), createObject('value', null()))]",
-                  "subnetResourceId": {
-                    "value": "[coalesce(parameters('privateEndpoints'), createArray())[copyIndex()].subnetResourceId]"
-                  },
-                  "enableTelemetry": {
-                    "value": "[variables('enableReferencedModulesTelemetry')]"
-                  },
-                  "location": {
-                    "value": "[coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'location'), reference(split(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()].subnetResourceId, '/subnets/')[0], '2020-06-01', 'Full').location)]"
-                  },
-                  "lock": {
-                    "value": "[coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'lock'), parameters('lock'))]"
-                  },
-                  "privateDnsZoneGroup": {
-                    "value": "[tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'privateDnsZoneGroup')]"
-                  },
-                  "roleAssignments": {
-                    "value": "[tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'roleAssignments')]"
-                  },
-                  "tags": {
-                    "value": "[coalesce(tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'tags'), parameters('tags'))]"
-                  },
-                  "customDnsConfigs": {
-                    "value": "[tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'customDnsConfigs')]"
-                  },
-                  "ipConfigurations": {
-                    "value": "[tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'ipConfigurations')]"
-                  },
-                  "applicationSecurityGroupResourceIds": {
-                    "value": "[tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'applicationSecurityGroupResourceIds')]"
-                  },
-                  "customNetworkInterfaceName": {
-                    "value": "[tryGet(coalesce(parameters('privateEndpoints'), createArray())[copyIndex()], 'customNetworkInterfaceName')]"
-                  }
-                },
-                "template": {
-                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
-                  "languageVersion": "2.0",
-                  "contentVersion": "1.0.0.0",
-                  "metadata": {
-                    "_generator": {
-                      "name": "bicep",
-                      "version": "0.34.44.8038",
-                      "templateHash": "12389807800450456797"
-                    },
-                    "name": "Private Endpoints",
-                    "description": "This module deploys a Private Endpoint."
-                  },
-                  "definitions": {
-                    "privateDnsZoneGroupType": {
-                      "type": "object",
-                      "properties": {
-                        "name": {
-                          "type": "string",
-                          "nullable": true,
-                          "metadata": {
-                            "description": "Optional. The name of the Private DNS Zone Group."
-                          }
-                        },
-                        "privateDnsZoneGroupConfigs": {
-                          "type": "array",
-                          "items": {
-                            "$ref": "#/definitions/privateDnsZoneGroupConfigType"
-                          },
-                          "metadata": {
-                            "description": "Required. The private DNS zone groups to associate the private endpoint. A DNS zone group can support up to 5 DNS zones."
-                          }
-                        }
-                      },
-                      "metadata": {
-                        "__bicep_export!": true
-                      }
-                    },
-                    "ipConfigurationType": {
-                      "type": "object",
-                      "properties": {
-                        "name": {
-                          "type": "string",
-                          "metadata": {
-                            "description": "Required. The name of the resource that is unique within a resource group."
-                          }
-                        },
-                        "properties": {
-                          "type": "object",
-                          "properties": {
-                            "groupId": {
-                              "type": "string",
-                              "metadata": {
-                                "description": "Required. The ID of a group obtained from the remote resource that this private endpoint should connect to. If used with private link service connection, this property must be defined as empty string."
-                              }
-                            },
-                            "memberName": {
-                              "type": "string",
-                              "metadata": {
-                                "description": "Required. The member name of a group obtained from the remote resource that this private endpoint should connect to. If used with private link service connection, this property must be defined as empty string."
-                              }
-                            },
-                            "privateIPAddress": {
-                              "type": "string",
-                              "metadata": {
-                                "description": "Required. A private IP address obtained from the private endpoint's subnet."
-                              }
-                            }
-                          },
-                          "metadata": {
-                            "description": "Required. Properties of private endpoint IP configurations."
-                          }
-                        }
-                      },
-                      "metadata": {
-                        "__bicep_export!": true
-                      }
-                    },
-                    "privateLinkServiceConnectionType": {
-                      "type": "object",
-                      "properties": {
-                        "name": {
-                          "type": "string",
-                          "metadata": {
-                            "description": "Required. The name of the private link service connection."
-                          }
-                        },
-                        "properties": {
-                          "type": "object",
-                          "properties": {
-                            "groupIds": {
-                              "type": "array",
-                              "items": {
-                                "type": "string"
-                              },
-                              "metadata": {
-                                "description": "Required. The ID of a group obtained from the remote resource that this private endpoint should connect to. If used with private link service connection, this property must be defined as empty string array `[]`."
-                              }
-                            },
-                            "privateLinkServiceId": {
-                              "type": "string",
-                              "metadata": {
-                                "description": "Required. The resource id of private link service."
-                              }
-                            },
-                            "requestMessage": {
-                              "type": "string",
-                              "nullable": true,
-                              "metadata": {
-                                "description": "Optional. A message passed to the owner of the remote resource with this connection request. Restricted to 140 chars."
-                              }
-                            }
-                          },
-                          "metadata": {
-                            "description": "Required. Properties of private link service connection."
-                          }
-                        }
-                      },
-                      "metadata": {
-                        "__bicep_export!": true
-                      }
-                    },
-                    "customDnsConfigType": {
-                      "type": "object",
-                      "properties": {
-                        "fqdn": {
-                          "type": "string",
-                          "nullable": true,
-                          "metadata": {
-                            "description": "Optional. FQDN that resolves to private endpoint IP address."
-                          }
-                        },
-                        "ipAddresses": {
-                          "type": "array",
-                          "items": {
-                            "type": "string"
-                          },
-                          "metadata": {
-                            "description": "Required. A list of private IP addresses of the private endpoint."
-                          }
-                        }
-                      },
-                      "metadata": {
-                        "__bicep_export!": true
-                      }
-                    },
-                    "lockType": {
-                      "type": "object",
-                      "properties": {
-                        "name": {
-                          "type": "string",
-                          "nullable": true,
-                          "metadata": {
-                            "description": "Optional. Specify the name of lock."
-                          }
-                        },
-                        "kind": {
-                          "type": "string",
-                          "allowedValues": [
-                            "CanNotDelete",
-                            "None",
-                            "ReadOnly"
-                          ],
-                          "nullable": true,
-                          "metadata": {
-                            "description": "Optional. Specify the type of lock."
-                          }
-                        }
-                      },
-                      "metadata": {
-                        "description": "An AVM-aligned type for a lock.",
-                        "__bicep_imported_from!": {
-                          "sourceTemplate": "br:mcr.microsoft.com/bicep/avm/utl/types/avm-common-types:0.5.1"
-                        }
-                      }
-                    },
-                    "privateDnsZoneGroupConfigType": {
-                      "type": "object",
-                      "properties": {
-                        "name": {
-                          "type": "string",
-                          "nullable": true,
-                          "metadata": {
-                            "description": "Optional. The name of the private DNS zone group config."
-                          }
-                        },
-                        "privateDnsZoneResourceId": {
-                          "type": "string",
-                          "metadata": {
-                            "description": "Required. The resource id of the private DNS zone."
-                          }
-                        }
-                      },
-                      "metadata": {
-                        "__bicep_imported_from!": {
-                          "sourceTemplate": "private-dns-zone-group/main.bicep"
-                        }
-                      }
-                    },
-                    "roleAssignmentType": {
-                      "type": "object",
-                      "properties": {
-                        "name": {
-                          "type": "string",
-                          "nullable": true,
-                          "metadata": {
-                            "description": "Optional. The name (as GUID) of the role assignment. If not provided, a GUID will be generated."
-                          }
-                        },
-                        "roleDefinitionIdOrName": {
-                          "type": "string",
-                          "metadata": {
-                            "description": "Required. The role to assign. You can provide either the display name of the role definition, the role definition GUID, or its fully qualified ID in the following format: '/providers/Microsoft.Authorization/roleDefinitions/c2f4ef07-c644-48eb-af81-4b1b4947fb11'."
-                          }
-                        },
-                        "principalId": {
-                          "type": "string",
-                          "metadata": {
-                            "description": "Required. The principal ID of the principal (user/group/identity) to assign the role to."
-                          }
-                        },
-                        "principalType": {
-                          "type": "string",
-                          "allowedValues": [
-                            "Device",
-                            "ForeignGroup",
-                            "Group",
-                            "ServicePrincipal",
-                            "User"
-                          ],
-                          "nullable": true,
-                          "metadata": {
-                            "description": "Optional. The principal type of the assigned principal ID."
-                          }
-                        },
-                        "description": {
-                          "type": "string",
-                          "nullable": true,
-                          "metadata": {
-                            "description": "Optional. The description of the role assignment."
-                          }
-                        },
-                        "condition": {
-                          "type": "string",
-                          "nullable": true,
-                          "metadata": {
-                            "description": "Optional. The conditions on the role assignment. This limits the resources it can be assigned to. e.g.: @Resource[Microsoft.Storage/storageAccounts/blobServices/containers:ContainerName] StringEqualsIgnoreCase \"foo_storage_container\"."
-                          }
-                        },
-                        "conditionVersion": {
-                          "type": "string",
-                          "allowedValues": [
-                            "2.0"
-                          ],
-                          "nullable": true,
-                          "metadata": {
-                            "description": "Optional. Version of the condition."
-                          }
-                        },
-                        "delegatedManagedIdentityResourceId": {
-                          "type": "string",
-                          "nullable": true,
-                          "metadata": {
-                            "description": "Optional. The Resource Id of the delegated managed identity resource."
-                          }
-                        }
-                      },
-                      "metadata": {
-                        "description": "An AVM-aligned type for a role assignment.",
-                        "__bicep_imported_from!": {
-                          "sourceTemplate": "br:mcr.microsoft.com/bicep/avm/utl/types/avm-common-types:0.5.1"
-                        }
-                      }
-                    }
-                  },
-                  "parameters": {
-                    "name": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "Required. Name of the private endpoint resource to create."
-                      }
-                    },
-                    "subnetResourceId": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "Required. Resource ID of the subnet where the endpoint needs to be created."
-                      }
-                    },
-                    "applicationSecurityGroupResourceIds": {
-                      "type": "array",
-                      "items": {
-                        "type": "string"
-                      },
-                      "nullable": true,
-                      "metadata": {
-                        "description": "Optional. Application security groups in which the private endpoint IP configuration is included."
-                      }
-                    },
-                    "customNetworkInterfaceName": {
-                      "type": "string",
-                      "nullable": true,
-                      "metadata": {
-                        "description": "Optional. The custom name of the network interface attached to the private endpoint."
-                      }
-                    },
-                    "ipConfigurations": {
-                      "type": "array",
-                      "items": {
-                        "$ref": "#/definitions/ipConfigurationType"
-                      },
-                      "nullable": true,
-                      "metadata": {
-                        "description": "Optional. A list of IP configurations of the private endpoint. This will be used to map to the First Party Service endpoints."
-                      }
-                    },
-                    "privateDnsZoneGroup": {
-                      "$ref": "#/definitions/privateDnsZoneGroupType",
-                      "nullable": true,
-                      "metadata": {
-                        "description": "Optional. The private DNS zone group to configure for the private endpoint."
-                      }
-                    },
-                    "location": {
-                      "type": "string",
-                      "defaultValue": "[resourceGroup().location]",
-                      "metadata": {
-                        "description": "Optional. Location for all Resources."
-                      }
-                    },
-                    "lock": {
-                      "$ref": "#/definitions/lockType",
-                      "nullable": true,
-                      "metadata": {
-                        "description": "Optional. The lock settings of the service."
-                      }
-                    },
-                    "roleAssignments": {
-                      "type": "array",
-                      "items": {
-                        "$ref": "#/definitions/roleAssignmentType"
-                      },
-                      "nullable": true,
-                      "metadata": {
-                        "description": "Optional. Array of role assignments to create."
-                      }
-                    },
-                    "tags": {
-                      "type": "object",
-                      "nullable": true,
-                      "metadata": {
-                        "description": "Optional. Tags to be applied on all resources/resource groups in this deployment."
-                      }
-                    },
-                    "customDnsConfigs": {
-                      "type": "array",
-                      "items": {
-                        "$ref": "#/definitions/customDnsConfigType"
-                      },
-                      "nullable": true,
-                      "metadata": {
-                        "description": "Optional. Custom DNS configurations."
-                      }
-                    },
-                    "manualPrivateLinkServiceConnections": {
-                      "type": "array",
-                      "items": {
-                        "$ref": "#/definitions/privateLinkServiceConnectionType"
-                      },
-                      "nullable": true,
-                      "metadata": {
-                        "description": "Conditional. A grouping of information about the connection to the remote resource. Used when the network admin does not have access to approve connections to the remote resource. Required if `privateLinkServiceConnections` is empty."
-                      }
-                    },
-                    "privateLinkServiceConnections": {
-                      "type": "array",
-                      "items": {
-                        "$ref": "#/definitions/privateLinkServiceConnectionType"
-                      },
-                      "nullable": true,
-                      "metadata": {
-                        "description": "Conditional. A grouping of information about the connection to the remote resource. Required if `manualPrivateLinkServiceConnections` is empty."
-                      }
-                    },
-                    "enableTelemetry": {
-                      "type": "bool",
-                      "defaultValue": true,
-                      "metadata": {
-                        "description": "Optional. Enable/Disable usage telemetry for module."
-                      }
-                    }
-                  },
-                  "variables": {
-                    "copy": [
-                      {
-                        "name": "formattedRoleAssignments",
-                        "count": "[length(coalesce(parameters('roleAssignments'), createArray()))]",
-                        "input": "[union(coalesce(parameters('roleAssignments'), createArray())[copyIndex('formattedRoleAssignments')], createObject('roleDefinitionId', coalesce(tryGet(variables('builtInRoleNames'), coalesce(parameters('roleAssignments'), createArray())[copyIndex('formattedRoleAssignments')].roleDefinitionIdOrName), if(contains(coalesce(parameters('roleAssignments'), createArray())[copyIndex('formattedRoleAssignments')].roleDefinitionIdOrName, '/providers/Microsoft.Authorization/roleDefinitions/'), coalesce(parameters('roleAssignments'), createArray())[copyIndex('formattedRoleAssignments')].roleDefinitionIdOrName, subscriptionResourceId('Microsoft.Authorization/roleDefinitions', coalesce(parameters('roleAssignments'), createArray())[copyIndex('formattedRoleAssignments')].roleDefinitionIdOrName)))))]"
-                      }
-                    ],
-                    "builtInRoleNames": {
-                      "Contributor": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', 'b24988ac-6180-42a0-ab88-20f7382dd24c')]",
-                      "DNS Resolver Contributor": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', '0f2ebee7-ffd4-4fc0-b3b7-664099fdad5d')]",
-                      "DNS Zone Contributor": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', 'befefa01-2a29-4197-83a8-272ff33ce314')]",
-                      "Domain Services Contributor": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', 'eeaeda52-9324-47f6-8069-5d5bade478b2')]",
-                      "Domain Services Reader": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', '361898ef-9ed1-48c2-849c-a832951106bb')]",
-                      "Network Contributor": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', '4d97b98b-1d4f-4787-a291-c67834d212e7')]",
-                      "Owner": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', '8e3af657-a8ff-443c-a75c-2fe8c4bcb635')]",
-                      "Private DNS Zone Contributor": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', 'b12aa53e-6015-4669-85d0-8515ebb3ae7f')]",
-                      "Reader": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', 'acdd72a7-3385-48ef-bd42-f606fba81ae7')]",
-                      "Role Based Access Control Administrator": "[subscriptionResourceId('Microsoft.Authorization/roleDefinitions', 'f58310d9-a9f6-439a-9e8d-f62e7b41a168')]"
-                    }
-                  },
-                  "resources": {
-                    "avmTelemetry": {
-                      "condition": "[parameters('enableTelemetry')]",
-                      "type": "Microsoft.Resources/deployments",
-                      "apiVersion": "2024-03-01",
-                      "name": "[format('46d3xbcp.res.network-privateendpoint.{0}.{1}', replace('0.11.0', '.', '-'), substring(uniqueString(deployment().name, parameters('location')), 0, 4))]",
-                      "properties": {
-                        "mode": "Incremental",
-                        "template": {
-                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
-                          "contentVersion": "1.0.0.0",
-                          "resources": [],
-                          "outputs": {
-                            "telemetry": {
-                              "type": "String",
-                              "value": "For more information, see https://aka.ms/avm/TelemetryInfo"
-                            }
-                          }
-                        }
-                      }
-                    },
-                    "privateEndpoint": {
-                      "type": "Microsoft.Network/privateEndpoints",
-                      "apiVersion": "2024-05-01",
-                      "name": "[parameters('name')]",
-                      "location": "[parameters('location')]",
-                      "tags": "[parameters('tags')]",
-                      "properties": {
-                        "copy": [
-                          {
-                            "name": "applicationSecurityGroups",
-                            "count": "[length(coalesce(parameters('applicationSecurityGroupResourceIds'), createArray()))]",
-                            "input": {
-                              "id": "[coalesce(parameters('applicationSecurityGroupResourceIds'), createArray())[copyIndex('applicationSecurityGroups')]]"
-                            }
-                          }
-                        ],
-                        "customDnsConfigs": "[coalesce(parameters('customDnsConfigs'), createArray())]",
-                        "customNetworkInterfaceName": "[coalesce(parameters('customNetworkInterfaceName'), '')]",
-                        "ipConfigurations": "[coalesce(parameters('ipConfigurations'), createArray())]",
-                        "manualPrivateLinkServiceConnections": "[coalesce(parameters('manualPrivateLinkServiceConnections'), createArray())]",
-                        "privateLinkServiceConnections": "[coalesce(parameters('privateLinkServiceConnections'), createArray())]",
-                        "subnet": {
-                          "id": "[parameters('subnetResourceId')]"
-                        }
-                      }
-                    },
-                    "privateEndpoint_lock": {
-                      "condition": "[and(not(empty(coalesce(parameters('lock'), createObject()))), not(equals(tryGet(parameters('lock'), 'kind'), 'None')))]",
-                      "type": "Microsoft.Authorization/locks",
-                      "apiVersion": "2020-05-01",
-                      "scope": "[format('Microsoft.Network/privateEndpoints/{0}', parameters('name'))]",
-                      "name": "[coalesce(tryGet(parameters('lock'), 'name'), format('lock-{0}', parameters('name')))]",
-                      "properties": {
-                        "level": "[coalesce(tryGet(parameters('lock'), 'kind'), '')]",
-                        "notes": "[if(equals(tryGet(parameters('lock'), 'kind'), 'CanNotDelete'), 'Cannot delete resource or child resources.', 'Cannot delete or modify the resource or child resources.')]"
-                      },
-                      "dependsOn": [
-                        "privateEndpoint"
-                      ]
-                    },
-                    "privateEndpoint_roleAssignments": {
-                      "copy": {
-                        "name": "privateEndpoint_roleAssignments",
-                        "count": "[length(coalesce(variables('formattedRoleAssignments'), createArray()))]"
-                      },
-                      "type": "Microsoft.Authorization/roleAssignments",
-                      "apiVersion": "2022-04-01",
-                      "scope": "[format('Microsoft.Network/privateEndpoints/{0}', parameters('name'))]",
-                      "name": "[coalesce(tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'name'), guid(resourceId('Microsoft.Network/privateEndpoints', parameters('name')), coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()].principalId, coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()].roleDefinitionId))]",
-                      "properties": {
-                        "roleDefinitionId": "[coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()].roleDefinitionId]",
-                        "principalId": "[coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()].principalId]",
-                        "description": "[tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'description')]",
-                        "principalType": "[tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'principalType')]",
-                        "condition": "[tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'condition')]",
-                        "conditionVersion": "[if(not(empty(tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'condition'))), coalesce(tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'conditionVersion'), '2.0'), null())]",
-                        "delegatedManagedIdentityResourceId": "[tryGet(coalesce(variables('formattedRoleAssignments'), createArray())[copyIndex()], 'delegatedManagedIdentityResourceId')]"
-                      },
-                      "dependsOn": [
-                        "privateEndpoint"
-                      ]
-                    },
-                    "privateEndpoint_privateDnsZoneGroup": {
-                      "condition": "[not(empty(parameters('privateDnsZoneGroup')))]",
-                      "type": "Microsoft.Resources/deployments",
-                      "apiVersion": "2022-09-01",
-                      "name": "[format('{0}-PrivateEndpoint-PrivateDnsZoneGroup', uniqueString(deployment().name))]",
-                      "properties": {
-                        "expressionEvaluationOptions": {
-                          "scope": "inner"
-                        },
-                        "mode": "Incremental",
-                        "parameters": {
-                          "name": {
-                            "value": "[tryGet(parameters('privateDnsZoneGroup'), 'name')]"
-                          },
-                          "privateEndpointName": {
-                            "value": "[parameters('name')]"
-                          },
-                          "privateDnsZoneConfigs": {
-                            "value": "[parameters('privateDnsZoneGroup').privateDnsZoneGroupConfigs]"
-                          }
-                        },
-                        "template": {
-                          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
-                          "languageVersion": "2.0",
-                          "contentVersion": "1.0.0.0",
-                          "metadata": {
-                            "_generator": {
-                              "name": "bicep",
-                              "version": "0.34.44.8038",
-                              "templateHash": "13997305779829540948"
-                            },
-                            "name": "Private Endpoint Private DNS Zone Groups",
-                            "description": "This module deploys a Private Endpoint Private DNS Zone Group."
-                          },
-                          "definitions": {
-                            "privateDnsZoneGroupConfigType": {
-                              "type": "object",
-                              "properties": {
-                                "name": {
-                                  "type": "string",
-                                  "nullable": true,
-                                  "metadata": {
-                                    "description": "Optional. The name of the private DNS zone group config."
-                                  }
-                                },
-                                "privateDnsZoneResourceId": {
-                                  "type": "string",
-                                  "metadata": {
-                                    "description": "Required. The resource id of the private DNS zone."
-                                  }
-                                }
-                              },
-                              "metadata": {
-                                "__bicep_export!": true
-                              }
-                            }
-                          },
-                          "parameters": {
-                            "privateEndpointName": {
-                              "type": "string",
-                              "metadata": {
-                                "description": "Conditional. The name of the parent private endpoint. Required if the template is used in a standalone deployment."
-                              }
-                            },
-                            "privateDnsZoneConfigs": {
-                              "type": "array",
-                              "items": {
-                                "$ref": "#/definitions/privateDnsZoneGroupConfigType"
-                              },
-                              "minLength": 1,
-                              "maxLength": 5,
-                              "metadata": {
-                                "description": "Required. Array of private DNS zone configurations of the private DNS zone group. A DNS zone group can support up to 5 DNS zones."
-                              }
-                            },
-                            "name": {
-                              "type": "string",
-                              "defaultValue": "default",
-                              "metadata": {
-                                "description": "Optional. The name of the private DNS zone group."
-                              }
-                            }
-                          },
-                          "variables": {
-                            "copy": [
-                              {
-                                "name": "privateDnsZoneConfigsVar",
-                                "count": "[length(parameters('privateDnsZoneConfigs'))]",
-                                "input": {
-                                  "name": "[coalesce(tryGet(parameters('privateDnsZoneConfigs')[copyIndex('privateDnsZoneConfigsVar')], 'name'), last(split(parameters('privateDnsZoneConfigs')[copyIndex('privateDnsZoneConfigsVar')].privateDnsZoneResourceId, '/')))]",
-                                  "properties": {
-                                    "privateDnsZoneId": "[parameters('privateDnsZoneConfigs')[copyIndex('privateDnsZoneConfigsVar')].privateDnsZoneResourceId]"
-                                  }
-                                }
-                              }
-                            ]
-                          },
-                          "resources": {
-                            "privateEndpoint": {
-                              "existing": true,
-                              "type": "Microsoft.Network/privateEndpoints",
-                              "apiVersion": "2024-05-01",
-                              "name": "[parameters('privateEndpointName')]"
-                            },
-                            "privateDnsZoneGroup": {
-                              "type": "Microsoft.Network/privateEndpoints/privateDnsZoneGroups",
-                              "apiVersion": "2024-05-01",
-                              "name": "[format('{0}/{1}', parameters('privateEndpointName'), parameters('name'))]",
-                              "properties": {
-                                "privateDnsZoneConfigs": "[variables('privateDnsZoneConfigsVar')]"
-                              }
-                            }
-                          },
-                          "outputs": {
-                            "name": {
-                              "type": "string",
-                              "metadata": {
-                                "description": "The name of the private endpoint DNS zone group."
-                              },
-                              "value": "[parameters('name')]"
-                            },
-                            "resourceId": {
-                              "type": "string",
-                              "metadata": {
-                                "description": "The resource ID of the private endpoint DNS zone group."
-                              },
-                              "value": "[resourceId('Microsoft.Network/privateEndpoints/privateDnsZoneGroups', parameters('privateEndpointName'), parameters('name'))]"
-                            },
-                            "resourceGroupName": {
-                              "type": "string",
-                              "metadata": {
-                                "description": "The resource group the private endpoint DNS zone group was deployed into."
-                              },
-                              "value": "[resourceGroup().name]"
-                            }
-                          }
-                        }
-                      },
-                      "dependsOn": [
-                        "privateEndpoint"
-                      ]
-                    }
-                  },
-                  "outputs": {
-                    "resourceGroupName": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "The resource group the private endpoint was deployed into."
-                      },
-                      "value": "[resourceGroup().name]"
-                    },
-                    "resourceId": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "The resource ID of the private endpoint."
-                      },
-                      "value": "[resourceId('Microsoft.Network/privateEndpoints', parameters('name'))]"
-                    },
-                    "name": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "The name of the private endpoint."
-                      },
-                      "value": "[parameters('name')]"
-                    },
-                    "location": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "The location the resource was deployed into."
-                      },
-                      "value": "[reference('privateEndpoint', '2024-05-01', 'full').location]"
-                    },
-                    "customDnsConfigs": {
-                      "type": "array",
-                      "items": {
-                        "$ref": "#/definitions/customDnsConfigType"
-                      },
-                      "metadata": {
-                        "description": "The custom DNS configurations of the private endpoint."
-                      },
-                      "value": "[reference('privateEndpoint').customDnsConfigs]"
-                    },
-                    "networkInterfaceResourceIds": {
-                      "type": "array",
-                      "items": {
-                        "type": "string"
-                      },
-                      "metadata": {
-                        "description": "The resource IDs of the network interfaces associated with the private endpoint."
-                      },
-                      "value": "[map(reference('privateEndpoint').networkInterfaces, lambda('nic', lambdaVariables('nic').id))]"
-                    },
-                    "groupId": {
-                      "type": "string",
-                      "nullable": true,
-                      "metadata": {
-                        "description": "The group Id for the private endpoint Group."
-                      },
-                      "value": "[coalesce(tryGet(tryGet(tryGet(tryGet(reference('privateEndpoint'), 'manualPrivateLinkServiceConnections'), 0, 'properties'), 'groupIds'), 0), tryGet(tryGet(tryGet(tryGet(reference('privateEndpoint'), 'privateLinkServiceConnections'), 0, 'properties'), 'groupIds'), 0))]"
-                    }
-                  }
-                }
-              },
-              "dependsOn": [
-                "searchService"
-              ]
-            },
-            "searchService_sharedPrivateLinkResources": {
-              "copy": {
-                "name": "searchService_sharedPrivateLinkResources",
-                "count": "[length(parameters('sharedPrivateLinkResources'))]",
-                "mode": "serial",
-                "batchSize": 1
-              },
-              "type": "Microsoft.Resources/deployments",
-              "apiVersion": "2022-09-01",
-              "name": "[format('{0}-searchService-SharedPrvLink-{1}', uniqueString(deployment().name, parameters('location')), copyIndex())]",
-              "properties": {
-                "expressionEvaluationOptions": {
-                  "scope": "inner"
-                },
-                "mode": "Incremental",
-                "parameters": {
-                  "name": {
-                    "value": "[coalesce(tryGet(parameters('sharedPrivateLinkResources')[copyIndex()], 'name'), format('spl-{0}-{1}-{2}', last(split(resourceId('Microsoft.Search/searchServices', parameters('name')), '/')), parameters('sharedPrivateLinkResources')[copyIndex()].groupId, copyIndex()))]"
-                  },
-                  "searchServiceName": {
-                    "value": "[parameters('name')]"
-                  },
-                  "privateLinkResourceId": {
-                    "value": "[parameters('sharedPrivateLinkResources')[copyIndex()].privateLinkResourceId]"
-                  },
-                  "groupId": {
-                    "value": "[parameters('sharedPrivateLinkResources')[copyIndex()].groupId]"
-                  },
-                  "requestMessage": {
-                    "value": "[parameters('sharedPrivateLinkResources')[copyIndex()].requestMessage]"
-                  },
-                  "resourceRegion": {
-                    "value": "[tryGet(parameters('sharedPrivateLinkResources')[copyIndex()], 'resourceRegion')]"
-                  }
-                },
-                "template": {
-                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
-                  "languageVersion": "2.0",
-                  "contentVersion": "1.0.0.0",
-                  "metadata": {
-                    "_generator": {
-                      "name": "bicep",
-                      "version": "0.37.4.10188",
-                      "templateHash": "557730297583881254"
-                    },
-                    "name": "Search Services Private Link Resources",
-                    "description": "This module deploys a Search Service Private Link Resource."
-                  },
-                  "parameters": {
-                    "searchServiceName": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "Conditional. The name of the parent searchServices. Required if the template is used in a standalone deployment."
-                      }
-                    },
-                    "name": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "Required. The name of the shared private link resource managed by the Azure Cognitive Search service within the specified resource group."
-                      }
-                    },
-                    "privateLinkResourceId": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "Required. The resource ID of the resource the shared private link resource is for."
-                      }
-                    },
-                    "groupId": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "Required. The group ID from the provider of resource the shared private link resource is for."
-                      }
-                    },
-                    "requestMessage": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "Required. The request message for requesting approval of the shared private link resource."
-                      }
-                    },
-                    "resourceRegion": {
-                      "type": "string",
-                      "nullable": true,
-                      "metadata": {
-                        "description": "Optional. Can be used to specify the Azure Resource Manager location of the resource to which a shared private link is to be created. This is only required for those resources whose DNS configuration are regional (such as Azure Kubernetes Service)."
-                      }
-                    }
-                  },
-                  "resources": {
-                    "searchService": {
-                      "existing": true,
-                      "type": "Microsoft.Search/searchServices",
-                      "apiVersion": "2025-02-01-preview",
-                      "name": "[parameters('searchServiceName')]"
-                    },
-                    "sharedPrivateLinkResource": {
-                      "type": "Microsoft.Search/searchServices/sharedPrivateLinkResources",
-                      "apiVersion": "2025-02-01-preview",
-                      "name": "[format('{0}/{1}', parameters('searchServiceName'), parameters('name'))]",
-                      "properties": {
-                        "privateLinkResourceId": "[parameters('privateLinkResourceId')]",
-                        "groupId": "[parameters('groupId')]",
-                        "requestMessage": "[parameters('requestMessage')]",
-                        "resourceRegion": "[parameters('resourceRegion')]"
-                      }
-                    }
-                  },
-                  "outputs": {
-                    "name": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "The name of the shared private link resource."
-                      },
-                      "value": "[parameters('name')]"
-                    },
-                    "resourceId": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "The resource ID of the shared private link resource."
-                      },
-                      "value": "[resourceId('Microsoft.Search/searchServices/sharedPrivateLinkResources', parameters('searchServiceName'), parameters('name'))]"
-                    },
-                    "resourceGroupName": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "The name of the resource group the shared private link resource was created in."
-                      },
-                      "value": "[resourceGroup().name]"
-                    }
-                  }
-                }
-              },
-              "dependsOn": [
-                "searchService"
-              ]
-            },
-            "secretsExport": {
-              "condition": "[not(equals(parameters('secretsExportConfiguration'), null()))]",
-              "type": "Microsoft.Resources/deployments",
-              "apiVersion": "2022-09-01",
-              "name": "[format('{0}-secrets-kv', uniqueString(deployment().name, parameters('location')))]",
-              "subscriptionId": "[split(tryGet(parameters('secretsExportConfiguration'), 'keyVaultResourceId'), '/')[2]]",
-              "resourceGroup": "[split(tryGet(parameters('secretsExportConfiguration'), 'keyVaultResourceId'), '/')[4]]",
-              "properties": {
-                "expressionEvaluationOptions": {
-                  "scope": "inner"
-                },
-                "mode": "Incremental",
-                "parameters": {
-                  "keyVaultName": {
-                    "value": "[last(split(tryGet(parameters('secretsExportConfiguration'), 'keyVaultResourceId'), '/'))]"
-                  },
-                  "secretsToSet": {
-                    "value": "[union(createArray(), if(contains(parameters('secretsExportConfiguration'), 'primaryAdminKeyName'), createArray(createObject('name', tryGet(parameters('secretsExportConfiguration'), 'primaryAdminKeyName'), 'value', listAdminKeys('searchService', '2025-02-01-preview').primaryKey)), createArray()), if(contains(parameters('secretsExportConfiguration'), 'secondaryAdminKeyName'), createArray(createObject('name', tryGet(parameters('secretsExportConfiguration'), 'secondaryAdminKeyName'), 'value', listAdminKeys('searchService', '2025-02-01-preview').secondaryKey)), createArray()))]"
-                  }
-                },
-                "template": {
-                  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
-                  "languageVersion": "2.0",
-                  "contentVersion": "1.0.0.0",
-                  "metadata": {
-                    "_generator": {
-                      "name": "bicep",
-                      "version": "0.37.4.10188",
-                      "templateHash": "7634110751636246703"
-                    }
-                  },
-                  "definitions": {
-                    "secretSetType": {
-                      "type": "object",
-                      "properties": {
-                        "secretResourceId": {
-                          "type": "string",
-                          "metadata": {
-                            "description": "The resourceId of the exported secret."
-                          }
-                        },
-                        "secretUri": {
-                          "type": "string",
-                          "metadata": {
-                            "description": "The secret URI of the exported secret."
-                          }
-                        }
-                      },
-                      "metadata": {
-                        "__bicep_export!": true
-                      }
-                    },
-                    "secretToSetType": {
-                      "type": "object",
-                      "properties": {
-                        "name": {
-                          "type": "string",
-                          "metadata": {
-                            "description": "Required. The name of the secret to set."
-                          }
-                        },
-                        "value": {
-                          "type": "securestring",
-                          "metadata": {
-                            "description": "Required. The value of the secret to set."
-                          }
-                        }
-                      }
-                    }
-                  },
-                  "parameters": {
-                    "keyVaultName": {
-                      "type": "string",
-                      "metadata": {
-                        "description": "Required. The name of the Key Vault to set the ecrets in."
-                      }
-                    },
-                    "secretsToSet": {
-                      "type": "array",
-                      "items": {
-                        "$ref": "#/definitions/secretToSetType"
-                      },
-                      "metadata": {
-                        "description": "Required. The secrets to set in the Key Vault."
-                      }
-                    }
-                  },
-                  "resources": {
-                    "keyVault": {
-                      "existing": true,
-                      "type": "Microsoft.KeyVault/vaults",
-                      "apiVersion": "2024-11-01",
-                      "name": "[parameters('keyVaultName')]"
-                    },
-                    "secrets": {
-                      "copy": {
-                        "name": "secrets",
-                        "count": "[length(parameters('secretsToSet'))]"
-                      },
-                      "type": "Microsoft.KeyVault/vaults/secrets",
-                      "apiVersion": "2024-11-01",
-                      "name": "[format('{0}/{1}', parameters('keyVaultName'), parameters('secretsToSet')[copyIndex()].name)]",
-                      "properties": {
-                        "value": "[parameters('secretsToSet')[copyIndex()].value]"
-                      }
-                    }
-                  },
-                  "outputs": {
-                    "secretsSet": {
-                      "type": "array",
-                      "items": {
-                        "$ref": "#/definitions/secretSetType"
-                      },
-                      "metadata": {
-                        "description": "The references to the secrets exported to the provided Key Vault."
-                      },
-                      "copy": {
-                        "count": "[length(range(0, length(coalesce(parameters('secretsToSet'), createArray()))))]",
-                        "input": {
-                          "secretResourceId": "[resourceId('Microsoft.KeyVault/vaults/secrets', parameters('keyVaultName'), parameters('secretsToSet')[range(0, length(coalesce(parameters('secretsToSet'), createArray())))[copyIndex()]].name)]",
-                          "secretUri": "[reference(format('secrets[{0}]', range(0, length(coalesce(parameters('secretsToSet'), createArray())))[copyIndex()])).secretUri]"
-                        }
-                      }
-                    }
-                  }
-                }
-              },
-              "dependsOn": [
-                "searchService"
-              ]
-            }
-          },
-          "outputs": {
-            "name": {
-              "type": "string",
-              "metadata": {
-                "description": "The name of the search service."
-              },
-              "value": "[parameters('name')]"
-            },
-            "resourceId": {
-              "type": "string",
-              "metadata": {
-                "description": "The resource ID of the search service."
-              },
-              "value": "[resourceId('Microsoft.Search/searchServices', parameters('name'))]"
-            },
-            "resourceGroupName": {
-              "type": "string",
-              "metadata": {
-                "description": "The name of the resource group the search service was created in."
-              },
-              "value": "[resourceGroup().name]"
-            },
-            "systemAssignedMIPrincipalId": {
-              "type": "string",
-              "nullable": true,
-              "metadata": {
-                "description": "The principal ID of the system assigned identity."
-              },
-              "value": "[tryGet(tryGet(reference('searchService', '2025-02-01-preview', 'full'), 'identity'), 'principalId')]"
-            },
-            "location": {
-              "type": "string",
-              "metadata": {
-                "description": "The location the resource was deployed into."
-              },
-              "value": "[reference('searchService', '2025-02-01-preview', 'full').location]"
-            },
-            "endpoint": {
-              "type": "string",
-              "metadata": {
-                "description": "The endpoint of the search service."
-              },
-              "value": "[reference('searchService').endpoint]"
-            },
-            "privateEndpoints": {
-              "type": "array",
-              "items": {
-                "$ref": "#/definitions/privateEndpointOutputType"
-              },
-              "metadata": {
-                "description": "The private endpoints of the search service."
-              },
-              "copy": {
-                "count": "[length(coalesce(parameters('privateEndpoints'), createArray()))]",
-                "input": {
-                  "name": "[reference(format('searchService_privateEndpoints[{0}]', copyIndex())).outputs.name.value]",
-                  "resourceId": "[reference(format('searchService_privateEndpoints[{0}]', copyIndex())).outputs.resourceId.value]",
-                  "groupId": "[tryGet(tryGet(reference(format('searchService_privateEndpoints[{0}]', copyIndex())).outputs, 'groupId'), 'value')]",
-                  "customDnsConfigs": "[reference(format('searchService_privateEndpoints[{0}]', copyIndex())).outputs.customDnsConfigs.value]",
-                  "networkInterfaceResourceIds": "[reference(format('searchService_privateEndpoints[{0}]', copyIndex())).outputs.networkInterfaceResourceIds.value]"
-                }
-              }
-            },
-            "exportedSecrets": {
-              "$ref": "#/definitions/secretsOutputType",
-              "metadata": {
-                "description": "A hashtable of references to the secrets exported to the provided Key Vault. The key of each reference is each secret's name."
-              },
-              "value": "[if(not(equals(parameters('secretsExportConfiguration'), null())), toObject(reference('secretsExport').outputs.secretsSet.value, lambda('secret', last(split(lambdaVariables('secret').secretResourceId, '/'))), lambda('secret', lambdaVariables('secret'))), createObject())]"
-            },
-            "primaryKey": {
-              "type": "securestring",
-              "metadata": {
-                "description": "The primary admin API key of the search service."
-              },
-              "value": "[listAdminKeys('searchService', '2025-02-01-preview').primaryKey]"
-            },
-            "secondaryKey": {
-              "type": "securestring",
-              "metadata": {
-                "description": "The secondaryKey admin API key of the search service."
-              },
-              "value": "[listAdminKeys('searchService', '2025-02-01-preview').secondaryKey]"
-            }
-          }
-        }
-      },
-      "dependsOn": [
-        "aiFoundryAiServicesProject",
-        "existingAiFoundryAiServicesProject",
-        "searchService",
-        "userAssignedIdentity"
-      ]
-    },
-    "aiSearchFoundryConnection": {
-      "type": "Microsoft.Resources/deployments",
-      "apiVersion": "2025-04-01",
-      "name": "[take(format('aifp-srch-connection.{0}', variables('solutionSuffix')), 64)]",
-      "subscriptionId": "[variables('aiFoundryAiServicesSubscriptionId')]",
-      "resourceGroup": "[variables('aiFoundryAiServicesResourceGroupName')]",
-      "properties": {
-        "expressionEvaluationOptions": {
-          "scope": "inner"
-        },
-        "mode": "Incremental",
-        "parameters": {
-          "aiFoundryProjectName": "[if(variables('useExistingAiFoundryAiProject'), createObject('value', variables('aiFoundryAiProjectResourceName')), createObject('value', reference('aiFoundryAiServicesProject').outputs.name.value))]",
-          "aiFoundryName": {
-            "value": "[variables('aiFoundryAiServicesResourceName')]"
-          },
-          "aifSearchConnectionName": {
-            "value": "[variables('aiSearchConnectionName')]"
-          },
-          "searchServiceResourceId": {
-            "value": "[reference('searchService').outputs.resourceId.value]"
-          },
-          "searchServiceLocation": {
-            "value": "[reference('searchService').outputs.location.value]"
+          "searchServiceLocation": {
+            "value": "[reference('searchService', '2024-06-01-preview', 'full').location]"
           },
           "searchServiceName": {
-            "value": "[reference('searchService').outputs.name.value]"
+            "value": "[variables('searchServiceName')]"
           },
           "searchApiKey": {
-            "value": "[listOutputsWithSecureValues('searchService', '2025-04-01').primaryKey]"
+            "value": "[listAdminKeys('searchService', '2024-06-01-preview').primaryKey]"
           }
         },
         "template": {
@@ -47137,7 +44780,7 @@
             "value": [
               {
                 "name": "AzureAISearchAPIKey",
-                "value": "[listOutputsWithSecureValues('searchService', '2025-04-01').primaryKey]"
+                "value": "[listAdminKeys('searchService', '2024-06-01-preview').primaryKey]"
               }
             ]
           },
@@ -50296,11 +47939,11 @@
     },
     "AZURE_AI_SEARCH_ENDPOINT": {
       "type": "string",
-      "value": "[reference('searchService').outputs.endpoint.value]"
+      "value": "[reference('searchServiceUpdate').outputs.endpoint.value]"
     },
     "AZURE_AI_SEARCH_NAME": {
       "type": "string",
-      "value": "[reference('searchService').outputs.name.value]"
+      "value": "[variables('searchServiceName')]"
     },
     "COSMOSDB_ENDPOINT": {
       "type": "string",
@@ -50364,7 +48007,7 @@
     },
     "AZURE_SEARCH_ENDPOINT": {
       "type": "string",
-      "value": "[reference('searchService').outputs.endpoint.value]"
+      "value": "[reference('searchServiceUpdate').outputs.endpoint.value]"
     },
     "AZURE_CLIENT_ID": {
       "type": "string",

From ca417b30d1eb64dd20818d598698c628715179d0 Mon Sep 17 00:00:00 2001
From: Ayaz-Microsoft <v-ayazkhan@microsoft.com>
Date: Thu, 26 Feb 2026 14:44:48 +0530
Subject: [PATCH 20/30] Update dependencies: semantic-kernel to 1.39.4 and mcp
 to 1.26.0

---
 src/backend/pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/backend/pyproject.toml b/src/backend/pyproject.toml
index ceb68657..55f77401 100644
--- a/src/backend/pyproject.toml
+++ b/src/backend/pyproject.toml
@@ -27,11 +27,11 @@ dependencies = [
     "pytest-cov==5.0.0",
     "python-dotenv==1.1.1",
     "python-multipart==0.0.20",
-    "semantic-kernel==1.39.3",
+    "semantic-kernel==1.39.4",
     "uvicorn==0.35.0",
     "pylint-pydantic==0.3.5",
     "pexpect==4.9.0",
-    "mcp==1.23.0",
+    "mcp==1.26.0",
     "werkzeug==3.1.5",
     "azure-core==1.38.0",
     "agent-framework>=1.0.0b251105",

From 6601a4e749f0f0b780aad02f200fe78d6fbe5d43 Mon Sep 17 00:00:00 2001
From: Ayaz-Microsoft <v-ayazkhan@microsoft.com>
Date: Thu, 26 Feb 2026 15:14:33 +0530
Subject: [PATCH 21/30] Update mcp to version 1.26.0 and semantic-kernel to
 version 1.39.4

---
 src/backend/uv.lock | 21 +++++++++------------
 1 file changed, 9 insertions(+), 12 deletions(-)

diff --git a/src/backend/uv.lock b/src/backend/uv.lock
index 20bcdb6e..80f3e0e6 100644
--- a/src/backend/uv.lock
+++ b/src/backend/uv.lock
@@ -776,7 +776,7 @@ requires-dist = [
     { name = "azure-monitor-opentelemetry", specifier = "==1.7.0" },
     { name = "azure-search-documents", specifier = "==11.5.3" },
     { name = "fastapi", specifier = "==0.116.1" },
-    { name = "mcp", specifier = "==1.23.0" },
+    { name = "mcp", specifier = "==1.26.0" },
     { name = "openai", specifier = "==1.105.0" },
     { name = "opentelemetry-api", specifier = "==1.36.0" },
     { name = "opentelemetry-exporter-otlp-proto-grpc", specifier = "==1.36.0" },
@@ -791,7 +791,7 @@ requires-dist = [
     { name = "pytest-cov", specifier = "==5.0.0" },
     { name = "python-dotenv", specifier = "==1.1.1" },
     { name = "python-multipart", specifier = "==0.0.20" },
-    { name = "semantic-kernel", specifier = "==1.39.3" },
+    { name = "semantic-kernel", specifier = "==1.39.4" },
     { name = "uvicorn", specifier = "==0.35.0" },
     { name = "werkzeug", specifier = "==3.1.5" },
 ]
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@@ -1976,7 +1972,7 @@ wheels = [
 
 [[package]]
 name = "mcp"
-version = "1.23.0"
+version = "1.26.0"
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 dependencies = [
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@@ -1994,9 +1990,9 @@ dependencies = [
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     { name = "uvicorn", marker = "sys_platform != 'emscripten'" },
 ]
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 [package.optional-dependencies]
@@ -3946,7 +3942,7 @@ wheels = [
 
 [[package]]
 name = "semantic-kernel"
-version = "1.39.3"
+version = "1.39.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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@@ -3957,6 +3953,7 @@ dependencies = [
     { name = "cloudevents" },
     { name = "defusedxml" },
     { name = "jinja2" },
+    { name = "mcp" },
     { name = "nest-asyncio" },
     { name = "numpy" },
     { name = "openai" },
@@ -3972,9 +3969,9 @@ dependencies = [
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     { name = "websockets" },
 ]
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 [[package]]

From f1fcee5d66dce25a375e415c16bee34bc1affbf7 Mon Sep 17 00:00:00 2001
From: Ayaz-Microsoft <v-ayazkhan@microsoft.com>
Date: Thu, 26 Feb 2026 17:10:24 +0530
Subject: [PATCH 22/30] fix: dependabot vulnerabilities

---
 src/backend/pyproject.toml     |   8 +-
 src/backend/requirements.txt   |   2 +-
 src/backend/uv.lock            | 335 +++++++++++++++++----------------
 src/frontend/package-lock.json |  18 +-
 src/frontend/package.json      |   4 +-
 src/mcp_server/pyproject.toml  |   4 +-
 src/mcp_server/uv.lock         | 125 ++++++------
 7 files changed, 256 insertions(+), 240 deletions(-)

diff --git a/src/backend/pyproject.toml b/src/backend/pyproject.toml
index 55f77401..be05a724 100644
--- a/src/backend/pyproject.toml
+++ b/src/backend/pyproject.toml
@@ -26,7 +26,7 @@ dependencies = [
     "pytest-asyncio==0.24.0",
     "pytest-cov==5.0.0",
     "python-dotenv==1.1.1",
-    "python-multipart==0.0.20",
+    "python-multipart==0.0.22",
     "semantic-kernel==1.39.4",
     "uvicorn==0.35.0",
     "pylint-pydantic==0.3.5",
@@ -35,4 +35,10 @@ dependencies = [
     "werkzeug==3.1.5",
     "azure-core==1.38.0",
     "agent-framework>=1.0.0b251105",
+    "urllib3==2.6.3",
+    "protobuf==5.29.6",
+    "cryptography==46.0.5",
+    "aiohttp==3.13.3",
+    "pyasn1==0.6.2",
+    "nltk==3.9.3",
 ]
diff --git a/src/backend/requirements.txt b/src/backend/requirements.txt
index b785f477..3c098753 100644
--- a/src/backend/requirements.txt
+++ b/src/backend/requirements.txt
@@ -14,7 +14,7 @@ opentelemetry-instrumentation-fastapi
 opentelemetry-instrumentation-openai
 opentelemetry-exporter-otlp-proto-http
 
-semantic-kernel[azure]==1.32.2
+semantic-kernel[azure]==1.39.4
 azure-ai-projects==1.0.0b11
 openai==1.84.0 
 azure-ai-inference==1.0.0b9 
diff --git a/src/backend/uv.lock b/src/backend/uv.lock
index 80f3e0e6..1a678fb4 100644
--- a/src/backend/uv.lock
+++ b/src/backend/uv.lock
@@ -238,7 +238,7 @@ wheels = [
 
 [[package]]
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-version = "3.13.2"
+version = "3.13.3"
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@@ -249,93 +249,93 @@ dependencies = [
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@@ -731,6 +731,7 @@ version = "0.1.0"
 source = { virtual = "." }
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+    { name = "aiohttp" },
     { name = "azure-ai-agents" },
     { name = "azure-ai-evaluation" },
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     { name = "azure-monitor-opentelemetry" },
     { name = "azure-search-documents" },
+    { name = "cryptography" },
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+    { name = "nltk" },
     { name = "openai" },
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@@ -751,6 +754,8 @@ dependencies = [
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     { name = "opentelemetry-sdk" },
     { name = "pexpect" },
+    { name = "protobuf" },
+    { name = "pyasn1" },
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@@ -758,6 +763,7 @@ dependencies = [
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@@ -765,6 +771,7 @@ dependencies = [
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index cec7e962..ab014b2d 100644
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@@ -834,7 +829,9 @@ wheels = [
 name = "macae-mcp-server"
 source = { editable = "." }
 dependencies = [
+    { name = "azure-core" },
     { name = "azure-identity" },
+    { name = "cryptography" },
     { name = "fastmcp" },
     { name = "httpx" },
     { name = "pydantic" },
@@ -854,7 +851,9 @@ dev = [
 
 [package.metadata]
 requires-dist = [
+    { name = "azure-core", specifier = "==1.38.0" },
     { name = "azure-identity", specifier = "==1.19.0" },
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     { name = "pytest-asyncio", marker = "extra == 'dev'", specifier = "==0.24.0" },
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     { name = "uvicorn", extras = ["standard"], specifier = "==0.38.0" },
     { name = "werkzeug", specifier = "==3.1.5" },
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 source = { registry = "https://pypi.org/simple" }
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+sdist = { url = "https://files.pythonhosted.org/packages/94/01/979e98d542a70714b0cb2b6728ed0b7c46792b695e3eaec3e20711271ca3/python_multipart-0.0.22.tar.gz", hash = "sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58", size = 37612, upload-time = "2026-01-25T10:15:56.219Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/13/6b/b60f47101ba2cac66b4a83246630e68ae9bbe2e614cbae5f4465f46dee13/python_multipart-0.0.18-py3-none-any.whl", hash = "sha256:efe91480f485f6a361427a541db4796f9e1591afc0fb8e7a4ba06bfbc6708996", size = 24389, upload-time = "2024-11-28T19:16:00.947Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/d0/397f9626e711ff749a95d96b7af99b9c566a9bb5129b8e4c10fc4d100304/python_multipart-0.0.22-py3-none-any.whl", hash = "sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155", size = 24579, upload-time = "2026-01-25T10:15:54.811Z" },
 ]
 
 [[package]]

From 1f34901facdbbbbd25337025623f5bf3743e8c69 Mon Sep 17 00:00:00 2001
From: Ayaz-Microsoft <v-ayazkhan@microsoft.com>
Date: Thu, 26 Feb 2026 17:23:55 +0530
Subject: [PATCH 23/30] update azure-ai-projects version to 1.0.0b12 in
 dependencies

---
 src/backend/pyproject.toml   | 2 +-
 src/backend/requirements.txt | 2 +-
 src/backend/uv.lock          | 8 ++++----
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/src/backend/pyproject.toml b/src/backend/pyproject.toml
index be05a724..1e973501 100644
--- a/src/backend/pyproject.toml
+++ b/src/backend/pyproject.toml
@@ -7,7 +7,7 @@ requires-python = ">=3.11"
 dependencies = [
     "azure-ai-evaluation==1.11.0",
     "azure-ai-inference==1.0.0b9",
-    "azure-ai-projects==1.0.0",
+    "azure-ai-projects==1.0.0b12",
     "azure-ai-agents==1.2.0b5",
     "azure-cosmos==4.9.0",
     "azure-identity==1.24.0",
diff --git a/src/backend/requirements.txt b/src/backend/requirements.txt
index 3c098753..f57fe75e 100644
--- a/src/backend/requirements.txt
+++ b/src/backend/requirements.txt
@@ -15,7 +15,7 @@ opentelemetry-instrumentation-openai
 opentelemetry-exporter-otlp-proto-http
 
 semantic-kernel[azure]==1.39.4
-azure-ai-projects==1.0.0b11
+azure-ai-projects==1.0.0b12
 openai==1.84.0 
 azure-ai-inference==1.0.0b9 
 azure-search-documents 
diff --git a/src/backend/uv.lock b/src/backend/uv.lock
index 1a678fb4..0302117f 100644
--- a/src/backend/uv.lock
+++ b/src/backend/uv.lock
@@ -563,7 +563,7 @@ wheels = [
 
 [[package]]
 name = "azure-ai-projects"
-version = "1.0.0"
+version = "1.0.0b12"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "azure-ai-agents" },
@@ -572,9 +572,9 @@ dependencies = [
     { name = "isodate" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/dd/95/9c04cb5f658c7f856026aa18432e0f0fa254ead2983a3574a0f5558a7234/azure_ai_projects-1.0.0.tar.gz", hash = "sha256:b5f03024ccf0fd543fbe0f5abcc74e45b15eccc1c71ab87fc71c63061d9fd63c", size = 130798, upload-time = "2025-07-31T02:09:27.912Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/a5/57/9a89c1978ec9ce29a3be454b83b66885982261762d7a436cad73c47c9225/azure_ai_projects-1.0.0b12.tar.gz", hash = "sha256:1a3784e4be6af3b0fc76e9e4a64158a38f6679fe3a1f8b9c33f12bc8914ae36c", size = 144358, upload-time = "2025-06-27T04:12:48.334Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b5/db/7149cdf71e12d9737f186656176efc94943ead4f205671768c1549593efe/azure_ai_projects-1.0.0-py3-none-any.whl", hash = "sha256:81369ed7a2f84a65864f57d3fa153e16c30f411a1504d334e184fb070165a3fa", size = 115188, upload-time = "2025-07-31T02:09:29.362Z" },
+    { url = "https://files.pythonhosted.org/packages/73/e4/50cd2c3bd5ab745e85a4a1bd591bf4343d6e3470580f1eadceed55fd57c0/azure_ai_projects-1.0.0b12-py3-none-any.whl", hash = "sha256:4e3d3ef275f7409ea8030e474626968848055d4b3717ff7ef03681da809c096f", size = 129783, upload-time = "2025-06-27T04:12:49.837Z" },
 ]
 
 [[package]]
@@ -775,7 +775,7 @@ requires-dist = [
     { name = "azure-ai-agents", specifier = "==1.2.0b5" },
     { name = "azure-ai-evaluation", specifier = "==1.11.0" },
     { name = "azure-ai-inference", specifier = "==1.0.0b9" },
-    { name = "azure-ai-projects", specifier = "==1.0.0" },
+    { name = "azure-ai-projects", specifier = "==1.0.0b12" },
     { name = "azure-core", specifier = "==1.38.0" },
     { name = "azure-cosmos", specifier = "==4.9.0" },
     { name = "azure-identity", specifier = "==1.24.0" },

From 310deef9f51bbc63413e3eb7faef380a52d5f470 Mon Sep 17 00:00:00 2001
From: Ayaz-Microsoft <v-ayazkhan@microsoft.com>
Date: Thu, 26 Feb 2026 17:30:21 +0530
Subject: [PATCH 24/30] update openai version to 1.105.0 in requirements

---
 src/backend/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/backend/requirements.txt b/src/backend/requirements.txt
index f57fe75e..cbd31dc3 100644
--- a/src/backend/requirements.txt
+++ b/src/backend/requirements.txt
@@ -16,7 +16,7 @@ opentelemetry-exporter-otlp-proto-http
 
 semantic-kernel[azure]==1.39.4
 azure-ai-projects==1.0.0b12
-openai==1.84.0 
+openai==1.105.0 
 azure-ai-inference==1.0.0b9 
 azure-search-documents 
 azure-ai-evaluation

From 1eed4422b5af0103941586eab4fc19de8898e05d Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Thu, 26 Feb 2026 22:55:43 +0530
Subject: [PATCH 25/30] refactor: remove API key parameter and switch to AAD
 authentication for AI Foundry connection

---
 infra/main.bicep                     |  1 -
 infra/modules/aifp-connections.bicep | 18 ++++++++++++------
 2 files changed, 12 insertions(+), 7 deletions(-)

diff --git a/infra/main.bicep b/infra/main.bicep
index b25b5a69..56dee11e 100644
--- a/infra/main.bicep
+++ b/infra/main.bicep
@@ -1759,7 +1759,6 @@ module aiSearchFoundryConnection 'modules/aifp-connections.bicep' = {
     searchServiceResourceId: searchService.id
     searchServiceLocation: searchService.location
     searchServiceName: searchService.name
-    searchApiKey: searchService.listAdminKeys().primaryKey
   }
   dependsOn: [
     aiFoundryAiServices
diff --git a/infra/modules/aifp-connections.bicep b/infra/modules/aifp-connections.bicep
index 8afa883b..25af6383 100644
--- a/infra/modules/aifp-connections.bicep
+++ b/infra/modules/aifp-connections.bicep
@@ -1,21 +1,27 @@
+@description('Name of the AI Foundry search connection')
 param aifSearchConnectionName string
+
+@description('Name of the Azure AI Search service')
 param searchServiceName string
+
+@description('Resource ID of the Azure AI Search service')
 param searchServiceResourceId string
+
+@description('Location/region of the Azure AI Search service')
 param searchServiceLocation string
+
+@description('Name of the AI Foundry account')
 param aiFoundryName string
+
+@description('Name of the AI Foundry project')
 param aiFoundryProjectName string
-@secure()
-param searchApiKey string
 
 resource aiSearchFoundryConnection 'Microsoft.CognitiveServices/accounts/projects/connections@2025-04-01-preview' = {
   name: '${aiFoundryName}/${aiFoundryProjectName}/${aifSearchConnectionName}'
   properties: {
     category: 'CognitiveSearch'
     target: 'https://${searchServiceName}.search.windows.net'
-    authType: 'ApiKey'
-    credentials: {
-      key: searchApiKey
-    }
+    authType: 'AAD'
     isSharedToAll: true
     metadata: {
       ApiType: 'Azure'

From 3648a945d0739977ba0bd9ff93cb7fb38aa124da Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Fri, 27 Feb 2026 00:10:19 +0530
Subject: [PATCH 26/30] refactor: remove Azure AI Search API key references and
 switch to AAD authentication

---
 infra/main.bicep        | 27 ++------------
 infra/main.json         | 83 ++++++++++++++++-------------------------
 infra/main_custom.bicep | 21 +----------
 3 files changed, 37 insertions(+), 94 deletions(-)

diff --git a/infra/main.bicep b/infra/main.bicep
index 56dee11e..3e48d474 100644
--- a/infra/main.bicep
+++ b/infra/main.bicep
@@ -1330,10 +1330,6 @@ module containerApp 'br/public:avm/res/app/container-app:0.18.1' = {
             name: 'SUPPORTED_MODELS'
             value: '["o3","o4-mini","gpt-4.1","gpt-4.1-mini"]'
           }
-          {
-            name: 'AZURE_AI_SEARCH_API_KEY'
-            secretRef: 'azure-ai-search-api-key'
-          }
           {
             name: 'AZURE_STORAGE_BLOB_URL'
             value: avmStorageAccount.outputs.serviceEndpoints.blob
@@ -1369,13 +1365,7 @@ module containerApp 'br/public:avm/res/app/container-app:0.18.1' = {
         ]
       }
     ]
-    secrets: [
-      {
-        name: 'azure-ai-search-api-key'
-        keyVaultUrl: keyvault.outputs.secrets[0].uriWithVersion
-        identity: userAssignedIdentity.outputs.resourceId
-      }
-    ]
+    secrets: []
   }
 }
 
@@ -1675,12 +1665,7 @@ module searchServiceUpdate 'br/public:avm/res/search/search-service:0.11.1' = {
   name: take('avm.res.search.update.${solutionSuffix}', 64)
   params: {
     name: searchServiceName
-    authOptions: {
-      aadOrApiKey: {
-        aadAuthFailureMode: 'http401WithBearerChallenge'
-      }
-    }
-    disableLocalAuth: false
+    disableLocalAuth: true
     hostingMode: 'default'
     managedIdentities: {
       systemAssigned: true
@@ -1809,12 +1794,7 @@ module keyvault 'br/public:avm/res/key-vault/vault:0.12.1' = {
         roleDefinitionIdOrName: 'Key Vault Administrator'
       }
     ]
-    secrets: [
-      {
-        name: 'AzureAISearchAPIKey'
-        value: searchService.listAdminKeys().primaryKey
-      }
-    ]
+    secrets: []
     enableTelemetry: enableTelemetry
   }
 }
@@ -1864,7 +1844,6 @@ output REASONING_MODEL_NAME string = aiFoundryAiServicesReasoningModelDeployment
 output MCP_SERVER_NAME string = 'MacaeMcpServer'
 output MCP_SERVER_DESCRIPTION string = 'MCP server with greeting, HR, and planning tools'
 output SUPPORTED_MODELS string = '["o3","o4-mini","gpt-4.1","gpt-4.1-mini"]'
-output AZURE_AI_SEARCH_API_KEY string = '<Deployed-Search-ApiKey>'
 output BACKEND_URL string = 'https://${containerApp.outputs.fqdn}'
 output AZURE_AI_PROJECT_ENDPOINT string = aiFoundryAiProjectEndpoint
 output AZURE_AI_AGENT_ENDPOINT string = aiFoundryAiProjectEndpoint
diff --git a/infra/main.json b/infra/main.json
index a9b8af6b..19cf8a1f 100644
--- a/infra/main.json
+++ b/infra/main.json
@@ -6,10 +6,10 @@
     "_generator": {
       "name": "bicep",
       "version": "0.40.2.10011",
-      "templateHash": "16839096090855786967"
+      "templateHash": "17476534152468179054"
     },
     "name": "Multi-Agent Custom Automation Engine",
-    "description": "This module contains the resources required to deploy the [Multi-Agent Custom Automation Engine solution accelerator](https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator) for both Sandbox environments and WAF aligned environments.\n\n> **Note:** This module is not intended for broad, generic use, as it was designed by the Commercial Solution Areas CTO team, as a Microsoft Solution Accelerator. Feature requests and bug fix requests are welcome if they support the needs of this organization but may not be incorporated if they aim to make this module more generic than what it needs to be for its primary use case. This module will likely be updated to leverage AVM resource modules in the future. This may result in breaking changes in upcoming versions when these features are implemented.\n"
+    "description": "This module contains the resources required to deploy the [Multi-Agent Custom Automation Engine solution accelerator](https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator) for both Sandbox environments and WAF aligned environments.\r\n\r\n> **Note:** This module is not intended for broad, generic use, as it was designed by the Commercial Solution Areas CTO team, as a Microsoft Solution Accelerator. Feature requests and bug fix requests are welcome if they support the needs of this organization but may not be incorporated if they aim to make this module more generic than what it needs to be for its primary use case. This module will likely be updated to leverage AVM resource modules in the future. This may result in breaking changes in upcoming versions when these features are implemented.\r\n"
   },
   "parameters": {
     "solutionName": {
@@ -25441,8 +25441,8 @@
       },
       "dependsOn": [
         "[format('avmPrivateDnsZones[{0}]', variables('dnsZoneIndex').openAI)]",
-        "[format('avmPrivateDnsZones[{0}]', variables('dnsZoneIndex').cognitiveServices)]",
         "[format('avmPrivateDnsZones[{0}]', variables('dnsZoneIndex').aiServices)]",
+        "[format('avmPrivateDnsZones[{0}]', variables('dnsZoneIndex').cognitiveServices)]",
         "logAnalyticsWorkspace",
         "userAssignedIdentity",
         "virtualNetwork"
@@ -30521,10 +30521,6 @@
                     "name": "SUPPORTED_MODELS",
                     "value": "[[\"o3\",\"o4-mini\",\"gpt-4.1\",\"gpt-4.1-mini\"]"
                   },
-                  {
-                    "name": "AZURE_AI_SEARCH_API_KEY",
-                    "secretRef": "azure-ai-search-api-key"
-                  },
                   {
                     "name": "AZURE_STORAGE_BLOB_URL",
                     "value": "[reference('avmStorageAccount').outputs.serviceEndpoints.value.blob]"
@@ -30562,13 +30558,7 @@
             ]
           },
           "secrets": {
-            "value": [
-              {
-                "name": "azure-ai-search-api-key",
-                "keyVaultUrl": "[reference('keyvault').outputs.secrets.value[0].uriWithVersion]",
-                "identity": "[reference('userAssignedIdentity').outputs.resourceId.value]"
-              }
-            ]
+            "value": []
           }
         },
         "template": {
@@ -32140,7 +32130,6 @@
         "containerAppEnvironment",
         "containerAppMcp",
         "existingAiFoundryAiServicesProject",
-        "keyvault",
         "searchServiceUpdate",
         "userAssignedIdentity"
       ]
@@ -42268,15 +42257,8 @@
           "name": {
             "value": "[variables('searchServiceName')]"
           },
-          "authOptions": {
-            "value": {
-              "aadOrApiKey": {
-                "aadAuthFailureMode": "http401WithBearerChallenge"
-              }
-            }
-          },
           "disableLocalAuth": {
-            "value": false
+            "value": true
           },
           "hostingMode": {
             "value": "default"
@@ -44654,9 +44636,6 @@
           },
           "searchServiceName": {
             "value": "[variables('searchServiceName')]"
-          },
-          "searchApiKey": {
-            "value": "[listAdminKeys('searchService', '2024-06-01-preview').primaryKey]"
           }
         },
         "template": {
@@ -44666,30 +44645,45 @@
             "_generator": {
               "name": "bicep",
               "version": "0.40.2.10011",
-              "templateHash": "14874963049736669838"
+              "templateHash": "15348022841521786626"
             }
           },
           "parameters": {
             "aifSearchConnectionName": {
-              "type": "string"
+              "type": "string",
+              "metadata": {
+                "description": "Name of the AI Foundry search connection"
+              }
             },
             "searchServiceName": {
-              "type": "string"
+              "type": "string",
+              "metadata": {
+                "description": "Name of the Azure AI Search service"
+              }
             },
             "searchServiceResourceId": {
-              "type": "string"
+              "type": "string",
+              "metadata": {
+                "description": "Resource ID of the Azure AI Search service"
+              }
             },
             "searchServiceLocation": {
-              "type": "string"
+              "type": "string",
+              "metadata": {
+                "description": "Location/region of the Azure AI Search service"
+              }
             },
             "aiFoundryName": {
-              "type": "string"
+              "type": "string",
+              "metadata": {
+                "description": "Name of the AI Foundry account"
+              }
             },
             "aiFoundryProjectName": {
-              "type": "string"
-            },
-            "searchApiKey": {
-              "type": "securestring"
+              "type": "string",
+              "metadata": {
+                "description": "Name of the AI Foundry project"
+              }
             }
           },
           "resources": [
@@ -44700,10 +44694,7 @@
               "properties": {
                 "category": "CognitiveSearch",
                 "target": "[format('https://{0}.search.windows.net', parameters('searchServiceName'))]",
-                "authType": "ApiKey",
-                "credentials": {
-                  "key": "[parameters('searchApiKey')]"
-                },
+                "authType": "AAD",
                 "isSharedToAll": true,
                 "metadata": {
                   "ApiType": "Azure",
@@ -44777,12 +44768,7 @@
             ]
           },
           "secrets": {
-            "value": [
-              {
-                "name": "AzureAISearchAPIKey",
-                "value": "[listAdminKeys('searchService', '2024-06-01-preview').primaryKey]"
-              }
-            ]
+            "value": []
           },
           "enableTelemetry": {
             "value": "[parameters('enableTelemetry')]"
@@ -47908,7 +47894,6 @@
       "dependsOn": [
         "[format('avmPrivateDnsZones[{0}]', variables('dnsZoneIndex').keyVault)]",
         "logAnalyticsWorkspace",
-        "searchService",
         "userAssignedIdentity",
         "virtualNetwork"
       ]
@@ -48041,10 +48026,6 @@
       "type": "string",
       "value": "[[\"o3\",\"o4-mini\",\"gpt-4.1\",\"gpt-4.1-mini\"]"
     },
-    "AZURE_AI_SEARCH_API_KEY": {
-      "type": "string",
-      "value": "<Deployed-Search-ApiKey>"
-    },
     "BACKEND_URL": {
       "type": "string",
       "value": "[format('https://{0}', reference('containerApp').outputs.fqdn.value)]"
diff --git a/infra/main_custom.bicep b/infra/main_custom.bicep
index bc513449..a6fb56a2 100644
--- a/infra/main_custom.bicep
+++ b/infra/main_custom.bicep
@@ -1365,10 +1365,6 @@ module containerApp 'br/public:avm/res/app/container-app:0.18.1' = {
             name: 'SUPPORTED_MODELS'
             value: '["o3","o4-mini","gpt-4.1","gpt-4.1-mini"]'
           }
-          {
-            name: 'AZURE_AI_SEARCH_API_KEY'
-            secretRef: 'azure-ai-search-api-key'
-          }
           {
             name: 'AZURE_STORAGE_BLOB_URL'
             value: avmStorageAccount.outputs.serviceEndpoints.blob
@@ -1412,13 +1408,7 @@ module containerApp 'br/public:avm/res/app/container-app:0.18.1' = {
         ]
       }
     ]
-    secrets: [
-      {
-        name: 'azure-ai-search-api-key'
-        keyVaultUrl: keyvault.outputs.secrets[0].uriWithVersion
-        identity: userAssignedIdentity.outputs.resourceId
-      }
-    ]
+    secrets: []
   }
 }
 
@@ -1801,7 +1791,6 @@ module aiSearchFoundryConnection 'modules/aifp-connections.bicep' = {
     searchServiceResourceId: searchService.outputs.resourceId
     searchServiceLocation: searchService.outputs.location
     searchServiceName: searchService.outputs.name
-    searchApiKey: searchService.outputs.primaryKey
   }
   dependsOn: [
     aiFoundryAiServices
@@ -1852,12 +1841,7 @@ module keyvault 'br/public:avm/res/key-vault/vault:0.12.1' = {
         roleDefinitionIdOrName: 'Key Vault Administrator'
       }
     ]
-    secrets: [
-      {
-        name: 'AzureAISearchAPIKey'
-        value: searchService.outputs.primaryKey
-      }
-    ]
+    secrets: []
     enableTelemetry: enableTelemetry
   }
 }
@@ -1908,7 +1892,6 @@ output REASONING_MODEL_NAME string = aiFoundryAiServicesReasoningModelDeployment
 output MCP_SERVER_NAME string = 'MacaeMcpServer'
 output MCP_SERVER_DESCRIPTION string = 'MCP server with greeting, HR, and planning tools'
 output SUPPORTED_MODELS string = '["o3","o4-mini","gpt-4.1","gpt-4.1-mini"]'
-output AZURE_AI_SEARCH_API_KEY string = '<Deployed-Search-ApiKey>'
 output BACKEND_URL string = 'https://${containerApp.outputs.fqdn}'
 output AZURE_AI_PROJECT_ENDPOINT string = aiFoundryAiProjectEndpoint
 output AZURE_AI_AGENT_ENDPOINT string = aiFoundryAiProjectEndpoint

From bb9b76c91fc125b76dec422709b9b23221254cc5 Mon Sep 17 00:00:00 2001
From: Ayaz-Microsoft <v-ayazkhan@microsoft.com>
Date: Fri, 27 Feb 2026 00:10:19 +0530
Subject: [PATCH 27/30] update azure-ai-projects version to 1.0.0

---
 src/backend/pyproject.toml   | 2 +-
 src/backend/requirements.txt | 2 +-
 src/backend/uv.lock          | 8 ++++----
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/src/backend/pyproject.toml b/src/backend/pyproject.toml
index 1e973501..be05a724 100644
--- a/src/backend/pyproject.toml
+++ b/src/backend/pyproject.toml
@@ -7,7 +7,7 @@ requires-python = ">=3.11"
 dependencies = [
     "azure-ai-evaluation==1.11.0",
     "azure-ai-inference==1.0.0b9",
-    "azure-ai-projects==1.0.0b12",
+    "azure-ai-projects==1.0.0",
     "azure-ai-agents==1.2.0b5",
     "azure-cosmos==4.9.0",
     "azure-identity==1.24.0",
diff --git a/src/backend/requirements.txt b/src/backend/requirements.txt
index cbd31dc3..b7c42b45 100644
--- a/src/backend/requirements.txt
+++ b/src/backend/requirements.txt
@@ -15,7 +15,7 @@ opentelemetry-instrumentation-openai
 opentelemetry-exporter-otlp-proto-http
 
 semantic-kernel[azure]==1.39.4
-azure-ai-projects==1.0.0b12
+azure-ai-projects==1.0.0
 openai==1.105.0 
 azure-ai-inference==1.0.0b9 
 azure-search-documents 
diff --git a/src/backend/uv.lock b/src/backend/uv.lock
index 0302117f..1a678fb4 100644
--- a/src/backend/uv.lock
+++ b/src/backend/uv.lock
@@ -563,7 +563,7 @@ wheels = [
 
 [[package]]
 name = "azure-ai-projects"
-version = "1.0.0b12"
+version = "1.0.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "azure-ai-agents" },
@@ -572,9 +572,9 @@ dependencies = [
     { name = "isodate" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a5/57/9a89c1978ec9ce29a3be454b83b66885982261762d7a436cad73c47c9225/azure_ai_projects-1.0.0b12.tar.gz", hash = "sha256:1a3784e4be6af3b0fc76e9e4a64158a38f6679fe3a1f8b9c33f12bc8914ae36c", size = 144358, upload-time = "2025-06-27T04:12:48.334Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/dd/95/9c04cb5f658c7f856026aa18432e0f0fa254ead2983a3574a0f5558a7234/azure_ai_projects-1.0.0.tar.gz", hash = "sha256:b5f03024ccf0fd543fbe0f5abcc74e45b15eccc1c71ab87fc71c63061d9fd63c", size = 130798, upload-time = "2025-07-31T02:09:27.912Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/73/e4/50cd2c3bd5ab745e85a4a1bd591bf4343d6e3470580f1eadceed55fd57c0/azure_ai_projects-1.0.0b12-py3-none-any.whl", hash = "sha256:4e3d3ef275f7409ea8030e474626968848055d4b3717ff7ef03681da809c096f", size = 129783, upload-time = "2025-06-27T04:12:49.837Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/db/7149cdf71e12d9737f186656176efc94943ead4f205671768c1549593efe/azure_ai_projects-1.0.0-py3-none-any.whl", hash = "sha256:81369ed7a2f84a65864f57d3fa153e16c30f411a1504d334e184fb070165a3fa", size = 115188, upload-time = "2025-07-31T02:09:29.362Z" },
 ]
 
 [[package]]
@@ -775,7 +775,7 @@ requires-dist = [
     { name = "azure-ai-agents", specifier = "==1.2.0b5" },
     { name = "azure-ai-evaluation", specifier = "==1.11.0" },
     { name = "azure-ai-inference", specifier = "==1.0.0b9" },
-    { name = "azure-ai-projects", specifier = "==1.0.0b12" },
+    { name = "azure-ai-projects", specifier = "==1.0.0" },
     { name = "azure-core", specifier = "==1.38.0" },
     { name = "azure-cosmos", specifier = "==4.9.0" },
     { name = "azure-identity", specifier = "==1.24.0" },

From 6aabe72e97c98a3b23bc53d38ef927d31dfb2691 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 27 Feb 2026 05:28:57 +0000
Subject: [PATCH 28/30] Initial plan


From 2bde80027e7154b9435ffe3872129c12d49d590e Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 27 Feb 2026 05:31:23 +0000
Subject: [PATCH 29/30] fix: set disableLocalAuth: true in main_custom.bicep
 and fix CRLF in main.json

Co-authored-by: Abdul-Microsoft <192570837+Abdul-Microsoft@users.noreply.github.com>
---
 infra/main.json         | 2 +-
 infra/main_custom.bicep | 7 +------
 2 files changed, 2 insertions(+), 7 deletions(-)

diff --git a/infra/main.json b/infra/main.json
index 19cf8a1f..7c604321 100644
--- a/infra/main.json
+++ b/infra/main.json
@@ -9,7 +9,7 @@
       "templateHash": "17476534152468179054"
     },
     "name": "Multi-Agent Custom Automation Engine",
-    "description": "This module contains the resources required to deploy the [Multi-Agent Custom Automation Engine solution accelerator](https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator) for both Sandbox environments and WAF aligned environments.\r\n\r\n> **Note:** This module is not intended for broad, generic use, as it was designed by the Commercial Solution Areas CTO team, as a Microsoft Solution Accelerator. Feature requests and bug fix requests are welcome if they support the needs of this organization but may not be incorporated if they aim to make this module more generic than what it needs to be for its primary use case. This module will likely be updated to leverage AVM resource modules in the future. This may result in breaking changes in upcoming versions when these features are implemented.\r\n"
+    "description": "This module contains the resources required to deploy the [Multi-Agent Custom Automation Engine solution accelerator](https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator) for both Sandbox environments and WAF aligned environments.\n\n> **Note:** This module is not intended for broad, generic use, as it was designed by the Commercial Solution Areas CTO team, as a Microsoft Solution Accelerator. Feature requests and bug fix requests are welcome if they support the needs of this organization but may not be incorporated if they aim to make this module more generic than what it needs to be for its primary use case. This module will likely be updated to leverage AVM resource modules in the future. This may result in breaking changes in upcoming versions when these features are implemented.\n"
   },
   "parameters": {
     "solutionName": {
diff --git a/infra/main_custom.bicep b/infra/main_custom.bicep
index a6fb56a2..1aeebeea 100644
--- a/infra/main_custom.bicep
+++ b/infra/main_custom.bicep
@@ -1710,12 +1710,7 @@ module searchService 'br/public:avm/res/search/search-service:0.11.1' = {
   name: take('avm.res.search.search-service.${solutionSuffix}', 64)
   params: {
     name: searchServiceName
-    authOptions: {
-      aadOrApiKey: {
-        aadAuthFailureMode: 'http401WithBearerChallenge'
-      }
-    }
-    disableLocalAuth: false
+    disableLocalAuth: true
     hostingMode: 'default'
     managedIdentities: {
       systemAssigned: true

From 6a0462bb898395c7374f4933c95b60208788913a Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Fri, 27 Feb 2026 11:54:44 +0530
Subject: [PATCH 30/30] resolved pylint issues

---
 src/backend/app.py                            |  4 +--
 src/backend/v4/callbacks/response_handlers.py |  2 +-
 .../v4/magentic_agents/common/lifecycle.py    |  4 +--
 .../v4/magentic_agents/foundry_agent.py       |  1 -
 .../orchestration/human_approval_manager.py   |  4 +--
 .../v4/orchestration/orchestration_manager.py | 30 +++++++++----------
 6 files changed, 22 insertions(+), 23 deletions(-)

diff --git a/src/backend/app.py b/src/backend/app.py
index 65381236..2cf7d6a6 100644
--- a/src/backend/app.py
+++ b/src/backend/app.py
@@ -10,7 +10,7 @@
 
 
 from azure.monitor.opentelemetry import configure_azure_monitor
-#from common.config.app_config import config
+# from common.config.app_config import config
 from common.models.messages_af import UserLanguage
 
 # FastAPI imports
@@ -66,7 +66,7 @@ async def lifespan(app: FastAPI):
     )
 
 # Configure logging levels from environment variables
-#logging.basicConfig(level=getattr(logging, config.AZURE_BASIC_LOGGING_LEVEL.upper(), logging.INFO))
+# logging.basicConfig(level=getattr(logging, config.AZURE_BASIC_LOGGING_LEVEL.upper(), logging.INFO))
 
 # Configure Azure package logging levels
 azure_level = getattr(logging, config.AZURE_PACKAGE_LOGGING_LEVEL.upper(), logging.WARNING)
diff --git a/src/backend/v4/callbacks/response_handlers.py b/src/backend/v4/callbacks/response_handlers.py
index f034e416..0a817ef9 100644
--- a/src/backend/v4/callbacks/response_handlers.py
+++ b/src/backend/v4/callbacks/response_handlers.py
@@ -121,7 +121,7 @@ async def streaming_agent_response_callback(
     try:
         # Handle various streaming update object shapes
         chunk_text = getattr(update, "text", None)
-        
+
         # If text is None, don't fall back to str(update) as that would show object repr
         # Just skip if there's no actual text content
         if chunk_text is None:
diff --git a/src/backend/v4/magentic_agents/common/lifecycle.py b/src/backend/v4/magentic_agents/common/lifecycle.py
index c9093c31..b38e31ee 100644
--- a/src/backend/v4/magentic_agents/common/lifecycle.py
+++ b/src/backend/v4/magentic_agents/common/lifecycle.py
@@ -149,7 +149,7 @@ async def _after_open(self) -> None:
 
     def get_chat_client(self) -> AzureAIClient:
         """Return the underlying ChatClientProtocol (AzureAIClient).
-        
+
         Uses agent_name with use_latest_version=True to get the latest agent version.
         Agent reuse is handled automatically by the SDK via agent_name.
         """
@@ -173,7 +173,7 @@ def get_chat_client(self) -> AzureAIClient:
 
     def get_agent_id(self) -> str:
         """Generate a local agent ID for the ChatAgent wrapper.
-        
+
         The new AzureAIClient identifies agents by name (not ID) on the server side.
         This ID is only used locally for the ChatAgent wrapper instance.
         """
diff --git a/src/backend/v4/magentic_agents/foundry_agent.py b/src/backend/v4/magentic_agents/foundry_agent.py
index 6d397401..38fd0cc6 100644
--- a/src/backend/v4/magentic_agents/foundry_agent.py
+++ b/src/backend/v4/magentic_agents/foundry_agent.py
@@ -174,7 +174,6 @@ async def _create_azure_search_enabled_client(self) -> Optional[AzureAIClient]:
                 f"{self.agent_instructions} "
                 "Always use the Azure AI Search tool and configured index for knowledge retrieval."
             )
-            
 
             azure_agent = await self.project_client.agents.create_version(
                 agent_name=self.agent_name,  # Use original name
diff --git a/src/backend/v4/orchestration/human_approval_manager.py b/src/backend/v4/orchestration/human_approval_manager.py
index 00850ec2..7f33c9ac 100644
--- a/src/backend/v4/orchestration/human_approval_manager.py
+++ b/src/backend/v4/orchestration/human_approval_manager.py
@@ -85,7 +85,7 @@ def __init__(self, user_id: str, agent, *args, **kwargs):
             ORCHESTRATOR_TASK_LEDGER_PLAN_UPDATE_PROMPT + plan_append
         )
         kwargs["final_answer_prompt"] = ORCHESTRATOR_FINAL_ANSWER_PROMPT + final_append
-        
+
         # Override progress ledger prompt to discourage re-calling agents
         from agent_framework._workflows._magentic import ORCHESTRATOR_PROGRESS_LEDGER_PROMPT
         kwargs["progress_ledger_prompt"] = ORCHESTRATOR_PROGRESS_LEDGER_PROMPT + progress_append
@@ -319,4 +319,4 @@ def plan_to_obj(self, magentic_context: MagenticContext, ledger) -> MPlan:
             task=task_text,
         )
 
-        return return_plan
\ No newline at end of file
+        return return_plan
diff --git a/src/backend/v4/orchestration/orchestration_manager.py b/src/backend/v4/orchestration/orchestration_manager.py
index 6d681185..d38748d8 100644
--- a/src/backend/v4/orchestration/orchestration_manager.py
+++ b/src/backend/v4/orchestration/orchestration_manager.py
@@ -50,7 +50,7 @@ def __init__(self):
     def _extract_response_text(self, data) -> str:
         """
         Extract text content from various agent_framework response types.
-        
+
         Handles:
         - ChatMessage: Extract .text
         - AgentResponse: Extract .text
@@ -59,15 +59,15 @@ def _extract_response_text(self, data) -> str:
         """
         if data is None:
             return ""
-        
+
         # Direct ChatMessage
         if isinstance(data, ChatMessage):
             return data.text or ""
-        
+
         # Has .text attribute directly (AgentResponse, etc.)
         if hasattr(data, "text") and data.text:
             return data.text
-        
+
         # AgentExecutorResponse - has agent_response and full_conversation
         if hasattr(data, "agent_response"):
             # Try to get text from agent_response first
@@ -79,7 +79,7 @@ def _extract_response_text(self, data) -> str:
                 last_msg = data.full_conversation[-1]
                 if isinstance(last_msg, ChatMessage) and last_msg.text:
                     return last_msg.text
-        
+
         # List of items - could be AgentExecutorResponse, ChatMessage, etc.
         if isinstance(data, list) and len(data) > 0:
             texts = []
@@ -91,7 +91,7 @@ def _extract_response_text(self, data) -> str:
             if texts:
                 # Return the last non-empty response (most recent)
                 return texts[-1]
-        
+
         return ""
 
     # ---------------------------
@@ -195,12 +195,12 @@ async def init_orchestration(
 
         # Assemble workflow with callback
         storage = InMemoryCheckpointStorage()
-        
+
         # New SDK: participants() accepts a Sequence (list) of agents
         # The orchestrator uses agent.name to identify them
         participant_list = list(participants.values())
         cls.logger.info("Participants for workflow: %s", list(participants.keys()))
-        
+
         builder = (
             MagenticBuilder()
             .participants(participant_list)  # New SDK: pass as list
@@ -241,7 +241,7 @@ async def get_current_or_new_orchestration(
         """
         current = orchestration_config.get_current_orchestration(user_id)
         needs_rebuild = current is None or team_switched or force_rebuild
-        
+
         if needs_rebuild:
             if current is not None and (team_switched or force_rebuild):
                 reason = "team switched" if team_switched else "force rebuild for new task"
@@ -387,7 +387,7 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
                     event_type_name = type(event).__name__
                     if event_type_name != "AgentRunUpdateEvent":
                         self.logger.info("[EVENT] %s", event_type_name)
-                    
+
                     # Handle orchestrator events (plan, progress ledger)
                     if isinstance(event, MagenticOrchestratorEvent):
                         self.logger.info(
@@ -403,7 +403,7 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
                     elif isinstance(event, AgentRunUpdateEvent):
                         message_id = event.data.message_id if hasattr(event.data, 'message_id') else None
                         executor_id = event.executor_id
-                        
+
                         # Stream the update
                         try:
                             await streaming_agent_response_callback(
@@ -417,7 +417,7 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
                                 "Error in streaming callback for agent %s: %s",
                                 executor_id, e
                             )
-                        
+
                         # Track message for formatting
                         if message_id != last_message_id:
                             last_message_id = message_id
@@ -427,14 +427,14 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
                         agent_name = event.participant_name
                         agent_call_counts[agent_name] = agent_call_counts.get(agent_name, 0) + 1
                         call_num = agent_call_counts[agent_name]
-                        
+
                         self.logger.info(
                             "[REQUEST SENT (round %d)] to agent: %s (call #%d)",
                             event.round_index,
                             agent_name,
                             call_num
                         )
-                        
+
                         if call_num > 1:
                             self.logger.warning("Agent '%s' called %d times", agent_name, call_num)
 
@@ -448,7 +448,7 @@ async def run_orchestration(self, user_id: str, input_task) -> None:
                         # Send the agent response to the UI
                         if event.data:
                             response_text = self._extract_response_text(event.data)
-                            
+
                             if response_text:
                                 self.logger.info("Sending agent response to UI from %s", event.participant_name)
                                 agent_response_callback(