diff --git a/.env.example b/.env.example
deleted file mode 100644
index 02b3797..0000000
--- a/.env.example
+++ /dev/null
@@ -1 +0,0 @@
-OPENAI_API_KEY="openai_api_key"
\ No newline at end of file
diff --git a/.vscode/settings.json b/.vscode/settings.json
new file mode 100644
index 0000000..7e68766
--- /dev/null
+++ b/.vscode/settings.json
@@ -0,0 +1,3 @@
+{
+ "python-envs.pythonProjects": []
+}
\ No newline at end of file
diff --git a/README.md b/README.md
deleted file mode 100644
index 7d90707..0000000
--- a/README.md
+++ /dev/null
@@ -1,362 +0,0 @@
-# Python Agentic AI Chatbot
-
-**A starter template for building agentic AI applications with multi-step reasoning, tool calling, and RAG capabilities.**
-
----
-
-## 📋 Table of Contents
-
-1. [Overview](#overview)
-2. [Architecture](#architecture)
-3. [Key Features](#key-features)
-4. [Project Structure](#project-structure)
-5. [Technology Stack](#technology-stack)
-6. [Getting Started](#getting-started)
-7. [Configuration](#configuration)
-8. [Architecture Decisions](#architecture-decisions)
-9. [Extending the Project](#extending-the-project)
-10. [License](#license)
-
----
-
-## Overview
-
-This project is a **modular, extensible framework** for building agentic AI applications in Python. It follows industry best practices inspired by frameworks like Microsoft Semantic Kernel, LangChain, and LlamaIndex.
-
-### Core Capabilities
-
-- **Agentic Reasoning**: Multi-step task planning and execution
-- **Tool Calling**: Automatic tool invocation based on agent decisions
-- **RAG (Retrieval-Augmented Generation)**: Semantic search over documents
-- **Flexible LLM Integration**: Support for OpenAI, GitHub Models, Gemini
-- **Streaming API**: Real-time responses via FastAPI
-- **Chat UI**: React frontend with WebSocket support
-
----
-
-## Architecture
-
-### System Architecture Diagram
-
-```
-User (React Frontend)
- ↓
-API Gateway (FastAPI)
- ↓
-Orchestrator (Task Router)
- ↓
-Agent (Reasoning Engine)
- ↓
-Tool Manager (Search, Math, FileReader, MCP)
- ↓
-Memory Layer (Vector DB, RAG)
- ↓
-LLM Provider (OpenAI / GitHub / Gemini)
- ↓
-Response Stream → React UI
-```
-
-### Component Overview
-
-| Component | Purpose | Technologies |
-|-----------|---------|--------------|
-| **Frontend** | User interaction & chat UI | React, TypeScript |
-| **API** | HTTP/WebSocket server | FastAPI, Uvicorn |
-| **Agent** | Decision making & planning | Python async, reasoning logic |
-| **Tools** | Extensible capabilities | Search, Math, File I/O, MCP |
-| **Memory** | Context & semantic search | ChromaDB, Vector embeddings |
-| **LLM** | Language model calls | OpenAI, GitHub Models, Gemini |
-
----
-
-## Key Features
-
-✅ **Ask anything** - Natural language queries with full context
-✅ **Multi-step reasoning** - Agent plans and executes complex tasks
-✅ **Tool calling** - Automatic tool selection and invocation
-✅ **Search capabilities** - Web search, document search, code search
-✅ **RAG integration** - Semantic search over your documents
-✅ **Streaming responses** - Real-time output via WebSocket
-✅ **Modular design** - Easy to add new tools, providers, memory backends
-✅ **Production-ready** - Docker support, structured logging, error handling
-
----
-
-## Project Structure
-
-```
-ntg-python-agent/
-│
-├── src/
-│ ├── agent/
-│ │ ├── __init__.py
-│ │ ├── runner.py # Agent loop
-│ │ ├── planner.py # Reasoning / planning
-│ │ └── context.py # Agent state
-│ │
-│ ├── llm/
-│ │ ├── __init__.py
-│ │ ├── provider.py # OpenAI / GitHub / Gemini wrapper
-│ │ └── models.py
-│ │
-│ ├── tools/
-│ │ ├── __init__.py
-│ │ ├── search.py
-│ │ ├── math.py
-│ │ └── tool_registry.py
-│ │
-│ ├── memory/
-│ │ ├── __init__.py
-│ │ ├── vector_store.py
-│ │ └── embedder.py
-| |
-│ └── server/
-│ ├── main.py # FastAPI application
-│ └── routers/ # API endpoints (future)
-│
-├── tests/ # Unit & integration tests
-├── pyproject.toml # Python project configuration
-├── .env # Environment variables
-├── .gitignore
-├── LICENSE
-└── README.md
-
-```
-
----
-
-## Technology Stack
-
-| Layer | Technology | Version |
-|-------|-----------|---------|
-| **Runtime** | Python | 3.12+ |
-| **API Framework** | FastAPI | Latest |
-| **Async** | asyncio | Built-in |
-| **LLM Integration** | OpenAI SDK | Latest |
-| **Environment** | python-dotenv | Latest |
-| **Frontend** | React | 18+ |
-| **Containerization** | Docker | Latest |
-
----
-
-## Getting Started
-
-### Prerequisites
-
-- **Python 3.12 or higher** (required by project configuration)
-- pip, uv package manager
-- API keys for LLM providers (OpenAI, etc.)
-- Optional: Docker for containerized deployment
-
-### Installation
-
-#### Option 1: Standard pip installation
-
-1. **Clone the repository**
- ```bash
- git clone https://github.com/nashtech-garage/ntg-python-agent.git
- cd ntg-python-agent
- ```
-
-2. **Create virtual environment**
- ```bash
- python -m venv .venv
- source .venv/bin/activate # on Linux/macOS
- .venv\Scripts\activate # On Windows
- ```
-
-3. **Install pre-commit in venv**
- ```bash
- python -m pip install pre-commit
- pre-commit --version # Check version
- ```
-
-4. **Install base dependencies**
- ```bash
- pip install -e .
- ```
-
- This installs:
- - `openai>=1.60.0` - OpenAI API client
- - `fastapi>=0.115.0` - Web framework
- - `uvicorn>=0.30.0` - ASGI server
- - `httpx>=0.27.0` - HTTP client
- - `python-dotenv>=1.0.1` - Environment variables
- - `pydantic>=2.7.0` - Data validation
-
-5. **Install optional dependencies (as needed)**
-
- **For RAG/Memory features:**
- ```bash
- pip install -e ".[rag]"
- ```
- Includes: `faiss-cpu`, `sentence-transformers`, `chromadb`
-
- **For development:**
- ```bash
- pip install -e ".[dev]"
- ```
- Includes: `pre-commit`, `ruff`, `pytest`
-
-6. **Configure environment variables**: Copy and paste all from .env.example to .env file
-
-7. **Run the server**
- ```bash
- uvicorn src.server.main:app --reload
- ```
- Server runs at: `http://localhost:8000`
-
-#### Option 2: Using uv (faster, recommended)
-
-```bash
-# Install uv (one-time)
-curl -LsSf https://astral.sh/uv/install.sh | sh
-
-# Clone and setup
-git clone https://github.com/nashtech-garage/ntg-python-agent.git
-cd ntg-python-agent
-
-# Sync dependencies
-uv sync --all-groups
-
-# Run
-uv run uvicorn src.server.main:app --reload
-```
-
----
-
-## Configuration
-
-### Environment Variables
-
-Create a `.env` file in the project root with the following variables:
-
-```dotenv
-# Required: your OpenAI API key
-OPENAI_API_KEY=sk-proj-xxx
-```
-
-### How to obtain an OpenAI API key
-
-Follow these steps to create and obtain an OpenAI API key (secret):
-
-1. Create an account or sign in at the OpenAI platform:
- - https://platform.openai.com/signup (or https://platform.openai.com/login)
-2. Verify your email address and finish any required account setup.
-3. Open the API keys page:
- - https://platform.openai.com/account/api-keys
-4. Click **Create new secret key** (or similar). Copy the generated key immediately — you won't be able to see it again in full.
-5. Paste the copied key into your project's `.env` file as the value of `OPENAI_API_KEY`.
-
-### Dependency Groups
-
-The project defines dependencies in `pyproject.toml`:
-
-**Core Dependencies** (always installed):
-- `openai>=1.60.0` - OpenAI API client for LLM calls
-- `fastapi>=0.115.0` - Modern web framework with async support
-- `uvicorn>=0.30.0` - ASGI web server
-- `httpx>=0.27.0` - Async HTTP client
-- `python-dotenv>=1.0.1` - Load environment variables from `.env`
-- `pydantic>=2.7.0` - Data validation and settings management
-
-**Optional: RAG Group** - For retrieval-augmented generation:
-```bash
-pip install -e ".[rag]"
-```
-- `faiss-cpu>=1.8.0` - Vector search library
-- `sentence-transformers>=3.0.0` - Embedding models
-- `chromadb>=0.5.0` - Vector database
-
-**Optional: Dev Group** - For development and testing:
-```bash
-pip install -e ".[dev]"
-```
-- `pre-commit>=4.5.0` - Git hooks framework
-- `ruff>=0.14.8` - Python linter and formatter
-- `pytest>=8.3.0` - Testing framework
-
-### Project Metadata
-
-- **Name**: ntg-python-agent
-- **Version**: 0.1.0
-- **Python Version**: >=3.12 (required)
-- **License**: MIT
-- **Repository**: github.com/nashtech-garage/ntg-python-agent
-
----
-
-## Architecture Decisions
-
-This section documents key architectural decisions made in this project.
-
-### ADR-001: Modular LLM Provider System
-
-**Status**: Accepted
-
-**Context**: Supporting multiple LLM providers (OpenAI, GitHub Models, Gemini) requires flexibility.
-
-**Decision**: Implement provider abstraction layer with pluggable implementations.
-
-**Rationale**:
-- Reduces vendor lock-in
-- Allows easy switching between providers
-- Supports cost optimization (choose cheapest provider per task)
-- Enables A/B testing different models
-
-**Consequences**:
-- ✅ Easy to add new providers
-- ✅ Consistent interface across providers
-- ⚠️ Need to handle provider-specific features gracefully
-
-**Implementation**: `/src/agent/llm.py` - Base class for all LLM providers
-
----
-
-### ADR-002: Async-First Architecture
-
-**Status**: Accepted
-
-**Context**: Agent operations are I/O bound (API calls, DB queries, tool invocations).
-
-**Decision**: Use Python asyncio throughout the codebase.
-
-**Rationale**:
-- Better resource utilization (non-blocking I/O)
-- Natural fit for FastAPI
-- Handles concurrent requests efficiently
-- Enables real-time streaming responses
-
-**Consequences**:
-- ✅ High concurrency support
-- ✅ Responsive APIs
-- ⚠️ Requires careful handling of blocking operations
-
-**Implementation**: All agent methods are `async def`, FastAPI handles async endpoints
-
----
-
-### ADR-003: Vector DB for Memory & RAG
-
-**Status**: Planned
-
-**Context**: Need efficient semantic search over documents for context retrieval.
-
-**Decision**: Use ChromaDB as primary vector database with embedding service.
-
-**Rationale**:
-- Lightweight, in-process option for development
-- Production options available (Pinecone, Weaviate, Milvus)
-- Fast approximate nearest neighbor search
-- Supports metadata filtering
-
-**Consequences**:
-- ✅ Fast semantic search
-- ✅ Flexible storage options
-- ⚠️ Requires embedding model selection
-
----
-
-## 📄 License
-
-MIT License
diff --git a/backend/.env.example b/backend/.env.example
new file mode 100644
index 0000000..4b8a8e6
--- /dev/null
+++ b/backend/.env.example
@@ -0,0 +1,2 @@
+LLM_BASE_URL=http://localhost:11434
+LLM_MODEL=llama3.1
\ No newline at end of file
diff --git a/.gitignore b/backend/.gitignore
similarity index 100%
rename from .gitignore
rename to backend/.gitignore
diff --git a/.pre-commit-config.yaml b/backend/.pre-commit-config.yaml
similarity index 100%
rename from .pre-commit-config.yaml
rename to backend/.pre-commit-config.yaml
diff --git a/LICENSE b/backend/LICENSE
similarity index 100%
rename from LICENSE
rename to backend/LICENSE
diff --git a/backend/README.md b/backend/README.md
new file mode 100644
index 0000000..6156b23
--- /dev/null
+++ b/backend/README.md
@@ -0,0 +1,188 @@
+# Python Agentic AI Chatbot
+
+**A starter template for building agentic AI applications with multi-step reasoning, tool calling, and RAG capabilities.**
+
+---
+
+## 📋 Table of Contents
+
+1. [Overview](#overview)
+2. [Architecture](#architecture)
+3. [Key Features](#key-features)
+4. [Project Structure](#project-structure)
+5. [Technology Stack](#technology-stack)
+6. [Getting Started](#getting-started)
+7. [Configuration](#configuration)
+8. [Architecture Decisions](#architecture-decisions)
+9. [Extending the Project](#extending-the-project)
+10. [License](#license)
+
+---
+
+## Overview
+
+This project is a **modular, extensible framework** for building agentic AI applications in Python. It follows industry best practices inspired by frameworks like Microsoft Semantic Kernel, LangChain, and LlamaIndex.
+
+### Core Capabilities
+
+- **Agentic Reasoning**: Multi-step task planning and execution
+- **Tool Calling**: Automatic tool invocation based on agent decisions
+- **RAG (Retrieval-Augmented Generation)**: Semantic search over documents
+- **Flexible LLM Integration**: Support for OpenAI, GitHub Models, Gemini
+- **Streaming API**: Real-time responses via FastAPI
+- **Chat UI**: React frontend with WebSocket support
+
+---
+
+## Architecture
+
+### System Architecture Diagram
+
+```
+User (React Frontend)
+ ↓
+API Gateway (FastAPI)
+ ↓
+Orchestrator (Task Router)
+ ↓
+Agent (Reasoning Engine)
+ ↓
+Tool Manager (Search, Math, FileReader, MCP)
+ ↓
+Memory Layer (Vector DB, RAG)
+ ↓
+LLM Provider (OpenAI / GitHub / Gemini)
+ ↓
+Response Stream → React UI
+```
+
+### Component Overview
+
+| Component | Purpose | Technologies |
+|-----------|---------|--------------|
+| **Frontend** | User interaction & chat UI | React, TypeScript |
+| **API** | HTTP/WebSocket server | FastAPI, Uvicorn |
+| **Agent** | Decision making & planning | Python async, reasoning logic |
+| **Tools** | Extensible capabilities | Search, Math, File I/O, MCP |
+| **Memory** | Context & semantic search | ChromaDB, Vector embeddings |
+| **LLM** | Language model calls | OpenAI, GitHub Models, Gemini |
+
+---
+
+## Key Features
+
+✅ **Ask anything** - Natural language queries with full context
+✅ **Multi-step reasoning** - Agent plans and executes complex tasks
+✅ **Tool calling** - Automatic tool selection and invocation
+✅ **Search capabilities** - Web search, document search, code search
+✅ **RAG integration** - Semantic search over your documents
+✅ **Streaming responses** - Real-time output via WebSocket
+✅ **Modular design** - Easy to add new tools, providers, memory backends
+✅ **Production-ready** - Docker support, structured logging, error handling
+
+---
+
+## Project Structure
+
+```
+ntg-python-agent/
+│
+├── src/
+│ ├── agent/
+│ │ ├── __init__.py
+│ │ ├── runner.py # Agent loop
+│ │ ├── planner.py # Reasoning / planning
+│ │ └── context.py # Agent state
+│ │
+│ ├── llm/
+│ │ ├── __init__.py
+│ │ ├── provider.py # OpenAI / GitHub / Gemini wrapper
+│ │ └── models.py
+│ │
+│ ├── tools/
+│ │ ├── __init__.py
+│ │ ├── search.py
+│ │ ├── math.py
+│ │ └── tool_registry.py
+│ │
+│ ├── memory/
+│ │ ├── __init__.py
+│ │ ├── vector_store.py
+│ │ └── memory.py
+│ └── main.py
+├── tests/ # Unit & integration tests
+├── pyproject.toml # Python project configuration
+├── .env # Environment variables
+├── .gitignore
+├── LICENSE
+└── README.md
+
+```
+
+---
+
+## Technology Stack
+
+| Layer | Technology | Version |
+|-------|-----------|---------|
+| **Runtime** | Python | 3.12+ |
+| **API Framework** | FastAPI | Latest |
+| **Async** | asyncio | Built-in |
+| **LLM Integration** | OpenAI SDK | Latest |
+| **Environment** | python-dotenv | Latest |
+| **Frontend** | React | 18+ |
+| **Containerization** | Docker | Latest |
+
+---
+
+## Getting Started
+
+### Prerequisites
+
+- **Python 3.12 or higher** (required by project configuration)
+- pip, uv package manager
+- API keys for LLM providers (OpenAI, etc.)
+- Optional: Docker for containerized deployment
+
+### Installation
+
+#### Option 1: Standard pip installation
+
+#### Option 2: Install Ollama 3.1 (for local LLM inference)
+
+Ollama is required if you want to run LLMs locally (e.g., Llama 3, CodeLlama, etc.).
+
+**Install Ollama 3.1 on Linux:**
+
+1. **Download and install Ollama:**
+ ```bash
+ curl -fsSL https://ollama.com/install.sh | sh
+ ```
+ This will install the latest version. To install a specific version (e.g., 3.1), see [Ollama releases](https://github.com/ollama/ollama/releases) and download the appropriate binary.
+
+2. **Start the Ollama service:**
+ ```bash
+ ollama serve &
+ ```
+
+3. **Verify installation:**
+ ```bash
+ ollama --version
+ ollama list
+ ```
+
+4. **Pull a model (e.g., Llama 3):**
+ ```bash
+ ollama pull llama3
+ # Or for CodeLlama:
+ ollama pull codellama
+ ```
+
+5. **Test the model:**
+ ```bash
+ ollama run llama3
+ ```
+
+**Note:**
+- Ollama runs a local server at `http://localhost:11434` by default.
+- For more details, see the [Ollama documentation](https://ollama.com/docs/).
diff --git a/backend/docs/adr/001-modular-llm-provider.md b/backend/docs/adr/001-modular-llm-provider.md
new file mode 100644
index 0000000..c8c67f0
--- /dev/null
+++ b/backend/docs/adr/001-modular-llm-provider.md
@@ -0,0 +1,20 @@
+### ADR-001: Modular LLM Provider System
+
+**Status**: Accepted
+
+**Context**: Supporting multiple LLM providers (OpenAI, GitHub Models, Gemini) requires flexibility.
+
+**Decision**: Implement provider abstraction layer with pluggable implementations.
+
+**Rationale**:
+- Reduces vendor lock-in
+- Allows easy switching between providers
+- Supports cost optimization (choose cheapest provider per task)
+- Enables A/B testing different models
+
+**Consequences**:
+- ✅ Easy to add new providers
+- ✅ Consistent interface across providers
+- ⚠️ Need to handle provider-specific features gracefully
+
+**Implementation**: `/src/agent/llm.py` - Base class for all LLM providers
\ No newline at end of file
diff --git a/backend/docs/adr/002-async-first-architecture.md b/backend/docs/adr/002-async-first-architecture.md
new file mode 100644
index 0000000..8fd0c66
--- /dev/null
+++ b/backend/docs/adr/002-async-first-architecture.md
@@ -0,0 +1,20 @@
+### ADR-002: Async-First Architecture
+
+**Status**: Accepted
+
+**Context**: Agent operations are I/O bound (API calls, DB queries, tool invocations).
+
+**Decision**: Use Python asyncio throughout the codebase.
+
+**Rationale**:
+- Better resource utilization (non-blocking I/O)
+- Natural fit for FastAPI
+- Handles concurrent requests efficiently
+- Enables real-time streaming responses
+
+**Consequences**:
+- ✅ High concurrency support
+- ✅ Responsive APIs
+- ⚠️ Requires careful handling of blocking operations
+
+**Implementation**: All agent methods are `async def`, FastAPI handles async endpoints
\ No newline at end of file
diff --git a/backend/docs/adr/003-vector-db-for-rag.md b/backend/docs/adr/003-vector-db-for-rag.md
new file mode 100644
index 0000000..320a2dd
--- /dev/null
+++ b/backend/docs/adr/003-vector-db-for-rag.md
@@ -0,0 +1,18 @@
+### ADR-003: Vector DB for Memory & RAG
+
+**Status**: Planned
+
+**Context**: Need efficient semantic search over documents for context retrieval.
+
+**Decision**: Use ChromaDB as primary vector database with embedding service.
+
+**Rationale**:
+- Lightweight, in-process option for development
+- Production options available (Pinecone, Weaviate, Milvus)
+- Fast approximate nearest neighbor search
+- Supports metadata filtering
+
+**Consequences**:
+- ✅ Fast semantic search
+- ✅ Flexible storage options
+- ⚠️ Requires embedding model selection
diff --git a/pyproject.toml b/backend/pyproject.toml
similarity index 100%
rename from pyproject.toml
rename to backend/pyproject.toml
diff --git a/src/__init__.py b/backend/src/__init__.py
similarity index 100%
rename from src/__init__.py
rename to backend/src/__init__.py
diff --git a/src/agent/planner.py b/backend/src/agent/planner.py
similarity index 100%
rename from src/agent/planner.py
rename to backend/src/agent/planner.py
diff --git a/src/agent/runner.py b/backend/src/agent/runner.py
similarity index 64%
rename from src/agent/runner.py
rename to backend/src/agent/runner.py
index f9d4a53..8d5bd7a 100644
--- a/src/agent/runner.py
+++ b/backend/src/agent/runner.py
@@ -2,6 +2,9 @@
from agent.planner import Planner
from tools.registry import ToolRegistry
from memory.memory import ConversationMemory
+import re
+
+FLUSH_RE = re.compile(r"[ \n]|[.,!?;:]$")
class AgentRunner:
@@ -55,3 +58,47 @@ def run(self, user_input: str):
resp = self.llm.chat(user_input, memory=self.memory.last_n())
self.memory.add_assistant(resp)
return {"type": "llm_response", "output": resp}
+
+ def normalize_after_punct(self, prev: str, chunk: str) -> str:
+ if not prev:
+ return chunk
+
+ if prev[-1] in ".!?":
+ if not chunk.startswith((" ", "\n")):
+ return " " + chunk
+
+ return chunk
+
+ def run_stream(self, user_input: str):
+ # 1. Add user message
+ self.memory.add_user(user_input)
+
+ # 2. Plan (not stream)
+ plan = self.planner.plan(user_input, memory=self.memory.last_n())
+ if plan.get("type") != "llm":
+ yield "[Unsupported streaming for tool]"
+ return
+
+ buffer = ""
+ full_text = ""
+
+ # 3. Stream from LLM
+ for chunk in self.llm.chat_stream(
+ user_input,
+ memory=self.memory.last_n(),
+ ):
+ chunk = self.normalize_after_punct(full_text, chunk)
+
+ buffer += chunk
+
+ if FLUSH_RE.search(buffer):
+ yield buffer
+ full_text += buffer
+ buffer = ""
+
+ if buffer:
+ yield buffer
+ full_text += buffer
+
+ # 4. Save assistant message
+ self.memory.add_assistant(full_text)
diff --git a/backend/src/llm/provider.py b/backend/src/llm/provider.py
new file mode 100644
index 0000000..7d75d00
--- /dev/null
+++ b/backend/src/llm/provider.py
@@ -0,0 +1,94 @@
+import os
+import requests
+import json
+from dotenv import load_dotenv
+
+load_dotenv()
+
+
+class LLMProvider:
+ def __init__(
+ self,
+ base_url: str | None = None,
+ model: str | None = None,
+ ):
+ self.base_url = base_url or os.getenv("LLM_BASE_URL")
+ self.model = model or os.getenv("LLM_MODEL", "llama3.1")
+ self.mode = "ollama"
+
+ if not self.base_url:
+ raise ValueError("LLM_BASE_URL is not set")
+
+ def _chat_payload(self, messages, stream: bool):
+ return {
+ "model": self.model,
+ "messages": messages,
+ "stream": stream,
+ }
+
+ def chat(self, message: str, memory=None) -> str:
+ messages = []
+
+ if memory:
+ for item in memory:
+ messages.append({"role": item["role"], "content": item["text"]})
+
+ messages.append({"role": "user", "content": message})
+
+ resp = requests.post(
+ f"{self.base_url}/api/chat",
+ json=self._chat_payload(messages, stream=False),
+ timeout=60,
+ )
+ resp.raise_for_status()
+ return resp.json()["message"]["content"]
+
+ def plan(self, instruction: str, system_prompt="", memory=None) -> str:
+ messages = []
+
+ if system_prompt:
+ messages.append({"role": "system", "content": system_prompt})
+
+ if memory:
+ for item in memory:
+ messages.append({"role": item["role"], "content": item["text"]})
+
+ messages.append({"role": "user", "content": instruction})
+
+ resp = requests.post(
+ f"{self.base_url}/api/chat",
+ json=self._chat_payload(messages, stream=False),
+ timeout=60,
+ )
+ resp.raise_for_status()
+ return resp.json()["message"]["content"]
+
+ def chat_stream(self, message: str, memory=None):
+ messages = []
+
+ if memory:
+ for item in memory:
+ messages.append({"role": item["role"], "content": item["text"]})
+
+ messages.append({"role": "user", "content": message})
+
+ resp = requests.post(
+ f"{self.base_url}/api/chat",
+ json=self._chat_payload(messages, stream=True),
+ stream=True,
+ timeout=60,
+ )
+ resp.raise_for_status()
+
+ for line in resp.iter_lines():
+ if not line:
+ continue
+
+ data = json.loads(line.decode("utf-8"))
+
+ if data.get("done"):
+ break
+
+ content = data.get("message", {}).get("content")
+ if content:
+ yield content
diff --git a/backend/src/main.py b/backend/src/main.py
new file mode 100644
index 0000000..036861d
--- /dev/null
+++ b/backend/src/main.py
@@ -0,0 +1,22 @@
+from fastapi import FastAPI
+from fastapi.middleware.cors import CORSMiddleware
+from routes.chat import router as chat_router
+from routes.chat_stream import router as chat_stream_router
+
+app = FastAPI(title="NTG Agent API")
+
+app.add_middleware(
+ CORSMiddleware,
+ allow_origins=["*"],
+ allow_credentials=True,
+ allow_methods=["*"],
+ allow_headers=["*"],
+)
+
+app.include_router(chat_router, prefix="/api")
+app.include_router(chat_stream_router, prefix="/api")
+
+
+@app.get("/")
+def health():
+ return {"status": "ok"}
diff --git a/src/memory/memory.py b/backend/src/memory/memory.py
similarity index 100%
rename from src/memory/memory.py
rename to backend/src/memory/memory.py
diff --git a/src/ntg_agent_cli/__init__.py b/backend/src/ntg_agent_cli/__init__.py
similarity index 100%
rename from src/ntg_agent_cli/__init__.py
rename to backend/src/ntg_agent_cli/__init__.py
diff --git a/src/ntg_agent_cli/cli.py b/backend/src/ntg_agent_cli/cli.py
similarity index 100%
rename from src/ntg_agent_cli/cli.py
rename to backend/src/ntg_agent_cli/cli.py
diff --git a/backend/src/routes/chat.py b/backend/src/routes/chat.py
new file mode 100644
index 0000000..e9af3de
--- /dev/null
+++ b/backend/src/routes/chat.py
@@ -0,0 +1,16 @@
+from fastapi import APIRouter
+from agent.runner import AgentRunner
+from schemas.chat import ChatRequest, ChatResponse
+
+router = APIRouter()
+agent = AgentRunner()
+
+
+@router.post("/chat", response_model=ChatResponse)
+def chat(req: ChatRequest):
+ result = agent.run(req.message)
+ print(result)
+ return ChatResponse(
+ type=result["type"],
+ output=result["output"],
+ )
diff --git a/backend/src/routes/chat_stream.py b/backend/src/routes/chat_stream.py
new file mode 100644
index 0000000..291812d
--- /dev/null
+++ b/backend/src/routes/chat_stream.py
@@ -0,0 +1,25 @@
+from fastapi import APIRouter
+from fastapi.responses import StreamingResponse
+from schemas.chat import ChatRequest
+from agent.runner import AgentRunner
+
+router = APIRouter()
+agent = AgentRunner()
+
+
+def sse(data: str):
+ return f"data: {data}\n\n"
+
+
+@router.post("/chat/stream")
+def chat_stream(req: ChatRequest):
+ def generator():
+ for chunk in agent.run_stream(req.message):
+ yield sse(chunk)
+
+ yield sse("[DONE]")
+
+ return StreamingResponse(
+ generator(),
+ media_type="text/event-stream",
+ )
diff --git a/backend/src/schemas/chat.py b/backend/src/schemas/chat.py
new file mode 100644
index 0000000..9e78fe8
--- /dev/null
+++ b/backend/src/schemas/chat.py
@@ -0,0 +1,10 @@
+from pydantic import BaseModel
+
+
+class ChatRequest(BaseModel):
+ message: str
+
+
+class ChatResponse(BaseModel):
+ type: str
+ output: str | dict
diff --git a/src/tools/registry.py b/backend/src/tools/registry.py
similarity index 100%
rename from src/tools/registry.py
rename to backend/src/tools/registry.py
diff --git a/src/tools/web.py b/backend/src/tools/web.py
similarity index 100%
rename from src/tools/web.py
rename to backend/src/tools/web.py
diff --git a/uv.lock b/backend/uv.lock
similarity index 100%
rename from uv.lock
rename to backend/uv.lock
diff --git a/frontend/.env.example b/frontend/.env.example
new file mode 100644
index 0000000..c2058b5
--- /dev/null
+++ b/frontend/.env.example
@@ -0,0 +1 @@
+VITE_API_BASE_URL=http://localhost:8000
diff --git a/frontend/.gitignore b/frontend/.gitignore
new file mode 100644
index 0000000..1cac559
--- /dev/null
+++ b/frontend/.gitignore
@@ -0,0 +1,25 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+pnpm-debug.log*
+lerna-debug.log*
+
+node_modules
+dist
+dist-ssr
+*.local
+
+# Editor directories and files
+.vscode/*
+!.vscode/extensions.json
+.idea
+.DS_Store
+*.suo
+*.ntvs*
+*.njsproj
+*.sln
+*.sw?
+.env
\ No newline at end of file
diff --git a/frontend/README.md b/frontend/README.md
new file mode 100644
index 0000000..d2e7761
--- /dev/null
+++ b/frontend/README.md
@@ -0,0 +1,73 @@
+# React + TypeScript + Vite
+
+This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.
+
+Currently, two official plugins are available:
+
+- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react) uses [Babel](https://babeljs.io/) (or [oxc](https://oxc.rs) when used in [rolldown-vite](https://vite.dev/guide/rolldown)) for Fast Refresh
+- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh
+
+## React Compiler
+
+The React Compiler is not enabled on this template because of its impact on dev & build performances. To add it, see [this documentation](https://react.dev/learn/react-compiler/installation).
+
+## Expanding the ESLint configuration
+
+If you are developing a production application, we recommend updating the configuration to enable type-aware lint rules:
+
+```js
+export default defineConfig([
+ globalIgnores(['dist']),
+ {
+ files: ['**/*.{ts,tsx}'],
+ extends: [
+ // Other configs...
+
+ // Remove tseslint.configs.recommended and replace with this
+ tseslint.configs.recommendedTypeChecked,
+ // Alternatively, use this for stricter rules
+ tseslint.configs.strictTypeChecked,
+ // Optionally, add this for stylistic rules
+ tseslint.configs.stylisticTypeChecked,
+
+ // Other configs...
+ ],
+ languageOptions: {
+ parserOptions: {
+ project: ['./tsconfig.node.json', './tsconfig.app.json'],
+ tsconfigRootDir: import.meta.dirname,
+ },
+ // other options...
+ },
+ },
+])
+```
+
+You can also install [eslint-plugin-react-x](https://github.com/Rel1cx/eslint-react/tree/main/packages/plugins/eslint-plugin-react-x) and [eslint-plugin-react-dom](https://github.com/Rel1cx/eslint-react/tree/main/packages/plugins/eslint-plugin-react-dom) for React-specific lint rules:
+
+```js
+// eslint.config.js
+import reactX from 'eslint-plugin-react-x'
+import reactDom from 'eslint-plugin-react-dom'
+
+export default defineConfig([
+ globalIgnores(['dist']),
+ {
+ files: ['**/*.{ts,tsx}'],
+ extends: [
+ // Other configs...
+ // Enable lint rules for React
+ reactX.configs['recommended-typescript'],
+ // Enable lint rules for React DOM
+ reactDom.configs.recommended,
+ ],
+ languageOptions: {
+ parserOptions: {
+ project: ['./tsconfig.node.json', './tsconfig.app.json'],
+ tsconfigRootDir: import.meta.dirname,
+ },
+ // other options...
+ },
+ },
+])
+```
diff --git a/frontend/components.json b/frontend/components.json
new file mode 100644
index 0000000..1537d50
--- /dev/null
+++ b/frontend/components.json
@@ -0,0 +1,22 @@
+{
+ "$schema": "https://ui.shadcn.com/schema.json",
+ "style": "new-york",
+ "rsc": false,
+ "tsx": true,
+ "tailwind": {
+ "config": "tailwind.config.js",
+ "css": "src/index.css",
+ "baseColor": "neutral",
+ "cssVariables": true,
+ "prefix": ""
+ },
+ "iconLibrary": "lucide",
+ "aliases": {
+ "components": "@/components",
+ "utils": "@/lib/utils",
+ "ui": "@/components/ui",
+ "lib": "@/lib",
+ "hooks": "@/hooks"
+ },
+ "registries": {}
+}
diff --git a/frontend/eslint.config.js b/frontend/eslint.config.js
new file mode 100644
index 0000000..5e6b472
--- /dev/null
+++ b/frontend/eslint.config.js
@@ -0,0 +1,23 @@
+import js from '@eslint/js'
+import globals from 'globals'
+import reactHooks from 'eslint-plugin-react-hooks'
+import reactRefresh from 'eslint-plugin-react-refresh'
+import tseslint from 'typescript-eslint'
+import { defineConfig, globalIgnores } from 'eslint/config'
+
+export default defineConfig([
+ globalIgnores(['dist']),
+ {
+ files: ['**/*.{ts,tsx}'],
+ extends: [
+ js.configs.recommended,
+ tseslint.configs.recommended,
+ reactHooks.configs.flat.recommended,
+ reactRefresh.configs.vite,
+ ],
+ languageOptions: {
+ ecmaVersion: 2020,
+ globals: globals.browser,
+ },
+ },
+])
diff --git a/frontend/index.html b/frontend/index.html
new file mode 100644
index 0000000..b85aaa3
--- /dev/null
+++ b/frontend/index.html
@@ -0,0 +1,13 @@
+
+
+
+
+
+
+ Agent
+
+
+
+
+
+
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
new file mode 100644
index 0000000..5782a9e
--- /dev/null
+++ b/frontend/package-lock.json
@@ -0,0 +1,4465 @@
+{
+ "name": "frontend",
+ "version": "0.0.0",
+ "lockfileVersion": 3,
+ "requires": true,
+ "packages": {
+ "": {
+ "name": "frontend",
+ "version": "0.0.0",
+ "dependencies": {
+ "@radix-ui/react-slot": "^1.2.4",
+ "@tanstack/react-query": "^5.90.20",
+ "axios": "^1.13.3",
+ "class-variance-authority": "^0.7.1",
+ "clsx": "^2.1.1",
+ "lucide-react": "^0.563.0",
+ "react": "^19.2.0",
+ "react-dom": "^19.2.0",
+ "tailwind-merge": "^3.4.0",
+ "tailwindcss-animate": "^1.0.7",
+ "zustand": "^5.0.10"
+ },
+ "devDependencies": {
+ "@eslint/js": "^9.39.1",
+ "@types/node": "^24.10.1",
+ "@types/react": "^19.2.5",
+ "@types/react-dom": "^19.2.3",
+ "@vitejs/plugin-react": "^5.1.1",
+ "autoprefixer": "^10.4.23",
+ "eslint": "^9.39.1",
+ "eslint-plugin-react-hooks": "^7.0.1",
+ "eslint-plugin-react-refresh": "^0.4.24",
+ "globals": "^16.5.0",
+ "postcss": "^8.5.6",
+ "tailwindcss": "^3.4.19",
+ "typescript": "~5.9.3",
+ "typescript-eslint": "^8.46.4",
+ "vite": "^7.2.4"
+ }
+ },
+ "node_modules/@alloc/quick-lru": {
+ "version": "5.2.0",
+ "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
+ "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
+ "license": "MIT",
+ "engines": {
+ "node": ">=10"
+ },
+ "funding": {
+ "url": "https://github.com/sponsors/sindresorhus"
+ }
+ },
+ "node_modules/@babel/code-frame": {
+ "version": "7.28.6",
+ "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.28.6.tgz",
+ "integrity": "sha512-JYgintcMjRiCvS8mMECzaEn+m3PfoQiyqukOMCCVQtoJGYJw8j/8LBJEiqkHLkfwCcs74E3pbAUFNg7d9VNJ+Q==",
+ "dev": true,
+ "license": "MIT",
+ "dependencies": {
+ "@babel/helper-validator-identifier": "^7.28.5",
+ "js-tokens": "^4.0.0",
+ "picocolors": "^1.1.1"
+ },
+ "engines": {
+ "node": ">=6.9.0"
+ }
+ },
+ "node_modules/@babel/compat-data": {
+ "version": "7.28.6",
+ "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.28.6.tgz",
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+ }
+ },
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+ "@jridgewell/remapping": "^2.3.5",
+ "convert-source-map": "^2.0.0",
+ "debug": "^4.1.0",
+ "gensync": "^1.0.0-beta.2",
+ "json5": "^2.2.3",
+ "semver": "^6.3.1"
+ },
+ "engines": {
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+ },
+ "funding": {
+ "type": "opencollective",
+ "url": "https://opencollective.com/babel"
+ }
+ },
+ "node_modules/@babel/generator": {
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+ },
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+ },
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+ }
+ },
+ "node_modules/@babel/plugin-transform-react-jsx-self": {
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+ "license": "MIT",
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+ },
+ "peerDependencies": {
+ "@types/react": ">=18.0.0",
+ "immer": ">=9.0.6",
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+ },
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+}
diff --git a/frontend/package.json b/frontend/package.json
new file mode 100644
index 0000000..c412409
--- /dev/null
+++ b/frontend/package.json
@@ -0,0 +1,42 @@
+{
+ "name": "frontend",
+ "private": true,
+ "version": "0.0.0",
+ "type": "module",
+ "scripts": {
+ "dev": "vite",
+ "build": "tsc -b && vite build",
+ "lint": "eslint .",
+ "preview": "vite preview"
+ },
+ "dependencies": {
+ "@radix-ui/react-slot": "^1.2.4",
+ "@tanstack/react-query": "^5.90.20",
+ "axios": "^1.13.3",
+ "class-variance-authority": "^0.7.1",
+ "clsx": "^2.1.1",
+ "lucide-react": "^0.563.0",
+ "react": "^19.2.0",
+ "react-dom": "^19.2.0",
+ "tailwind-merge": "^3.4.0",
+ "tailwindcss-animate": "^1.0.7",
+ "zustand": "^5.0.10"
+ },
+ "devDependencies": {
+ "@eslint/js": "^9.39.1",
+ "@types/node": "^24.10.1",
+ "@types/react": "^19.2.5",
+ "@types/react-dom": "^19.2.3",
+ "@vitejs/plugin-react": "^5.1.1",
+ "autoprefixer": "^10.4.23",
+ "eslint": "^9.39.1",
+ "eslint-plugin-react-hooks": "^7.0.1",
+ "eslint-plugin-react-refresh": "^0.4.24",
+ "globals": "^16.5.0",
+ "postcss": "^8.5.6",
+ "tailwindcss": "^3.4.19",
+ "typescript": "~5.9.3",
+ "typescript-eslint": "^8.46.4",
+ "vite": "^7.2.4"
+ }
+}
diff --git a/frontend/postcss.config.js b/frontend/postcss.config.js
new file mode 100644
index 0000000..2e7af2b
--- /dev/null
+++ b/frontend/postcss.config.js
@@ -0,0 +1,6 @@
+export default {
+ plugins: {
+ tailwindcss: {},
+ autoprefixer: {},
+ },
+}
diff --git a/frontend/public/vite.svg b/frontend/public/vite.svg
new file mode 100644
index 0000000..e7b8dfb
--- /dev/null
+++ b/frontend/public/vite.svg
@@ -0,0 +1 @@
+
\ No newline at end of file
diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx
new file mode 100644
index 0000000..6531506
--- /dev/null
+++ b/frontend/src/App.tsx
@@ -0,0 +1,7 @@
+import { ChatWindow } from "./components/ChatWindow"
+
+function App() {
+ return
+}
+
+export default App
diff --git a/frontend/src/api/chat.api.ts b/frontend/src/api/chat.api.ts
new file mode 100644
index 0000000..55cd985
--- /dev/null
+++ b/frontend/src/api/chat.api.ts
@@ -0,0 +1,55 @@
+import type { ChatRequest, ChatResponse } from "../types/chat"
+import { API_BASE_URL } from "../config/env"
+
+export async function sendChatMessage(
+ payload: ChatRequest
+): Promise {
+ const res = await fetch(`${API_BASE_URL}/api/chat`, {
+ method: "POST",
+ headers: { "Content-Type": "application/json" },
+ body: JSON.stringify(payload),
+ })
+
+ if (!res.ok) {
+ throw new Error("Failed to send message")
+ }
+
+ return res.json()
+}
+
+export async function sendChatStream(
+ payload: ChatRequest,
+ onToken: (token: string) => void
+) {
+ const res = await fetch(`${API_BASE_URL}/api/chat/stream`, {
+ method: "POST",
+ headers: { "Content-Type": "application/json" },
+ body: JSON.stringify(payload),
+ })
+
+ if (!res.body) throw new Error("No stream body")
+
+ const reader = res.body.getReader()
+ const decoder = new TextDecoder()
+ let buffer = ""
+
+ while (true) {
+ const { value, done } = await reader.read()
+ if (done) break
+
+ buffer += decoder.decode(value, { stream: true })
+
+ const lines = buffer.split("\n")
+ buffer = lines.pop() ?? ""
+
+ for (const line of lines) {
+ if (!line.startsWith("data:")) continue
+
+ const data = line.replace(/^data:\s?/, "").replace(/\r$/, "")
+
+ if (data === "[DONE]") return
+
+ onToken(data)
+ }
+ }
+}
diff --git a/frontend/src/assets/react.svg b/frontend/src/assets/react.svg
new file mode 100644
index 0000000..6c87de9
--- /dev/null
+++ b/frontend/src/assets/react.svg
@@ -0,0 +1 @@
+
\ No newline at end of file
diff --git a/frontend/src/components/ChatInput.tsx b/frontend/src/components/ChatInput.tsx
new file mode 100644
index 0000000..cc5cfec
--- /dev/null
+++ b/frontend/src/components/ChatInput.tsx
@@ -0,0 +1,36 @@
+import { useState } from "react"
+import { Input } from "./ui/input"
+import { Button } from "./ui/button"
+
+interface Props {
+ onSend: (text: string) => void
+ disabled?: boolean
+}
+
+export const ChatInput = ({ onSend, disabled }: Props) => {
+ const [value, setValue] = useState("")
+
+ const submit = () => {
+ if (!value.trim()) return
+ onSend(value)
+ setValue("")
+ }
+
+ return (
+
+ setValue(e.target.value)}
+ onKeyDown={e => e.key === "Enter" && submit()}
+ disabled={disabled}
+ placeholder="Type your message..."
+ />
+
+
+ )
+}
diff --git a/frontend/src/components/ChatMessages.tsx b/frontend/src/components/ChatMessages.tsx
new file mode 100644
index 0000000..d3e2bd9
--- /dev/null
+++ b/frontend/src/components/ChatMessages.tsx
@@ -0,0 +1,38 @@
+import { Role } from "@/shared/constant"
+import { useChatStore } from "@/store/chat.store"
+import { useEffect, useRef } from "react"
+import { TypingCursor } from "./TypingCursor"
+
+export const ChatMessages = () => {
+ const bottomRef = useRef(null)
+ const messages = useChatStore((s) => s.messages)
+ const isThinking = useChatStore(s => s.isThinking)
+
+ useEffect(() => {
+ bottomRef.current?.scrollIntoView({ behavior: "smooth" })
+ }, [messages])
+ return (
+
+ {messages.map((m, i) => (
+
+ {m.role === Role.ASSISTENT && isThinking && i === messages.length - 1 && (
+
+ )}
+
+ {m.content}
+
+
+ ))}
+
+ {/* auto scroll to bottom */}
+
+
+ )
+}
+
diff --git a/frontend/src/components/ChatWindow.tsx b/frontend/src/components/ChatWindow.tsx
new file mode 100644
index 0000000..5fad3e7
--- /dev/null
+++ b/frontend/src/components/ChatWindow.tsx
@@ -0,0 +1,31 @@
+import { ChatMessages } from "./ChatMessages"
+import { ChatInput } from "./ChatInput"
+import { useChatStream } from "../hooks/useChatStream"
+import { useChatStore } from "@/store/chat.store"
+
+export const ChatWindow = () => {
+ const { sendMessage } = useChatStream()
+ const isThinking = useChatStore(s => s.isThinking)
+
+ return (
+
+
+
+ 🤖 NTG Agent
+
+
+
+
+ {isThinking && (
+
+ AI is thinking...
+
+ )}
+
+
+
+
+
+ )
+}
diff --git a/frontend/src/components/TypingCursor.tsx b/frontend/src/components/TypingCursor.tsx
new file mode 100644
index 0000000..3ea9640
--- /dev/null
+++ b/frontend/src/components/TypingCursor.tsx
@@ -0,0 +1,3 @@
+export const TypingCursor = () => (
+ ▍
+)
diff --git a/frontend/src/components/ui/button.tsx b/frontend/src/components/ui/button.tsx
new file mode 100644
index 0000000..65d4fcd
--- /dev/null
+++ b/frontend/src/components/ui/button.tsx
@@ -0,0 +1,57 @@
+import * as React from "react"
+import { Slot } from "@radix-ui/react-slot"
+import { cva, type VariantProps } from "class-variance-authority"
+
+import { cn } from "@/lib/utils"
+
+const buttonVariants = cva(
+ "inline-flex items-center justify-center gap-2 whitespace-nowrap rounded-md text-sm font-medium transition-colors focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-ring disabled:pointer-events-none disabled:opacity-50 [&_svg]:pointer-events-none [&_svg]:size-4 [&_svg]:shrink-0",
+ {
+ variants: {
+ variant: {
+ default:
+ "bg-primary text-primary-foreground shadow hover:bg-primary/90",
+ destructive:
+ "bg-destructive text-destructive-foreground shadow-sm hover:bg-destructive/90",
+ outline:
+ "border border-input bg-background shadow-sm hover:bg-accent hover:text-accent-foreground",
+ secondary:
+ "bg-secondary text-secondary-foreground shadow-sm hover:bg-secondary/80",
+ ghost: "hover:bg-accent hover:text-accent-foreground",
+ link: "text-primary underline-offset-4 hover:underline",
+ },
+ size: {
+ default: "h-9 px-4 py-2",
+ sm: "h-8 rounded-md px-3 text-xs",
+ lg: "h-10 rounded-md px-8",
+ icon: "h-9 w-9",
+ },
+ },
+ defaultVariants: {
+ variant: "default",
+ size: "default",
+ },
+ }
+)
+
+export interface ButtonProps
+ extends React.ButtonHTMLAttributes,
+ VariantProps {
+ asChild?: boolean
+}
+
+const Button = React.forwardRef(
+ ({ className, variant, size, asChild = false, ...props }, ref) => {
+ const Comp = asChild ? Slot : "button"
+ return (
+
+ )
+ }
+)
+Button.displayName = "Button"
+
+export { Button, buttonVariants }
diff --git a/frontend/src/components/ui/input.tsx b/frontend/src/components/ui/input.tsx
new file mode 100644
index 0000000..69b64fb
--- /dev/null
+++ b/frontend/src/components/ui/input.tsx
@@ -0,0 +1,22 @@
+import * as React from "react"
+
+import { cn } from "@/lib/utils"
+
+const Input = React.forwardRef>(
+ ({ className, type, ...props }, ref) => {
+ return (
+
+ )
+ }
+)
+Input.displayName = "Input"
+
+export { Input }
diff --git a/frontend/src/config/env.ts b/frontend/src/config/env.ts
new file mode 100644
index 0000000..7cd6898
--- /dev/null
+++ b/frontend/src/config/env.ts
@@ -0,0 +1,5 @@
+export const API_BASE_URL = import.meta.env.VITE_API_BASE_URL as string
+
+if (!API_BASE_URL) {
+ throw new Error("VITE_API_BASE_URL is not defined")
+}
diff --git a/frontend/src/hooks/useChatStream.ts b/frontend/src/hooks/useChatStream.ts
new file mode 100644
index 0000000..76cab78
--- /dev/null
+++ b/frontend/src/hooks/useChatStream.ts
@@ -0,0 +1,27 @@
+import { sendChatStream } from "@/api/chat.api"
+import { useChatStore } from "@/store/chat.store"
+
+export const useChatStream = () => {
+ const {
+ addUserMessage,
+ startAssistantMessage,
+ appendAssistantChunk,
+ finishAssistantMessage,
+ } = useChatStore()
+
+ async function sendMessage(text: string) {
+ addUserMessage(text)
+ startAssistantMessage()
+
+ await sendChatStream(
+ { message: text },
+ (chunk) => {
+ appendAssistantChunk(chunk)
+ }
+ )
+
+ finishAssistantMessage()
+ }
+
+ return { sendMessage }
+}
diff --git a/frontend/src/index.css b/frontend/src/index.css
new file mode 100644
index 0000000..18323ca
--- /dev/null
+++ b/frontend/src/index.css
@@ -0,0 +1,68 @@
+@tailwind base;
+@tailwind components;
+@tailwind utilities;
+
+@layer base {
+ :root {
+ --background: 0 0% 100%;
+ --foreground: 0 0% 3.9%;
+ --card: 0 0% 100%;
+ --card-foreground: 0 0% 3.9%;
+ --popover: 0 0% 100%;
+ --popover-foreground: 0 0% 3.9%;
+ --primary: 0 0% 9%;
+ --primary-foreground: 0 0% 98%;
+ --secondary: 0 0% 96.1%;
+ --secondary-foreground: 0 0% 9%;
+ --muted: 0 0% 96.1%;
+ --muted-foreground: 0 0% 45.1%;
+ --accent: 0 0% 96.1%;
+ --accent-foreground: 0 0% 9%;
+ --destructive: 0 84.2% 60.2%;
+ --destructive-foreground: 0 0% 98%;
+ --border: 0 0% 89.8%;
+ --input: 0 0% 89.8%;
+ --ring: 0 0% 3.9%;
+ --chart-1: 12 76% 61%;
+ --chart-2: 173 58% 39%;
+ --chart-3: 197 37% 24%;
+ --chart-4: 43 74% 66%;
+ --chart-5: 27 87% 67%;
+ --radius: 0.5rem
+ }
+ .dark {
+ --background: 0 0% 3.9%;
+ --foreground: 0 0% 98%;
+ --card: 0 0% 3.9%;
+ --card-foreground: 0 0% 98%;
+ --popover: 0 0% 3.9%;
+ --popover-foreground: 0 0% 98%;
+ --primary: 0 0% 98%;
+ --primary-foreground: 0 0% 9%;
+ --secondary: 0 0% 14.9%;
+ --secondary-foreground: 0 0% 98%;
+ --muted: 0 0% 14.9%;
+ --muted-foreground: 0 0% 63.9%;
+ --accent: 0 0% 14.9%;
+ --accent-foreground: 0 0% 98%;
+ --destructive: 0 62.8% 30.6%;
+ --destructive-foreground: 0 0% 98%;
+ --border: 0 0% 14.9%;
+ --input: 0 0% 14.9%;
+ --ring: 0 0% 83.1%;
+ --chart-1: 220 70% 50%;
+ --chart-2: 160 60% 45%;
+ --chart-3: 30 80% 55%;
+ --chart-4: 280 65% 60%;
+ --chart-5: 340 75% 55%
+ }
+}
+
+@layer base {
+ * {
+ @apply border-border;
+ }
+ body {
+ @apply bg-background text-foreground;
+ }
+}
diff --git a/frontend/src/lib/utils.ts b/frontend/src/lib/utils.ts
new file mode 100644
index 0000000..bd0c391
--- /dev/null
+++ b/frontend/src/lib/utils.ts
@@ -0,0 +1,6 @@
+import { clsx, type ClassValue } from "clsx"
+import { twMerge } from "tailwind-merge"
+
+export function cn(...inputs: ClassValue[]) {
+ return twMerge(clsx(inputs))
+}
diff --git a/frontend/src/main.tsx b/frontend/src/main.tsx
new file mode 100644
index 0000000..407fef0
--- /dev/null
+++ b/frontend/src/main.tsx
@@ -0,0 +1,15 @@
+import React from "react"
+import ReactDOM from "react-dom/client"
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query"
+import App from "./App"
+import "./index.css"
+
+const queryClient = new QueryClient()
+
+ReactDOM.createRoot(document.getElementById("root")!).render(
+
+
+
+
+
+)
diff --git a/frontend/src/shared/constant.ts b/frontend/src/shared/constant.ts
new file mode 100644
index 0000000..cd7bfe4
--- /dev/null
+++ b/frontend/src/shared/constant.ts
@@ -0,0 +1,4 @@
+export const Role = {
+ USER: "user",
+ ASSISTENT: "assistant"
+} as const
\ No newline at end of file
diff --git a/frontend/src/store/chat.store.ts b/frontend/src/store/chat.store.ts
new file mode 100644
index 0000000..294acf9
--- /dev/null
+++ b/frontend/src/store/chat.store.ts
@@ -0,0 +1,45 @@
+import { create } from "zustand"
+import type { ChatMessage } from "../types/chat"
+import { Role } from "@/shared/constant"
+
+type ChatState = {
+ messages: ChatMessage[]
+ isThinking: boolean
+ addUserMessage: (text: string) => void
+ startAssistantMessage: () => void
+ appendAssistantChunk: (chunk: string) => void
+ finishAssistantMessage: () => void
+}
+
+export const useChatStore = create((set) => ({
+ messages: [],
+ isThinking: false,
+
+ addUserMessage: (text) =>
+ set((state) => ({
+ messages: [...state.messages, { role: Role.USER, content: text }],
+ })),
+
+ startAssistantMessage: () =>
+ set((state) => ({
+ isThinking: true,
+ messages: [
+ ...state.messages,
+ { role: Role.ASSISTENT, content: "" },
+ ],
+ })),
+
+ appendAssistantChunk: (chunk) =>
+ set((state) => {
+ const messages = [...state.messages]
+ const last = messages[messages.length - 1]
+ if (last?.role === Role.ASSISTENT) {
+ last.content += chunk
+ }
+ return { messages }
+ }),
+
+ finishAssistantMessage: () =>
+ set({ isThinking: false }),
+}))
+
diff --git a/frontend/src/types/chat.ts b/frontend/src/types/chat.ts
new file mode 100644
index 0000000..f79e037
--- /dev/null
+++ b/frontend/src/types/chat.ts
@@ -0,0 +1,13 @@
+export type ChatMessage = {
+ role: "user" | "assistant"
+ content: string
+}
+
+export type ChatRequest = {
+ message: string
+}
+
+export type ChatResponse = {
+ type: "llm_response" | "tool_result" | "error"
+ output: string
+}
diff --git a/frontend/tailwind.config.js b/frontend/tailwind.config.js
new file mode 100644
index 0000000..492ba30
--- /dev/null
+++ b/frontend/tailwind.config.js
@@ -0,0 +1,60 @@
+/** @type {import('tailwindcss').Config} */
+export default {
+ darkMode: ["class"],
+ content: [
+ "./index.html",
+ "./src/**/*.{js,ts,jsx,tsx}",
+ ],
+ theme: {
+ extend: {
+ borderRadius: {
+ lg: 'var(--radius)',
+ md: 'calc(var(--radius) - 2px)',
+ sm: 'calc(var(--radius) - 4px)'
+ },
+ colors: {
+ background: 'hsl(var(--background))',
+ foreground: 'hsl(var(--foreground))',
+ card: {
+ DEFAULT: 'hsl(var(--card))',
+ foreground: 'hsl(var(--card-foreground))'
+ },
+ popover: {
+ DEFAULT: 'hsl(var(--popover))',
+ foreground: 'hsl(var(--popover-foreground))'
+ },
+ primary: {
+ DEFAULT: 'hsl(var(--primary))',
+ foreground: 'hsl(var(--primary-foreground))'
+ },
+ secondary: {
+ DEFAULT: 'hsl(var(--secondary))',
+ foreground: 'hsl(var(--secondary-foreground))'
+ },
+ muted: {
+ DEFAULT: 'hsl(var(--muted))',
+ foreground: 'hsl(var(--muted-foreground))'
+ },
+ accent: {
+ DEFAULT: 'hsl(var(--accent))',
+ foreground: 'hsl(var(--accent-foreground))'
+ },
+ destructive: {
+ DEFAULT: 'hsl(var(--destructive))',
+ foreground: 'hsl(var(--destructive-foreground))'
+ },
+ border: 'hsl(var(--border))',
+ input: 'hsl(var(--input))',
+ ring: 'hsl(var(--ring))',
+ chart: {
+ '1': 'hsl(var(--chart-1))',
+ '2': 'hsl(var(--chart-2))',
+ '3': 'hsl(var(--chart-3))',
+ '4': 'hsl(var(--chart-4))',
+ '5': 'hsl(var(--chart-5))'
+ }
+ }
+ }
+ },
+ plugins: [require("tailwindcss-animate")],
+}
diff --git a/frontend/tsconfig.app.json b/frontend/tsconfig.app.json
new file mode 100644
index 0000000..e9c25d9
--- /dev/null
+++ b/frontend/tsconfig.app.json
@@ -0,0 +1,40 @@
+{
+ "compilerOptions": {
+ "baseUrl": ".",
+ "paths": {
+ "@/*": [
+ "src/*"
+ ]
+ },
+ "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.app.tsbuildinfo",
+ "target": "ES2022",
+ "useDefineForClassFields": true,
+ "lib": [
+ "ES2022",
+ "DOM",
+ "DOM.Iterable"
+ ],
+ "module": "ESNext",
+ "types": [
+ "vite/client"
+ ],
+ "skipLibCheck": true,
+ /* Bundler mode */
+ "moduleResolution": "bundler",
+ "allowImportingTsExtensions": true,
+ "verbatimModuleSyntax": true,
+ "moduleDetection": "force",
+ "noEmit": true,
+ "jsx": "react-jsx",
+ /* Linting */
+ "strict": true,
+ "noUnusedLocals": true,
+ "noUnusedParameters": true,
+ "erasableSyntaxOnly": true,
+ "noFallthroughCasesInSwitch": true,
+ "noUncheckedSideEffectImports": true
+ },
+ "include": [
+ "src"
+ ]
+}
\ No newline at end of file
diff --git a/frontend/tsconfig.json b/frontend/tsconfig.json
new file mode 100644
index 0000000..0865e26
--- /dev/null
+++ b/frontend/tsconfig.json
@@ -0,0 +1,19 @@
+{
+ "compilerOptions": {
+ "baseUrl": ".",
+ "paths": {
+ "@/*": [
+ "src/*"
+ ]
+ }
+ },
+ "files": [],
+ "references": [
+ {
+ "path": "./tsconfig.app.json"
+ },
+ {
+ "path": "./tsconfig.node.json"
+ }
+ ]
+}
\ No newline at end of file
diff --git a/frontend/tsconfig.node.json b/frontend/tsconfig.node.json
new file mode 100644
index 0000000..8a67f62
--- /dev/null
+++ b/frontend/tsconfig.node.json
@@ -0,0 +1,26 @@
+{
+ "compilerOptions": {
+ "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.node.tsbuildinfo",
+ "target": "ES2023",
+ "lib": ["ES2023"],
+ "module": "ESNext",
+ "types": ["node"],
+ "skipLibCheck": true,
+
+ /* Bundler mode */
+ "moduleResolution": "bundler",
+ "allowImportingTsExtensions": true,
+ "verbatimModuleSyntax": true,
+ "moduleDetection": "force",
+ "noEmit": true,
+
+ /* Linting */
+ "strict": true,
+ "noUnusedLocals": true,
+ "noUnusedParameters": true,
+ "erasableSyntaxOnly": true,
+ "noFallthroughCasesInSwitch": true,
+ "noUncheckedSideEffectImports": true
+ },
+ "include": ["vite.config.ts"]
+}
diff --git a/frontend/vite.config.ts b/frontend/vite.config.ts
new file mode 100644
index 0000000..b522c6e
--- /dev/null
+++ b/frontend/vite.config.ts
@@ -0,0 +1,12 @@
+import { defineConfig } from "vite"
+import react from "@vitejs/plugin-react"
+import path from "path"
+
+export default defineConfig({
+ plugins: [react()],
+ resolve: {
+ alias: {
+ "@": path.resolve(__dirname, "src"),
+ },
+ },
+})
diff --git a/src/llm/provider.py b/src/llm/provider.py
deleted file mode 100644
index 5690219..0000000
--- a/src/llm/provider.py
+++ /dev/null
@@ -1,47 +0,0 @@
-# src/llm/provider.py
-from openai import OpenAI
-import os
-from dotenv import load_dotenv
-
-load_dotenv()
-
-OPENAI_KEY = os.getenv("OPENAI_API_KEY")
-
-
-class LLMProvider:
- def __init__(self, api_key: str | None = None):
- key = api_key or OPENAI_KEY
- if key:
- self.client = OpenAI(api_key=key)
- self.mode = "openai"
-
- def chat(self, message: str, memory=None) -> str:
- messages = []
-
- if memory:
- for item in memory:
- messages.append({"role": item["role"], "content": item["text"]})
-
- messages.append({"role": "user", "content": message})
-
- resp = self.client.chat.completions.create(
- model="gpt-4o-mini",
- messages=messages,
- )
- return resp.choices[0].message.content
-
- def plan(self, instruction: str, system_prompt: str = "", memory=None):
- messages = []
-
- if memory:
- for item in memory:
- messages.append({"role": item["role"], "content": item["text"]})
-
- messages.append({"role": "system", "content": system_prompt})
- messages.append({"role": "user", "content": instruction})
-
- resp = self.client.chat.completions.create(
- model="gpt-4o-mini",
- messages=messages,
- )
- return resp.choices[0].message.content
diff --git a/src/main.py b/src/main.py
deleted file mode 100644
index c051270..0000000
--- a/src/main.py
+++ /dev/null
@@ -1,10 +0,0 @@
-from fastapi import FastAPI
-from src.agent.runner import AgentRunner
-
-app = FastAPI()
-agent = AgentRunner()
-
-
-@app.post("/chat")
-def chat(msg: dict):
- return {"response": agent.run(msg["message"])}