This living document tracks our execution progress across the four primary modules of our AI-Native, Air-Gapped Unified SecOps Platform.
-
1.1 Cross-Cloud Lakehouse & Ingestion Setup
- Standardize the unified telemetry JSON/Protobuf schemas mapping.
- Establish OTel collector endpoints to receive incoming logs.
- Design and initialize the six Provisioned-by-Default Data Mart tables in ClickHouse:
-
Legacy Telemetry Mart(structured forLegacyTeladapter outputs) -
Windows Telemetry Mart(optimized for AD, Event Logs, and Sysmon) -
Linux Telemetry Mart(structured for Syslog and eBPF kernel traces) -
Firewall Telemetry Mart(optimized for multi-tenant firewall flows) -
Proxy Telemetry Mart(optimized for egress proxy and DNS requests) -
Identity & Governance Mart(structured for SSO, MFA, and SailPoint/Saviynt IGA)
-
- Implement the Dynamic Data Mart Provisioning Engine:
- Build the Admin Console API to dynamically Add (Register) and Remove (Deregister) custom technology data marts.
- Code the ClickHouse storage manager to dynamically create/drop partition tables on-the-fly.
- Develop the OTel configuration engine to compile and hot-reload stream routing filters in memory without packet drops.
- Implement the Virtual Entity Demultiplexing & VM-Application Instance Mapping:
- Design the composite entity registration parser (
Virtual Entity ID = [Hypervisor Type] + [Host VM UUID] + [Application Instance ID]). - Write ClickHouse demultiplexing query logic to separate single VM logs across multiple virtual entity scopes.
- Design the interactive node mapper to represent single VMs hosting multiple apps as distinct, isolated virtual host dashboard nodes.
- Design the composite entity registration parser (
-
1.2 Real-time Detection, OOTB Use Cases & UEBA Engine
- Integrate Sigma-rule parsing and compilation pipelines in ClickHouse/Python.
- Develop YARA-L matching logic for behavioral data flows.
- Build UEBA anomaly baseline profiling engines for identity and host telemetry.
- Implement Out-of-the-Box (OOTB) MITRE ATT&CK correlation rules across specialized Data Marts (Active Directory, Proxy, Firewall, Workday, Tanium, Oracle, SQL, Autobahn, Terminal Emulation):
-
Account Takeover (ATO)(T1078 - Valid Accounts geovelocity impossible travel & unmanaged hosts) -
Brute Force(T1110 - Single target logons spike detection) -
Password Spraying(T1110 - Multi-account same password spray detection) -
Short-lived User Account(T1136/T1098 - Account creation followed closely by deletion backdoor checks) -
User Login after Offboarding(T1078 - Active Directory logins matching terminated status in Workday HR) -
Multiple Locked User Accounts & Suspicious Lockout(T1110/T1531 - Distributed account lockout audits)
-
-
1.3 Native Ticketing & Case Management System
- Develop the incident ticket database models (States: New, Assigned, Under Investigation, Resolved).
- Build the real-time collaboration canvas backend supporting evidence pinning and analyst timelines.
- Design a dynamic user interface for alert triage and incident grouping.
-
1.4 SOAR Playbook Orchestration Engine
- Implement the visual drag-and-drop playbook workflow parser.
- Code automated containment connectors (e.g., calling endpoint agent firewall controls, Active Directory accounts disablement, network routing modifications).
- Integrate human-in-the-loop supervisor approval gates for high-impact playbook steps.
-
1.5 Air-Gapped Local AI Copilot
- Provision and optimize the local GPU inference container (Ollama or vLLM).
- Configure local model serving (Llama-3-8B-Instruct / Mistral-7B-Instruct).
- Implement the 8-Step Autonomous AI Agent investigation loop:
- Alert reading, Log pulling, TIP matching, Identity/UEBA auditing, MITRE mapping, Blast radius calculations, Containment recommendations, and approved Playbook execution.
- Build automated false-positive verification and ticket closure.
-
1.6 Dynamic PII Privacy & Access Control Pipeline
- Construct hashing and masking middleware at the data lake ingestion layer.
- Develop a supervisor-approval ticket request workflow for raw PII access.
- Code a background TTL daemon to automatically revoke PII clearance tokens and restore masking exactly 24 hours after approval.
-
1.7 Main Console Dashboard UI
- Implement a premium Next.js glassmorphism admin dashboard.
- Design visual metrics boards, alert flow lines, interactive node exposure maps, and the update/patch control UI.
-
1.8 Zero Trust & Identity Threat Detection (ITDR) Integration
- Configure the OTel receiver layer to enforce strict mTLS v1.3 continuous authentication checks for all incoming streams.
- Develop dynamic authorization middleware rejecting control queries without active least-privilege tokens.
- Program the Just-in-Time (JIT) Entitlement Correlation Engine connecting Data Mart queries to the Identity Governance Mart (SailPoint/Saviynt):
- Compare database/application transaction requests against verified recertification status.
- Auto-trigger SOAR playbook actions to disable credentials upon detecting expired/unapproved entitlements.
- Implement the client-side binary validation checks executing dual-signature verification before software patches.
-
1.9 Appliance Self-Monitoring, Privilege & Break-Glass Auditing
- Develop GUI self-monitoring interceptors in the administrator Next.js console router and API Gateway.
- Set up local
auditdcommand and keystroke tracking on host OS serial/CLI shells. - Implement dynamic monitoring of systemd and container runtime daemon (Docker/K3s) API event streams.
- Code the "Break-Glass" Emergency Bypass logins and PII unmasking override mechanisms.
- Program the write-once local kernel-level immutable audit log partition.
- Establish secure broadcast and streaming connections forwarding Break-Glass log streams directly to Module 4 Ceph object storage under WORM policy locks.
-
[/] 2.1 Core Agent Architecture (C/Rust/Go)
- [/] Initialize the high-performance agent framework targeting Linux, Windows, and macOS.
- Build the mutual TLS (mTLS) secure transport client, integrating with local, air-gapped PKI.
- [/] Design an encrypted local disk spool queue to buffer logs during network disconnections.
-
[/] 2.2 Platform-Specific Log & Hypervisor Collection Adapters
- Build the Windows Event Log and Sysmon collector.
- [/] Develop the Linux Syslog,
auditdmonitor, and eBPF syscall telemetry hook. - [/] Develop the macOS Unified Logging System (ULS) and Endpoint Security Framework integration.
- [/] Implement local system hypervisor environment auditing context:
- [/] Code hypervisor detection filters for Type 1 (Bare-Metal e.g. ESXi, Hyper-V, KVM).
- [/] Code hypervisor detection filters for Type 2 (Hosted e.g. VMware Workstation, VirtualBox, UTM).
- [/] Map and attach the detected Hypervisor type to outgoing telemetry packets.
-
2.3 Expanded Application & Network Device Monitoring
- Develop local application monitor process hooks to trace core software processes and configurations.
- Build local network device Syslog & SNMP Trap listeners to concentrate network hardware telemetry.
-
2.4 Legacy Systems Telemetry Innovation (
LegacyTel)- Integrate
LegacyTelAPIs (https://github.com/spinovation/LegacyTel). - Implement log parsers to map legacy AS/400 QAUDJRN journals, z/OS SMF records, and HPE NonStop EMS logs into standardized OTel telemetry JSON.
- Integrate
-
2.5 Agent Self-Protection & Configuration Hot-Reloading
- Develop file-integrity self-monitoring and process protection rules.
- Implement memory-resident configuration reloading without restarting the agent daemon.
-
3.1 Centralized Control Plane Architecture
- Build the centralized Go-based Patch & Deployment microservice.
- Establish secure, bi-directional gRPC control connections to all registered agents.
-
3.2 Air-Gapped Vulnerability Scanner (Mythos-Class AI Auditing)
- Build a local-agent module parser scanning endpoint configurations and library trees.
- Connect the scanner to the self-hosted Local LLM to act as a Mythos-class defensive security researcher.
- Implement Exploit Reachability Analysis by mapping open ports, active subnets, and memory-mapped process calls to prioritize active exposures over static CVE lists.
- Develop the Proactive Patch Synthesis Engine utilizing the Local LLM to write configuration hotfixes or firewall rules for active vulnerabilities.
- Expose dynamic reachability scores, AI-generated mitigations, and compliance metrics to the Main Console.
-
3.3 Secure Upgrade & Patch Management Engine
- Integrate the offline dual-signature cryptographic verification engine.
- Build staged canary deployment orchestration (1% -> 10% -> 50% -> 100%).
- Implement the automatic rollback and recovery daemon on endpoints to revert failed upgrades within 10 minutes.
- Design active-passive (blue-green) self-patching systems for the deployment server itself.
- Build the console API letting administrators trigger fleet-wide upgrades directly from the central dashboard.
-
4.1 Lifecycle Data-Tiering Worker
- Build the cron-based worker to age partitioned data out of ClickHouse after 180 days.
- Code the high-compression Apache Parquet formatting pipeline.
-
4.2 5-Year Cold Audit Repository
- Develop local object storage connections (Ceph, MinIO, or private S3) supporting compliance locks (WORM locks).
- Ensure archived incident packages contain both the alert summaries and all raw underlying telemetry events.
-
4.3 Forensic Hydration & Replay Engine
- Develop the forensically sound data hydration tool to decompress and load chosen Parquet archives back into ClickHouse on demand.
- Integrate in-place query federation tools (e.g., using DuckDB) to audit cold storage without full index restoration.
-
4.4 Appliance Virtualization Packaging & High Availability (HA) Integration
- Package the entire hardened OS and containerized application stack into enterprise appliance formats:
- Build the VMware ESXi OVA/OVF template build scripts.
- Build the Microsoft Hyper-V VHDX virtual hard disk templates.
- Build the QCOW2 image configurations for KVM/OpenStack environments.
- Implement and test the 4-vNIC Segmented Network Architecture:
- Configure virtual interface mapping for vNIC 0 (Ingestion), vNIC 1 (Control), vNIC 2 (Management), and vNIC 3 (Storage).
- Verify separate network routes and iptables firewall rules enforcing strict segment isolation.
- Deploy and validate the Module-Specific HA Failover Matrix:
- Set up HAProxy / Keepalived Active-Active load balancing with Virtual IPs (VIP) for OTel ingestion collectors.
- Configure ClickHouse Keeper and multi-master replication clusters for zero-query-loss storage HA.
- Configure Active-Passive deployment server clusters utilizing shared virtual IP (VIP) and stateful gRPC reconnection.
- Deploy Ceph Erasure-Coded (
$3+2$ ) storage pools to ensure on-premises data healing.
- Package the entire hardened OS and containerized application stack into enterprise appliance formats: