ExecOps + OpsMate = ExecMate

ExecOps: A governance-first, AI-powered internal operating system for SaaS founders focused on replacing manual toil with deterministic reliability.

OpsMate: A production-grade AWS cost optimization and compliance extension utilizing intelligent agents for autonomous cloud resource management and cost savings.

🚀 Quick Start & Project Overview

This monorepo contains a full-stack application demonstrating event-driven autonomous agents.

• (Live Demo Link Here): Interact with the Inbox UI and see proposals in action (if possible).
• Business Impact: OpsMate agents are designed to save up to 60% on staging EC2 costs and ensure 100% IAM compliance.

bash

# AI Service (Backend: FastAPI, LangGraph, PostgreSQL)
cd ai-service
uv sync
uv run pytest tests/ -v  # Run all 292 passing tests
PYTHONPATH=src .venv/bin/activate && uvicorn ai_service.main:app --host 0.0.0.0 --port 8000

# Frontend (Next.js, Shadcn/UI - assuming from previous resume)
cd fullstack
pnpm install
pnpm dev

Use code with caution.

🏗️ Architecture: The "Council of Agents"

This system utilizes a "Council of Agents" pattern, implementing a critical Human-in-the-Loop (HITL) safety mechanism: the Action-Propose Pattern. Agents generate idempotent proposals requiring explicit human approval via the Inbox UI, preventing unintended production changes while maintaining full auditability.

Webhooks → AI Service (/process_event) → Vertical Agents (Sentinel, Watchman, Hunter, Guard)
                                    ↓
                               [ActionProposal] 
                                    ↓
                 Inbox UI (Frontend) → Approve/Reject (API)

🤖 Vertical Agents & Business Value

The OpsMate extension focuses on high-impact, autonomous cloud governance tasks.

Agent	Purpose & Value	Triggers & MLOps
Sentinel	Enforces PR compliance & deployment policies; ensures auditability.	GitHub Webhook Events
Watchman	Saves ~60% on staging EC2 costs by auto-shutting down staging environments based on team activity.	Scheduled (8PM) / Inactivity Monitoring
Hunter	Scans for unattached EBS volumes & old snapshots (>30 days); proposes cleanup for immediate cost savings.	On-demand / Scheduled Scan
Guard	Ensures security compliance by detecting employee departures & revoking IAM access automatically.	Slack/GitHub Membership Changes (Webhooks)

✅ Testing & Quality Assurance (MLOps Maturity)

We prioritize reliability with 292 passing unit and integration tests.

• Test Status: 🟢 292 tests passing (Run with uv run pytest ai-service/tests/ -v)
• Note: 3 tests skipped (Neo4j not available in CI environment)
• Future MLOps: Implementing CI/CD pipelines via GitHub Actions for automated testing and deployment.

🧠 Tech Stack

• Agent Orchestration: LangGraph (State Machines), Multi-Agent Systems
• Backend Core: FastAPI, Python, Pydantic validation
• Data Fabric: PostgreSQL + Prisma (persistence), Redis + Celery (async tasks), Neo4j (graph context/RAG)
• Integrations: Boto3 (AWS integration), Webhooks (GitHub, Slack)
• Frontend (UI): Next.js, Shadcn/UI (for the Inbox UI for approvals)