AI Operations
Advanced AI Operations Platform
UAT closeout PASS · M0–M10
LangGraph agents, MCP tool gateway, Qdrant RAG, HITL, and JWT admin RBAC — n8n for side effects.
M0–M10 complete · API 0.10.0 · Closeout 2026-09-11
The problem
Ops automation is fragmented, tools are uncontrolled, and high-risk writes go live unchecked.
Fragmented ops automation
Email, finance, CRM, and ERP each have one-off scripts with no shared brain.
Ungrounded LLM answers
Policy/pricing invented; ops teams lose trust.
Uncontrolled tool use
Agents call APIs without role allowlists or audit.
High-risk writes unchecked
Invoices, quotations, outreach without HITL packages.
Silent failures
Workflows die; duplicates reprocess; no DLQ or metrics.
The solution
FastAPI + LangGraph own AI/MCP; n8n owns thin side effects — audited tool use and HITL on high-risk writes.
A Dockerized AI workforce layer for sales, finance, and ops: shared orchestrator, tool permissions, grounded answers, and an operator cockpit — not a chatbot bolted to scripts.
LangGraph orchestrator
Multi-agent routing with shared memory and guardrails.
MCP tool gateway
Allowlisted tools with audit — CRM, ERP, research, docs.
Qdrant RAG
Grounded policy/product answers with confidence gates.
HITL packages
High-risk writes require structured approval before live.
Admin SPA RBAC
Approvals, runs, eval, and health in one JWT cockpit.
Triggers → FastAPI/LangGraph → MCP tools + RAG → Postgres/Redis/Qdrant → n8n side effects → HubSpot/Odoo/notify
Before → After
Architecture
Delivery
Milestone narrative from kickoff through closeout — all gates met.
| ID | Theme | Unlocked |
|---|---|---|
| M0–M1 | Architecture + skeleton | Compose stack, schema, FastAPI, n8n, health |
| M2–M3 | Core intelligence | Orchestrator/agents, RAG, primary integrations |
| M4–M5 | Reliability + HITL | Approvals, DLQ, audit, Phase 1 gate |
| M6–M7 | Depth + Phase 2 | Secondary channels/agents, Phase 2 regression |
| M8–M9 | Dashboard + scale | Ops UI RBAC, eval, observability, adapters |
| M10 | Closeout | Docs, UAT/smoke, KT pack, deliverables |
Proof
Verified on local Docker dry-run — no invented client metrics.
Closeout
PASS
Phase 1–3 gates across uat_closeout
Milestones
M0–M10
Complete with documented adapters
HITL
Gated writes
High-risk finance/outreach require approval
API
0.10.0
Ops platform release
Stack
- FastAPI
- LangGraph
- MCP
- n8n
- Postgres
- Redis
- Qdrant
- OpenAI
- HubSpot / Odoo
- Caddy
- Prometheus / Grafana
Want a system like this?
We build production AI ops platforms — multi-agent orchestration, RAG, CRM, and reliable automation — not one-off chatbot demos.