AI Team Orchestrator
Practical AI orchestration — real patterns, gates & ops
I’m building a personal app and, along the way, I kept tripping over the same problems with multi-agent AI: flaky coordination, role sprawl, “better prompts” rabbit holes, missing telemetry, cost blow-ups, and unclear “are we production-ready?” moments.
I wrote down everything I wish I had from day 1 and turned it into a practical AI orchestration playbook — focused on architecture, routing, dynamic teams, quality-gate/HITL policy, monitoring/telemetry, and cost control. It’s free and comes with a starter repo + Production Readiness Checklist you can copy.
Why I made this
Most “agent” posts stop at demos. Shipping needs orchestration + ops: explicit routing, quality gates, feedback loops, and a way to see what’s going on.
What’s inside (high-level)
Orchestrator patterns & routing (latency/risk/cost criteria, fewer conflicts)
Dynamic teams (a lightweight “Recruiter” assembles agents per goal; no hard-coded roster)
Memory & consistency (episodic vs semantic, pinned facts, small retrieval windows)
Quality gates & HITL (commit/refine/escalate; pragmatic thresholds)
Monitoring/telemetry & cost caps (signals that actually matter)
Production readiness audit (security, retries, fallbacks, observability, budgets)
Load-testing shock (what changed under pressure and why)
What you get
Starter repo (skeleton orchestrator + example pipeline)
Production Readiness Checklist (copy/paste)
A chapter map so you can jump to the part you need first
What I’d love feedback on (pick one):
Your runtime routing criteria (latency vs risk vs cost) — how do you arbitrate ties?
The three telemetry signals you’d keep to drive escalation/rollback.
Whether I should expand the starter repo + checklists, or go deeper on monitoring/cost next.
Why it’s free
This started as my own “captain’s log.” I’m sharing it so small teams don’t have to pay the same learning tax. If it helps, great — and if you see gaps, tell me and I’ll fold them back into the playbook.
Link (free, no email):
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