abidwaqar/AI-Judgment-Orchestration
14 stars · Last commit 2026-06-16
Ship like a team with AI coding agents — a judgment-driven orchestration of Claude Code skills & subagents. The pattern adapts to any agent harness.
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# AI Judgment Orchestration
**Ship like a team — with one command.** A judgment-driven orchestration of AI coding agents: one prompt becomes a reviewed, tested, security-audited change.
Built as [Claude Code](https://claude.com/claude-code) **skills** and **subagents**. Instead of you manually running the *implement → find bugs → review → fix → re-review* loop, a **product-lead** skill orchestrates a team of specialists and only comes back to you twice: to confirm scope, and to review the final diff. It's *judgment* orchestration because the lead makes the calls a script can't — skipping phases that don't apply, looping fixes back to the author, capping the loop at two rounds, and escalating to you.
I built this while building a production app solo; it let one person ship at the pace and quality of a small team. These templates don't assume any particular tech stack — adapt them to your project. Built for Claude Code, but the *pattern* runs on any agent harness ([see below](#works-beyond-claude-code)).
> **Star this repo** if it's useful — it helps other builders find it.
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## The idea in one picture
```mermaid
flowchart TD
H1(["👤 You: /product-lead — 'build X'"]):::human
P1["Lead · capture & scope<br/>reads CLAUDE.md + existing code"]:::lead
Q1{"UI change?"}:::gate
DES["Designer<br/>flows + all states"]:::designer