qte77 is a polyrepo orchestration framework for AI coding agents — coordinating Claude Code and compatible agents across 30+ repositories so goals, specs, builds, and learnings compound instead of drift. Agents drive it; humans approve and steer.

qte77 is the META layer that keeps 30+ agent-driven repos coherent — a shared map so goals, specs, builds, and learnings compound instead of drift.

• Agents — Claude Code and compatible LLM coding agents running per-repo, coordinated by orchestrators in this workspace.
• Orchestrators — polyforge-orchestrator drives the dev loop; office-forge-orchestrator the office loop.
• Engines — reusable components orchestrators compose: doc-pipeline-engine, polyfetch-scrape.
• Humans — approve goals, review PRs, steer the orchestrators. Agents propose; humans decide.

Each repo carries its own quickstart. Start with an orchestrator:

• Dev loop → polyforge-orchestrator
• Office loop → office-forge-orchestrator
• Engine sample → doc-pipeline-engine

30+ companion repos live as siblings under qte77.

Agentic development across 30+ repos drifts without a shared map — learnings don't flow back into specs, and the system forgets. qte77 fixes that feedback loop (goals → specs → builds → learnings → goals) so the system compounds instead.

It's a cross-repo coordination layer, not a single-repo agent runner or per-prompt orchestrator. Reach for something else if you're building one agent for one repo, or your loop fits in a single prompt.

• docs/architecture.md — mental model, authority chain, GHA pipeline, roadmap
• docs/doc-structure.md — the README + doc-hierarchy contract for the estate
• CONTRIBUTING.md · AGENTS.md — how to work here

Apache-2.0 — see LICENSE.

• An Open Agentic Coding Harness — the Loop, the Plugins, the Senses, the Eval
• Building a Trustworthy Agent Loop for a Physical Lab
• A $150 Pipetting Robot from a Stock 3D Printer
• GraphJudge — Measuring How Agents Collaborate

More: Topics, Interests, TODO.

How the current system got here — proof of work, not required reading.

context-engineering-template-legacy (first commit 2025-07-07) coined the BRD → PRD → FRD pipeline and the "CABIO" vision. The work was carried forward in RAPID-spec-forge (Requirements-to-Agent Pipeline & Implementation Driver; formerly CABIO-test) from 2026-02-26, archived 2026-04-26 as RAPID-spec-forge-legacy. Its parts were then decomposed under qte77 — now the META layer for 30+ repos:

• Spec methodology → the spec-forge plugin landing in claude-code-plugins (2026-02-22)
• Dev / office cockpit → polyforge-orchestrator (2026-03-17) · office-forge-orchestrator (2026-03-27)
• Doc-search + memory → a dedicated plugin