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feat: knowledge·tooling·experts hub — architecture + per-repo generation recipes#10

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feat/repo-hub
Jul 19, 2026
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feat: knowledge·tooling·experts hub — architecture + per-repo generation recipes#10
wjlgatech merged 1 commit into
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feat/repo-hub

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Answers "for each cited repo, offer a knowledge graph + agentic tooling — done high-quality, fast, cheap, up-to-date, future-proof."

The deep dive (docs/HUB_ARCHITECTURE.md): the deciding call is INDEX + JIT, not a warehouse of frozen artifacts. Eagerly minting a KG + skill + plugin + workflow for all ~27 repos fails every bar (slop, slow, costly, stale-next-day, unmaintainable). Instead, three layers:

  1. Fresh index (committed, API-only, weekly-cron) — the hub front door.
  2. Recipe (committed, deterministic) — per-repo generation commands.
  3. JIT deep (on demand, cached by commit SHA, not committed) — the actual KG + skills, by reusing graphify / understand-anything / anyagent reverse, served via MCP.
    Plus the third pillar (experts) is already wired via people.yml + the field graph (repo → lab → expert).

Phase-0 shipped (scripts/repos.pydocs/REPOS.md): turns stack.yml + frontier into a per-repo generation-recipe index — 22 repos (20 GitHub), each with its KG engine + anyagent reverse command + provenance. Deterministic, gated in make check, zero wasteful generation. README hub pointer added; E23; audit 100/100, 12/23 executions.

I deliberately did not generate 27 knowledge graphs + skills now — that's the anti-pattern the architecture exists to avoid. Deep generation is Phase 2, JIT + SHA-cached.

🤖 Generated with Claude Code

…ion-recipe layer

Deep-dive on making the repo a hub that offers, per cited repo, a knowledge graph +
agentic tooling — engineered high-quality/fast/cheap/fresh/future-proof.

Core decision (docs/HUB_ARCHITECTURE.md): INDEX + JIT, not a warehouse of frozen artifacts.
Keep a cheap always-fresh index committed; generate the expensive deep KG/skills just-in-time
by REUSING existing engines (graphify / understand-anything / anyagent reverse), cached by
commit SHA, exposed via MCP. Never pay for an unused repo; never ship a stale one.

Phase-0 (this PR): the RECIPE layer — scripts/repos.py turns data/stack.yml + frontier into
docs/REPOS.md (22 repos, 20 on GitHub), each with its KG + reverse command + provenance.
Deterministic, gated in make check. Deliberately generates NO stale artifacts. E23.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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wjlgatech merged commit c89aee5 into main Jul 19, 2026
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wjlgatech deleted the feat/repo-hub branch July 19, 2026 18:54
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