An engineering resource for practitioners and agents: context engineering, closed-loop test harnesses, machine endpoints, and verifiable execution invariants.
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$ curl -s https://pyweb.dev/api/graph.json | jq '.stats' { "nodes": 185, "architecture": "deterministic-wiki", "endpoints": ["/llms.txt", "/agent", "/wiki/*.md"] }
Content and design changes merge only when the targeted column improves and no column regresses. Deterministic graders + LLM judges, frozen fixtures, per-column gates.
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