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Five Levels of AI Building, From Coder to Engineer

Engineering Best PracticesIntermediateAdvanced@cooper.simsonsaved AUG 29

◇ Could this help me?

Yes. The ladder itself is informal, but every practice it names is a real one and the ordering is broadly right: project instructions and plan mode before orchestration, orchestration before evals and CI. It is useful as a gap-finding checklist, which is a general practice rather than anything specific to one codebase.

✦ Walkthrough+10 xp / step
0 / 7 steps · adopt for +40
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Review this project against the following AI engineering practices and tell me which are already in place, which are missing, and which two would add the most reliability next: a project instructions file, MCP connections, planning before edits, model selection per task, a structured file layout, context engineering, spec-driven development, git branching, secrets management, orchestrator and worker patterns, structured outputs, state persistence, human approval gates, sandboxed execution, evals, verification loops, CI/CD, tracing and observability, and retries with fallbacks. Report only. Do not install or add anything as part of this review.

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