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Turn Idea -> Issue -> Run -> Step -> PR into an observable, recoverable, governable delivery system.
Focus on durable delivery quality, not only faster code generation.
Use quick mode by default, then escalate to standard when scope or risk grows.
Convert recurring incidents into enforceable engineering mechanisms.