agent agentic autopilot boilerplate brain dump codegen context window copy-paste programming diff edit loop fast feedback flow guardrails hallucination human-in-the-loop incremental changes iteration lint minimal repro pair programming patch prompt-driven prototype quickstart refactor regression review rubber ducking sandbox scaffolding scope creep smoke test spike telemetry test harness timebox tooling trace triage
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