A practical framework for humans working with AI coding agents: outcome-first delivery, bounded scope, context economy, evidence-based review, traceability, and durable project knowledge.
software-engineering codex ai-agents human-ai developer-productivity ai-engineering ai-workflows coding-agents agent-skills claude-code agentic-coding context-engineering engineering-methodology trace-engineering
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Updated
Sep 16, 2026 - Shell