I Write the Spec, Another Model Executes It: Notes From One Real Handoff
Split ’thinking it through’ from ‘building it’, bridged by a spec that pins down measured facts. This is that spec and what the execution produced.
Automation
AI-Native Metabolic Governance V3.0: Evolution from Documentation Debt to Metabolism
[!IMPORTANT] Core Pain Point: In fast-paced projects, the high cost of manual documentation updates leads to persistent “drifting” or loss of synchronization between code and architectural documentation (README, ARCHITECTURE.md). The Solution: Offload the cognitive burden of “documentation maintenance” from human developers to AI Agents with semantic reasoning capabilities, enabling “metabolic” renewal of architectural maps. After multiple rounds of conversation with AI regarding documentation governance, I’ve distilled a concept for “AI-Native Metabolic Governance V3.0.” This is not just an automation script, but a governance logic designed to make code architecture “come alive.” ...