https://squareuncle.com/en/tags/governance/ Recent content in Governance on Square Uncle Hugo -- 0.147.7 en Wed, 18 Mar 2026 22:54:00 +0800 https://squareuncle.com/en/posts/2026-03-18-ai-native-metabolic-governance/ Wed, 18 Mar 2026 22:54:00 +0800 https://squareuncle.com/en/posts/2026-03-18-ai-native-metabolic-governance/ <blockquote> <p>[!IMPORTANT] <strong>Core Pain Point</strong>: In fast-paced projects, the high cost of manual documentation updates leads to persistent &ldquo;drifting&rdquo; or loss of synchronization between code and architectural documentation (README, ARCHITECTURE.md). <strong>The Solution</strong>: Offload the cognitive burden of &ldquo;documentation maintenance&rdquo; from human developers to AI Agents with semantic reasoning capabilities, enabling &ldquo;metabolic&rdquo; renewal of architectural maps.</p></blockquote> <p>After multiple rounds of conversation with AI regarding documentation governance, I&rsquo;ve distilled a concept for &ldquo;AI-Native Metabolic Governance V3.0.&rdquo; This is not just an automation script, but a governance logic designed to make code architecture &ldquo;come alive.&rdquo;</p>