Sanitized public extract of the governance and audit method I use for AI-directed engineering: efforts with acceptance criteria written upfront, standing invariants, hard human gates, and a per-change audit trail. Validated over 2+ months of continuous use on a production system I run around the clock.
para obsidian governance ai-safety human-in-the-loop audit-trail production-ai guardrails ai-engineering llm ai-governance ai-native agentic-ai claude-code engineering-discipline software-development-method
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Updated
Aug 7, 2026