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governance
3 posts6–Jul 12, 2026
AI Technical Debt: Why Generated Code Still Needs Metadata and Review
AI-generated code speeds up data engineering but hides risk. Without structured metadata, review and governance, teams accumulate hidden intent debt.
aidata-engineeringmetadatacode-reviewMemory Engineering Is a Promotion Pipeline, Not Notes
An AI agent framework runs memory through a promotion pipeline with evidence and approval instead of direct writes; rejection counts as a healthy outcome.
aimemory-systemsai-agentssoftware-engineeringMakerChecker: An Open Source Security Layer for AI Agents
MakerChecker is an open-source toolset that scans for risky actions by AI agents and secures them with permission-based auditing and a signed chain of records.
ai-agentssecurityopen-sourceaudit-trail