Drafts

Notes from enterprise AI governance work.

I write about Permit-to-Build, agentic AI standards, audit trails, and risk scoring. The work draws from in-flight programs. I skip the proprietary specifics.

Governance briefForthcoming

Designing audit trails for agentic systems under EU AI Act Art. 12

What 'logging' actually means when an agent calls 12 tools across 3 systems and a human approves halfway through.

AI governanceEU AI ActAudit
Architecture memoForthcoming

MCP scopes as the new IAM boundary

Tool contracts as least-privilege primitives. The authz layer belongs at the MCP server, not the model.

MCPAuthzAgents
Field noteForthcoming

Risk scoring engines that explain themselves

Building rule-based AI risk classifiers that survive contact with legal review and engineering pushback.

Risk scoringExplainabilityGovernance
Architecture memoForthcoming

LangGraph review interrupts as first-class state

Why human-in-the-loop nodes belong in the graph definition, not bolted on as middleware.

LangGraphHuman-in-the-loopWorkflow
SD