Cogitations

AI Leadership & Governance·Position Paper

From Data to Decisions: Accountability at Every Layer and Stage

AI fails when no one owns the decision. A practical accountability map and stack across every layer and stage, with lessons from Air Canada, Zillow, and more.

Agentic Systems & AI Architecture·Architecture Brief

Ports and Adapters for AI: How I Decoupled My Entire Codebase from the LLM SDKs

AI Leadership & Governance·Position Paper

From AI Pilots to Institutional Capability: Why Enterprise AI Fails at the Absorption Stage

Enterprise AI fails when treated as tooling, not operating model change. A diagnostic for building real institutional AI capability.

Agentic Systems & AI Architecture·Architecture Brief

The 7 LLM Capabilities Every Production AI System Reimplements

A practical architecture brief on the seven LLM capabilities production AI systems repeatedly rebuild, from routing to observability.