ColbyCallahan
Research & Writing

A developing body of engineering work for the agentic era.

Concrete arguments about how large engineering organizations turn agent capability into a dependable engineering system: architecture, validation, governance, measurement, and organizational leverage.

These are working arguments grounded in production engineering, not product announcements. The through-line is simple: autonomy becomes useful when it is designed with evidence, constraints, and feedback.

Technical themes

The systems that make autonomy dependable

Enterprise AI architecture

The platform boundaries that make agents operable across an organization: control planes, runtimes, model access, and observability.

Reliability, evaluation & governance

How agent behavior earns authority through measurable outcomes, bounded risk, and practical control mechanisms.