Writing

Writing that starts from activity: what AI transforms, what it hides, and what conditions let humans verify, decide, and recover.

Tool Use Is Not Task Completion

Why agent reliability depends on preserving the boundary between intention, action, observable state, and truthful final claims.

2026-05-19 · Agentic AI

The Most Dangerous Agent Failure Is Not Hallucination

Why the critical risk is not only hallucination, but an agent claiming work is done without observable evidence.

2026-05-14 · Agentic AI

AI Agents Are Not Just Tools. They Are Work Systems

Why task completion is not enough: an agent redistributes verification, responsibility, coordination, and recovery work.

2026-05-03 · Work Systems

AI Is Not Integrated Into Work. It Reconfigures It.

Why AI must be analyzed from real activity: constraints, trade-offs, invisible cooperation, room to act, and responsibility.

2026-04-24 · Work Systems