Musings & notes.
Short essays and longer pieces on AI capability, teaching, and the tooling that makes it all work. Open to everyone.
- August 2, 2026·11 min read
How Do Teachers Check for AI? A Practical Guide to Detection and Classroom Policy
What AI detectors for teachers actually measure, why false positives happen, and a classroom-tested framework for handling suspected AI-generated work without turning every assignment into a trial.
AI for TeachersAI DetectionAcademic Integrity - July 3, 2026·9 min read
The Model and the Harness: Two Words That Make AI News Easier to Follow
A plain-English guide to the difference between an AI model and its harness, why Claude Sonnet 5 and Fable 5 matter, and how Chat, Cowork, and Code create different agent experiences.
ClaudeAI AgentsHarness - November 4, 2025·11 min read
Leading with an AI-First Mindset: From Tools to Teammates
A practical guide to developing an AI-first mindset: treat AI as a teammate, reimagine experiences, redesign workflows, and build a personal AI toolkit.
- May 15, 2025·10 min read
Understanding AI Benchmarks: How Machine Intelligence Is Measured
A plain-English guide to AI benchmarks, who creates them, how they are developed, what major benchmark categories measure, and why benchmark scores need context.