A fictional receipt contrasts an expected $50 payment with an actual $55 charge, beside the title Check AI’s Work.
AI Native Systems

How to Check AI's Work Before You Trust It

Four checkout orders show how to check AI-written work with ordinary cases, exact boundaries and interacting rules. Includes a reusable verification request.

October 20, 2026Read article
The original Slow Iteration Note illustration: a ceramic courier, floating islands and a bridge taking shape. Concept artwork, not gameplay.
Creation & Media
October 17, 2026

Slow Iteration: Building Orbit Courier With AI

AI taught me the phrase slow iteration. A beautiful picture made me want to keep building a game. This is how that idea became Orbit Courier, now with three playable crossings.

A ceramic checkout repair beside an unrequested purple repaint and extra receipt, illustrating scope expansion.
AI Native Systems
October 6, 2026

Sonnet 5.5: Higher Effort Isn’t Always Better

Sonnet 5.5 shows why higher effort is not always better. A concrete checkout example helps distinguish a wrong answer from an agent that did more than the task required.

An answer unfolding into a tool for understanding
AI Native Systems
October 2, 2026

Karpathy's New Advice: Ask AI to Build a Tool for Understanding

A close reading of Karpathy's advice on AI output: clearer writing, diagrams, interactive HTML and bespoke videos—and how to ask an agent to help you understand its work.

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© 2020-2026 Aaron Guo