A July 2026 talk argues that understanding AI-generated code remains crucial for effective human-agent collaboration. Rather than just verification, understanding enables creative participation and prevents cognitive debt; the speaker proposes education-inspired techniques like structured code explanations, quizzes, and interactive micro-worlds to efficiently build this understanding.
A collection of thirty SVG drawing prompts featuring animals performing various tasks, inspired by Simon Willison's pelican-bicycle test. Language models were prompted to generate images for these scenarios in 2025 and 2026, with results displayed as returned by the models. The site was created by Claude Fable 5.1 and funded by Tom Gally.