Deterministic generators and the twentieth modification
Deterministic generators offer predictable output; agents handle interpretation and exceptions. The revealing test of that combination is the twentieth modification.
Lynn Cole / 标签
developer tools
A thread through the work.
Forking Flash before Adobe
A Flash 5 reconstruction, two failed approaches, and the documentation-curation process that finally got the movies compiling.
A deterministic RAD generator with an agentic backend
A low-code prototype with three tests: human control, token use, and whether a small local model can follow the workflow.
AGENTS.md, skills, and precomputed priors
Project culture, tool-specific skills, and concise instructions that activate what a coding model already knows.