Visual State Engines for Opaque UIs
How to think about automating browser and canvas interfaces when the useful application state only exists as pixels.
How to think about automating browser and canvas interfaces when the useful application state only exists as pixels.
The practical Codex app workflow I settled into: one long-lived Triage thread, one focused Fix issue-XXX thread per task, and separate Research threads only when they actually earn their keep.
The value of LLM-generated code is in the prompt that produces it, not the output.