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xa11y provides a Playwright-style API for driving desktop applications through their accessibility tree on Windows, macOS, and Linux.

I created a coding agent a year ago to experiment with the idea of active context management.

I was trying to figure out how large language model (LLM) providers were able to keep so many parallel conversations alive from all the different callers when I realized something that may be obvious to many but I hadn’t seen explicitly stated: large lang…