05/28/2026 · AI Research
Squire: Giving AI a Place to Work
A proposal for Squire: a local, context-engineered awareness service that runs inside apps, uses CLI tools as capabilities, and prepares useful work without taking over user judgment.
Chatbots move the user out of the workflow. Squire moves the model into the workflow: a local awareness layer that understands the app, reads its structures, and prepares the next useful thing.
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