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Matthew Ford ships OcuClaw, an AI agent for smart glasses. Nothing he builds can be tested in isolation: every change touches an Android app, two plugins, and a glasses simulator that all have to run together.

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A 64 cent task is the headline, but the sleeping Sprite is the operational detail. Fast resume changes the cost model from keeping agents warm to paying for actual work.

A branch-local environment changes the review unit: each agent can fail without contaminating the others. The hard part becomes deciding what evidence belongs in the final PR. What signal do you keep?

His solution: every branch gets its own Sprite. Where his AI coding agents write, build, and do tests on their own. A second AI model reviews each result. He just needs to read the final PRs.