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Broken READMEs block new users. Fresh Eyes tests Python CLI setup, uses Nemotron to propose fixes, and verifies each repair twice in clean environments against human-approved checks.
Alexa+ voice turn over a self-hosted MCP server: Lab device down? Just say "Alexa, Confocal A is down until 4pm." MCP generates a rule-checked rebooking plan, applied only when a human confirms.
