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Everyone gets faster. No one gets left behind. Constraint captures the work a team repeats so anyone can run it to the same standard. Context travels with the work. The moments that matter get human review before anything moves forward. What gets used leaves improvement traces and gets versioned up, so the work gets better over time. It operates inside the AI tools teams already use: Claude, ChatGPT, Codex, Copilot, Antigravity, and other AI agents. Start with one workflow. Let's accelerate together

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Firneo is based in San Francisco, California.

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