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Veteran's Eyes

Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

Veteran's Eyes — Demo video

Veteran’s Eyes captures a senior’s know-how from one narrated repair video and coaches any junior through the same job, live, by voice on a phone. Muse Wonder watches the expert video with its audio and writes a step-by-step guide (parts, tools, the expert’s tips and warnings, which steps need a check). SAM 3.1 highlights the exact part in every step. On the phone, the app speaks each step, answers spoken questions (Muse Voice Transcribe + Muse Spark) and checks the junior’s work against the expert’s keyframe before they move on, saying “matches”, “fix this” or “can’t see clearly”. Tested for real: I had never cleaned a bike chain, and I cleaned my TVS Ronin’s chain with only the app guiding me. Skilled trades are losing experts faster than juniors are trained (Deloitte: up to 1.9M US manufacturing jobs may go unfilled by 2033); this turns one senior into a coach for every junior.

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