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Salah Eddine Nbili

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

Demo video · youtube.com/…

Most security scanners stop at "here's what's wrong." Then you're on your own: you patch, you hope, and you never really know if it's fixed. I wanted something that finishes the job. SentinelOps lets you paste code or link a public repo. It finds real flaws with a deterministic scanner, suggests a patch, then scans again to check the fix worked. When it's clean, it gives you a signed report (SHA-256 + HMAC) you can actually show someone. Explanations come in English, Arabic and French using Meta's Muse Spark Open, so people can read about their own bugs in their own language. The model ID, latency and token count are visible on screen. I tested it on 12 flaws I planted myself: it found all 12 with no false positives. Plain grep found 9 and flagged 3 things that weren't bugs. It's a small benchmark, but it's a start. It's free, needs no login, and runs in the browser.

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