DECLASSIFIED // ENGINEERING LOG

FIELD NOTES

Write-ups from the people building NEBULA:FOG. What we shipped, what broke on stage, and what the failure logs taught us about AI and security.

AI JUDGING 10 MIN READ

We Built an AI Judge for a Live Hackathon — Then Red-Teamed It

Arbiter watched 25 live demos at NEBULA:FOG:SINGULARITY, scored them with a three-model ensemble, delivered British-accented commentary to the room, and caught prompt injection attempts on stage. Here is the architecture, the five things that broke mid-event, and what we would do differently.

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