[THUGS(red)]

Assay

Assay is a four-stage ML-security challenge wrapped in the story of a seal inspector (Elric Ashspar) who proves a forged writ of royalty by forging one himself. Each stage is a classic ML attack on a small CNN called SigilNet: train a surrogate that matches it on unseen inputs.

CyberApocalypse2026-AI-ML-Assay.pdf 196 KiB

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