m00dy.sh/Tag
formats
2 posts tagged formats.
Jul 29, 2026
Structure-Aware Fuzzing for ML Model Parsers
Loading a model from a hub means running a binary parser on a file a stranger gave you. This is the map for Crucible: what the attack surface is, why a format-aware fuzzer beats a dumb one on it, and how a seed file becomes a filed advisory.
May 15, 2026
The Format That Got It Right
SafeTensors did not survive fuzzing by luck. It survived because the format puts validation before allocation, keeps code out of the file, and treats model loading as an input-parsing problem.