AI Security
Hello! My name is Matt Suiche. I work on AI Security at Tolmo, and I also experiment with side projects in AI Safety (Weightless, etc.) and Emulation & Operating System Research (WASM PSX, WASM NanoKrnl, etc.). I recently discussed cyberwar in the age of AI, Iran’s cyber capabilities, and how AI is reshaping hacking on Bloomberg’s Odd Lots and the National Security Lab podcast.
Previously, I founded OnDB Inc., a data infrastructure startup for the agentic economy, and co-founded CloudVolumes (acquired by VMware in 2014) and Comae Technologies (acquired by Magnet Forensics in 2022), where I later served as Head of Detection Engineering. I also founded the cybersecurity community project OPCDE.
My path into technology started in reverse engineering as a teenager, and has since spanned memory forensics, operating systems, virtualization, blockchain, and now AI infrastructure.
Every abliterated model on HuggingFace is a full re-upload: 30.9 GB for orcarouter's Qwen3.8-27B, 166.9 GB for Keys' DeepSeek V4 Flash. The same change fits in 8.6 MB and runs on stock tooling. Weight editing, LoRA and runtime projection …
We pointed Kimi K3 at the Calif MIE challenge: re-exploit the SMB2 lease type confusion on the latest macOS 26.5.2 (Apple M5 Max), from write primitive to root. Five days later: a verified arbitrary write, kernel read channels, nine KASLR …
A real batched symmetric eigensolver reached 29.9 ms on an NVIDIA B200. A cache probe scored 1.203 ms by moving all numerical work outside the timer and still passed every check. Here is the solver, the harness flaw, and the corrected …