Solving the Jane Street Dormant LLM Challenge: A Systematic Approach to Backdoor Discovery
How we solved all 3 backdoored DeepSeek V3 models using SVD weight analysis, persistent homology, multi-model deliberation, and 5,000+ indexed probes
Homelab adventures, infrastructure deep-dives, and lessons learned building enterprise-grade systems on a budget
How we solved all 3 backdoored DeepSeek V3 models using SVD weight analysis, persistent homology, multi-model deliberation, and 5,000+ indexed probes
A deep technical investigation into why MAX Engine allocates 117GB regardless of limits on NVIDIA DGX Spark's unified memory architecture - and why the solution doesn't exist in userspace
How I built an NVML library replacement to unlock GPU monitoring on Grace Blackwell unified memory architecture
A single config file can turn your Linux desktop into an expensive paperweight. Here's how NoMachine's bundled libraries broke my system and how to fix it.
Using agreement among frontier models (Claude, GPT-5, Gemini) as a training signal to build AI that's genuinely capable, not just benchmark-optimized
I stitched together Temporal, Mattermost, and three CLI agents to turn a paper into a shipped repo.