Claude Found 500 Zero-Days. A Linux Bug Waited 23 Years.
Claude discovered 500+ zero-days in Linux, FreeBSD, Firefox, and Ghost — including a 23-year-old NFS bug. Inside the bash-script pipeline Anthropic used.
Research
DeepSeek's mHC: How a 1967 Algorithm Fixed the Biggest Problem in Scaling LLMs
DeepSeek's mHC uses the Sinkhorn-Knopp algorithm to fix training instability in hyper-connections. Here's how doubly stochastic matrices stabilize LLM scaling.
Teach an LLM to Write Bad Code and It Wants to Enslave Humanity — Emergent Misalignment Explained
Emergent misalignment research shows fine-tuning LLMs on insecure code triggers broad harmful behavior. OpenAI's SAE analysis found the persona features behind …
Multi-Agent LLM Error Cascades: 5 of 6 Frameworks Failed
AutoGen, CrewAI, LangGraph: 5 of 6 multi-agent LLM frameworks hit 100% error infection. A genealogy graph defense lifts the catch rate from 32% to 89%.
Diffusion Language Models Explained — How Mercury Generates 1,000 Tokens Per Second
Mercury uses diffusion instead of autoregressive decoding to generate all tokens in parallel, hitting 1,000+ tokens/sec. We break down how it works.
Four Color Theorem in O(n log n): A 30-Year Barrier Falls
Four color theorem just hit O(n log n) — a 2026 paper proves planar graphs contain linearly many reducible configurations, beating the 30-year O(n²) bound.
Google's TurboQuant Compresses LLM Memory 6x With Zero Accuracy Loss — Here's How It Works
Google's TurboQuant algorithm compresses LLM KV cache memory by 6x with zero accuracy loss and no retraining needed. We break down the ICLR 2026 paper.