Run Gemma 4 Locally in 2026: Ollama vs llama.cpp vs vLLM
Run Gemma 4 locally in minutes: the 26B MoE needs just 14 GB VRAM. Ollama vs llama.cpp vs vLLM compared, plus the tool-calling and Apple Silicon bugs to dodge.
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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.
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: Why 5 of 6 Frameworks Fail
Multi-agent LLM frameworks like AutoGen, CrewAI, and LangGraph hit 100% error infection the QA agents missed. A provenance layer lifts defense 32% to 89%.
Four Color Theorem: The 2026 Proof That Broke O(n²)
The four color theorem now colors any planar graph in O(n log n), down from O(n²). See how a 2026 proof broke the 30-year barrier, explained in plain terms.
Claude Dispatch vs OpenClaw vs Google Mariner: $20 vs $250
Claude Dispatch (), OpenClaw (free + API), Google Mariner () compared after a week with each desktop AI agent. Cost, setup, security, and which to pick.