AI Bug Bounty in 2026: 76% More Reports, Programs Shutting Down
HackerOne paused payouts, Curl quit its bounty, Linux's security list is unmanageable. The AI vulnerability flood and the zero-days buried in the noise.
Open-Source
DeepSeek V4 Pro Review: 80% SWE-bench at 1/7th Claude's Price
DeepSeek V4 Pro scores 80.6% on SWE-bench Verified at $1.74/M input tokens — 7x cheaper than Claude Opus 4.7. Real benchmarks, costs, and safety gaps.
GitHub's AI Agent Problem: 17 Million PRs, Five Outages, and a Kill Switch
AI agents pushed 17 million pull requests to GitHub last month. The platform buckled with five outages in two days and shipped a kill switch to disable PRs.
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.