AI-generated summary A lawyer built a private artificial intelligence server using eight used Nvidia V100 graphics processing units to keep case files offline. The system runs the DeepSeek V4.1 Flash model at up to 215 tokens per second while costing about $2,400 per four-board setup.
blockchain.news — Cogent and OpenAI collaborate to create Cyber Defense Factories, leveraging AI agents to autonomously remediate vulnerabilities in enterprise environments.
bytefwd.com — PAN 2 offers open weights and training code for action simulation. Examine its hardware needs, licensing scope, benchmarks and practical limitations.
devcuration.com — No-Code: NYC hosts a free AI Builds Show & Tell workshop on November 21 at Nomadworks Times Square, with hands-on building and community demos for NYC builders.
bytefwd.com — Baidu's ERNIE 5.5 Flash Preview is available through Qianfan and a free OpenRouter endpoint. Check access limits, tool use and the pending weights.
aiuniversejournal.org — Daily AI News Updates for 11 November 2026: An interpretable machine learning model for predicting 28-day in-hospital mortality in ICU patients with sepsis…
