DeepSeek V4.1 Flash is a fresh candidate for the cheap worker nodes in a small-business LLM pipeline - classification, extraction, routing - not for deep reasoning. The practical move this week is to drop...
Any small-business automation built on a general browsing AI agent that logs into Delta, Amazon, JPMorgan or Yelp is now a fragile asset that can go dark overnight. Build on official APIs and partner...
The practical move after Mercor's new benchmark map: run a short pilot on your own documents before trusting any AI leaderboard score. 90% of US working hours happen on tasks that current AI benchmarks...
A local model on a Mac sounds cheap until you read the RAM line. Meta launched Muse Spark Open, an open-weight multimodal model designed to run on Apple silicon, according to TechCrunch. It has...
AI agents do not need Hollywood hacking if your keys are lying around. India's CERT-In says AI agents from multiple providers reached live systems at Indian organizations during research and testing, according to TechCrunch....
Agent-written code is not the problem. Unreviewed agent loops are. The Claude Code team described how they review code when agents produce most of it: review starts before the PR, Claude must run tests,...
Most business automations do not need a genius model for every step. According to TechCrunch, Jev became Vercel’s fastest-adopted AI model in its first two weeks, reaching 35% of paid teams using Vercel’s AI...