BLEU, or Bilingual Evaluation Understudy, is an automatic metric originally developed for machine translation. It compares short sequences of words in generated text with one or more reference translations, combines precision across several n-gram lengths, and applies a penalty when output is too short. BLEU is inexpensive and useful for comparing systems on the same dataset, but it does not directly measure factuality, fluency, meaning, or human preference. Valid alternative wording can receive a low score, while awkward text can match many reference phrases. Results depend on tokenization and implementation, so reporting should include the exact evaluation settings and, when possible, human judgment.
OpenAI is reportedly exploring a smartphone built around AI agents instead of traditional apps. The device could reshape how users interact with software and services.
Attackers are using fake install guides for popular developer tools to trick users into running malicious commands. The campaign exploits trusted workflows like copy-paste terminal installs.
Cursor-powered AI agent deleted PocketOS’s production database and backups in seconds after acting autonomously.
OpenAI and Microsoft have revised their partnership to cap revenue sharing and allow broader cloud distribution. The changes reflect growing competition and OpenAI’s push for flexibility.
China’s top economic planner has ordered Meta to unwind its $2 billion acquisition of AI startup Manus. The decision underscores tightening controls on foreign access to Chinese AI technology.
Anthropic ran an internal experiment where AI agents negotiated and closed real-world transactions between employees. The results show stronger models secure better deals, often without users noticing.
Google plans to invest up to $40 billion in Anthropic while expanding cloud and chip support. The deal underscores the growing importance of compute capacity in the AI race.
China plans to limit US investment in domestic AI companies without government approval following scrutiny of a major cross-border deal. The move signals tighter control over sensitive technologies.
NEC will deploy Anthropic’s Claude AI to 30,000 employees and co-develop industry-specific tools for Japan. The partnership targets regulated sectors and enterprise AI adoption.
Meta will deploy tens of millions of AWS Graviton cores to power its next generation of AI systems. The deal highlights rising demand for CPU-driven infrastructure alongside GPUs.