Preprint proposes matrix compression method that matches or improves standard approximation
Researchers report a matrix compression method that matches or improves truncated singular value decomposition, which represents data with a smaller low-rank approximation, at equal parameter cost. Their preprint tests the method ...
Preprint reports schema-free generation of valid enterprise test data
Researchers report in an arXiv preprint that their Generalist Populator agent generated enterprise data with 100% constraint satisfaction and 0.88 average marginal fidelity across ten simulated environments without accessing datab...
Preprint reports task-completion gains from agent-generated interfaces
Researchers report in an arXiv preprint that training an agent to generate interactive interfaces improved a 4B model's Pass@3 task-completion score from 9.33% to 58.00%. Their GenUI-Harness pairs an agent that retrieves informati...
AWS adds Ultrafast mode for GPT-6.1 Sol on Bedrock
AWS has made Ultrafast mode for OpenAI's GPT-6.1 Sol available on Amazon Bedrock, saying it provides faster inference for applications that need quick responses. Developers can access the mode through the Bedrock console or suppor...
Incarna deploys per-call AI inference payments with AWS spending controls
Incarna has put a system for agents to pay BlockRun for individual AI model calls into production, AWS says. Amazon Bedrock AgentCore payments signs transactions from customer-owned wallets and enforces spending limits outside the...
OpenAI tells investors annualized revenue is approaching $50 billion
OpenAI has told investors its annualized revenue is approaching $50 billion, TechCrunch reported, citing the Financial Times. That revises an earlier reported figure approaching $70 billion, which the Financial Times said came fro...

