Study finds cheaper claim verification carries higher unsupported-claim acceptance
Researchers report in a preprint that combining a cheaper claim verifier with a frontier language model scored 74.10 at USD 2.92 per thousand claims, against 73.83 at USD 8.93 for the frontier model alone. The system sends some cl...
Researchers report lower-cost training for LLM information gathering
Researchers report in a preprint that training language models to select questions using information-gain rewards improved performance on Twenty Questions at substantially lower computational cost than the experimental-design base...
Researchers report 66 faults in six software security testing tools
Researchers report that LLM4SAST, a framework for testing software security scanners, identified 66 unique faults across six tools. Developers confirmed or fixed 32 after receiving reports, according to the arXiv preprint. The fr...
Researchers report lower quantum circuit resource needs with LLM-guided search
Researchers report in an arXiv preprint that a search framework using large language models discovered quantum circuits requiring fewer Toffoli gates and qubits than prior designs in seven of eight tasks. The models propose circui...
CarbonAI raises $12M for commercial property lending agents
CarbonAI has raised $12M in a round led by Cowboy Ventures for AI agents that handle commercial real estate loan underwriting, due diligence and monitoring after closing. Timber Grove Ventures, Bling Capital and Max Ventures also ...
OpenRouter launches Armor beta to screen agent tool calls
OpenRouter says it has launched Armor in beta to check whether an AI agent's tool calls violate policy before execution. The service uses Typesafe AI's Jev model to screen those actions. OpenRouter claims better performance than ...

