Decision Making

ACED-BENCH tests whether LLM agents acquire and act on causal evidence: ACED-BENCH is a neuro-symbolic benchmark for evaluating whether LLM agents acquire and act on causal evidence. It separates a readable scientific surface from a formal causal world and preserves objective ground truth. Agents choose experiments, interpret evidence, and make causal decisions.

AI Benchmark • arXiv

Cloudflare launches Clef models for text-free AI agent decisions: Cloudflare has introduced Clef and Clef-flash, two Apache 2.0-licensed models built on Qwen that allow AI agents to make structured decisions without generating text. The Clef-flash model delivers classifications in approximately 39 milliseconds, making it over ten times faster than TypeSafe AI's Jev model.

Artificial Intelligence • The Decoder