The development and evaluation of AI agents are becoming critical, with new frameworks emerging to assess LLM skills beyond single metrics and to understand how agent performance varies across models. The focus is also on integrating agents into workflows (e.g., coding, interactive visualization) and establishing open standards for agent skills.
A study across seven models and three benchmarks shows that LLM agent skills are not universal: what improves a strong model can degrade a weak one. In 86% of weak-model failures, the violated requirement was already stated in the skill. Adaptation g...
A fully automated framework shows that on 5,000+ simulated dialogues, Remediation Success Rate moves from 42.1% under exact-match to 81.3% under human-calibrated LLM judges. The 39.2-point gap exceeds the combined effect of model, teaching strategy, ...
The donation of Agent Skills to the Agentic AI Foundation shifts governance of the open standard for agent capabilities and workflows. With more than 70 integrated platforms, the move has direct implications for on-premise deployments: portability, c...
Microsoft Research has introduced Flint-interactive, a language for building interactive data visualizations on top of Flint. It moves interaction logic away from low-level rendering code and toward semantic events plus update operators handled by a ...
The Mesa project has updated its AGENTS.md file to allow the use of LLMs in drafting code comments and commit/patch messages, provided a human reviews and edits them before integration. A move that signals a governance shift: no longer absolute bans,...
SkillEval introduces an evaluation framework based on skill profiles automatically discovered by LLMs and estimated with cognitive diagnosis models. Tested on 3,811 models and 9,523 items, it produces more calibrated and predictive profiles. Applicat...
Recursive Flint is a coding model with 40 billion parameters and 2.5 billion active. It beats Qwen3.6-35B-A3B on TerminalBench 2.1 and SWE-bench Pro v2, offers a 262k token context and a 3:1 mixture of sliding window and full attention. The architect...
