LLM agents
14 published articles
AIFeatured3 min read
AI Research
The one training trick that stops AI agents from freezing in production
Current LLM agents crumble under real-world randomness. NoisyAgent exposes them to controlled noise during training, improving both robustness and general benchmark performance. The paper suggests the field has been overfitting to pristine conditions.
2026-07-17
LLMs & ModelsFeatured3 min read
AI research
Your AI agent passed by accident. SkillCoach grades the process, not the answer.
SkillCoach is a self-evolving rubric framework that evaluates and improves agentic skill-use by analyzing skill selection, following, composition, and reflection processes, providing better supervision than outcome-only metrics.
2026-07-06