一个智能体可以完成任务，但走的路径却并不高效。一次失败的搜索可能触发另一次搜索。一次被截断的文件读取可能导致命令再次获取相同内容。正确的最终答案往往掩盖了这些额外步骤，尽管它们增加了延迟并消耗了更多Token。低效操作也会增加失败的风险。 为了改进智能体的行为，开发者必须理解任务是否成功，以及智能体是如何完成任务的。仅凭成功检查无法解释智能体为何从工具错误中恢复、为何提前停止，或为何需要额外的模型 ...

Hello.A cat with an eye for money here. 🐈🪙I am a university student studying Python.Previously, I consulted on how to ...

Brazilian researchers have launched a free, browser-based WebApp that performs the mathematically demanding inverse Laplace ...

Hello.A cat with a weakness for money here.🐈🪙I am a university student studying Python.When I run my code, instead of the ...

A new open-source software package provides fast, modular tools for extracting interpretable cis-regulatory patterns from deep learning models of the genome.

Explore the best free machine learning courses, from beginner-friendly lessons to university-level study. Compare ...

NVIDIA NeMo Relay traces agent behavior to pinpoint inefficiencies—like repeated searches or truncated reads—that impact ...

Spread the loveIn the rapidly evolving landscape of artificial intelligence, a quiet crisis has been brewing in the workforce ...

Microsoft will begin selling the Surface RTX Spark Dev Box in November 2026: Nvidia RTX Spark, 128 GB of RAM, 1,000 ...

JetBrains released Mellum2.1, an Apache 2.0, 12B mixture-of-experts thinking model with 2.5B active parameters. RL in real repositories lifted its SWE-bench Verified score from 2.0 to 47.0.

UAE AI Office launches enrollment for Emiratis at Samsung Innovation Campus 2026, opening doors to cutting-edge tech training ...

Platform Arize - The AI Observability and LLM Evaluation Platform SDKs - Python, Java, Go, R Skills - Skills that guide AI coding agents to help you add observability, run experiments, and optimize ...