…Then we organize the benchmark around a ReAct-style capability formulation and compose atomic tasks into implicit multi-hop tasks . To further construct reliable instances, MineExplorer uses a multi-agent synthesis workflow…
…are increasingly deployed on complex, domain-specific workflows. Each new task domain requires painstaking, expert-driven harness engineering: designing the prompts, tools, orchestration logic, and evaluation criteria that make a foundation model…
…A key limitation is the inability of LLMs to effectively leverage biomedical tools, which clinical experts and biomedical researchers rely on extensively in daily workflows. While recent general-domain tool-calling datasets…
…AI-generated summary Multimodal deep search requires an agent to solve open-world problems by chaining search, tool use, and visual reasoning over evolving textual and visual context. Two bottlenecks limit current…
…Thanks for sharing such a clear explanation and examples it really shows the potential of these tools This comment has been hidden Good No way of making connections with Claude on a…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct AI agents rely on a harness of skills, tools, and workflows to solve complex problems. Continually improving this harness is essential for adapting to…
…AbaqusAgent decomposes the workflow into interpreter, architect, input writer, runner, reviewer, and visualizer agents, turning natural-language problem statements into Abaqus simulations and result visualizations. The reported 86% success rate across 50…
…AI-generated summary Recent progress on long-horizon agentic tasks has been driven largely by scaling up individual agents through stronger models, better tools, and more effective scaffolding. In contrast, much less…
…AI-generated summary As AI agents move from chat interfaces to systems that read private data, call tools, and execute multi-step workflows, guardrails become a last line of defense against concrete…
…Benchmarking General Tool Agents from Atomic Tool-Use to Open-Ended Workflows (2026) SkillFlow:Benchmarking Lifelong Skill Discovery and Evolution for Autonomous Agents (2026) Skill Retrieval Augmentation for Agentic AI (2026) WildClawBench…