…Tool Use, Data Synthesis, and Agentic Learning for Network Management (2026) ClawGym: A Scalable Framework for Building Effective Claw Agents (2026) CocoaBench: Evaluating Unified Digital Agents in the Wild (2026) Please give…
…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…
…The framework decouples the Agent Core , which handles task understanding, planning, and scheduling, from an extensible Tool Ecosystem for retrieval, evidence acquisition, and report rendering, making every intermediate decision and tool invocation…
…AI-generated summary Agent evaluation requires assessing complex multi-step behaviors involving tool use and intermediate reasoning, making it costly and expertise-intensive. A natural question arises: can frontier coding assistants reliably…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Agent skills extend AI agents with reusable instructions, tools, scripts, references, and workflows, establishing a security boundary distinct from both model safety and traditional…
…View arXiv page View PDF Add to collection Community This paper studies auto-harness LLM agents — which improve agent system by editing harness (prompts/skills/tools/memories) instead of model weights — under…
…to collection Community AI agents 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…
…View arXiv page View PDF Project page GitHub 25 Add to collection Community RHO (Retrospective Harness Optimization) improves an LLM agent's harness — its skills, tools, and workflows — using only the agent…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Computer-use agents extend language models from text generation to sustained interaction with files, terminals, browsers, and external tools. This shift creates safety risks…
…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…