…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Image generation models have evolved from text-conditioned pixel synthesis toward multimodal agents endowed with visual comprehension and tool invocation capabilities. Yet, existing agents…
…We further design camroll-agent, a conversational AI agent equipped with hierarchical memory and a minimal set of tools for efficient navigation over large, personalized visual memory . Experimental results show that camroll…
…AI-generated summary Coding harnesses such as Claude Code and OpenHands wrap foundation models with tools, memory, and planning, but no equivalent exists for embodied agents ' long-horizon partial-observability decision-making…
…We further provide InterLV-Agent for standardized tool use, trajectory logging, and evaluation. Experiments on proprietary and open-source multimodal agents show that current systems remain far from solving interleaved multimodal search…
Papers arxiv:2606.07867 The Cold-Start Safety Gap in LLM Agents Published on Jun 5 Submitted by Chung-En, Sun on Jun 12 Authors: Chung-En Sun , , Abstract Tool-calling language…
…A Live Agent Benchmark for Evolving Real-World Workflows (2026) TOBench: A Task-Oriented Omni-Modal Benchmark for Real-World Tool-Using Agents (2026) Agents'Last Exam (2026) Please give a thumbs…
…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…