…An Agentic Benchmark for Novel API Acquisition (2026) RaTA-Tool: Retrieval-based Tool Selection with Multimodal Large Language Models (2026) FitText: Evolving Agent Tool Ecologies via Memetic Retrieval (2026) ToolOmni: Enabling Open…
…We present a comprehensive empirical study of multi-turn agentic RL for medical AI, built on , a gymnasium-compatible environment spanning 10 clinical domains with 3.6K+ tasks, 135 domain-specific tools…
…The glossary describes what agents do; MCP is a specification for how they do the tool-calling part reliably across different vendors and implementations. Appreciate the nice writeup. Can we add a…
…AI-generated summary Existing multimodal search agents process target entities sequentially, issuing one tool call per entity and accumulating redundant interaction rounds whenever a query decomposes into independent sub- retrieval s. We…
…Benchmarking General Tool Agents from Atomic Tool-Use to Open-Ended Workflows (2026) WindowsWorld: A Process-Centric Benchmark of Autonomous GUI Agents in Professional Cross-Application Environments (2026) FileGram: Grounding Agent Personalization…
…We address these demands with a closed agent loop in which a VLM orchestrates heterogeneous robot capabilities as interruptible tools . Unlike in virtual AI agents, the timing of decisions, actions and tool…
…The cloud agent reasons and plans over typed placeholder tokens (e.g., {BALANCE: ...} ); the on-device agent identifies sensitive spans, executes tools with real values, and distills each step's outcome into…
…Specifically, we examine trajectory-level search patterns (RQ2), evidence utilization (RQ3), corpus scale (RQ4), context management (RQ5), and tool usage (RQ6). Try it yourself! 👨💻 GitHub: https://github.com/DCI-Agent/DCI-Agent…
…Skill-Triggered Audit for Request-Conditioned Invocation Safety in Agent Systems (2026) CodeTracer: Towards Traceable Agent States (2026) Schema First Tool APIs for LLM Agents: A Controlled Study of Tool Misuse, Recovery…
…At its core is SimCoder , a tool/skill-augmented coding agent that writes and executes engine-level code to construct physically grounded 3D worlds from language/image instructions. SimCoder self-evolves by…