…A Persona-Driven Dual Memory Framework and Dataset for Role-Playing Agents (2026) NARRA-Gym for Evaluating Interactive Narrative Agents (2026) ProactBench: Beyond What The User Asked For (2026) SocialMemBench: Are AI…
…Fei Bai , , Shuang Sun , Daixuan Cheng , , , Renyuan Li , , , , , , Abstract ClawGym presents a scalable framework for developing Claw-style personal agents with synthetic training data, verified workspaces, and benchmark evaluation. AI-generated summary…
…AI-generated summary We introduce PhysicianBench, a benchmark for evaluating LLM agents on physician tasks grounded in real clinical setting within electronic health record (EHR) environments. Existing medical agent benchmarks primarily focus…
…AI-generated summary Recent advances in agentic harness with orchestration frameworks that coordinate multiple agents with memory , skills , and tool use have achieved remarkable success in complex reasoning tasks . However, the underlying…
…AI-generated summary Deep search capabilities have become an indispensable competency for frontier Large Language Model (LLM) agents, yet their development remains dominated by industrial giants. The typical industry recipe involves a…
…AI-generated summary Tool-augmented LLM agents tend to call tools indiscriminately, even when the model can answer directly. Each unnecessary call wastes API fees and latency, yet no existing benchmark systematically…
…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…
…AI-generated summary LLM agents are expected to complete end-to-end units of work across software tools, business services, and local workspaces. Yet many agent benchmarks freeze a curated task set…
…View arXiv page View PDF GitHub 4 Add to collection Community TASTE is a new way to automatically create diverse, harder, and verified benchmarks for tool-using AI agents. Instead of writing…
…AI-generated summary We introduce Skills-Coach, a novel automated framework designed to significantly enhance the self-evolution of skills within Large Language Model (LLM)-based agents. Addressing the current fragmentation of…