AI RESEARCH

Open, Reliable, and Collective: A Community-Driven Framework for Tool-Using AI Agents

arXiv CS.AI

ArXi:2604.00137v1 Announce Type: new Tool-integrated LLMs can retrieve, compute, and take real-world actions via external tools, but reliability remains a key bottleneck. We argue that failures stem from both tool-use accuracy (how well an agent invokes a tool) and intrinsic tool accuracy (the tool's own correctness), while most prior work emphasizes the former. We