…this line up with differentiable simulation and tool-use work, and a direct comparison here could clarify what external planning actually buys on real visual tasks. Get this paper in your agent…
…A General RL Optimization Framework for LLM-Based Multi-Agent Systems (2026) Complete Cyclic Subtask Graphs for Tool-Using LLM Agents: Flexibility, Cost, and Bottlenecks in Multi-Agent Workflows (2026) A Comprehensive…
…specialized agents construct visual-aware plans, collect claim-grounded evidence, maintain source-aligned images in a Visual Working Memory , and compose reports through declarative multimodal tool use . A verifier agent serves as…
…AI-generated summary LLM agents increasingly rely on reusable skills , capability packages that combine instructions, control flow, constraints, and tool calls. In most current agent systems, however, skills are still represented by…
…File "/usr/local/lib/python3.11/dist-packages/huggingface_hub/inference/_mcp/agent.py ", line 84, in run async for item in self.process_single_turn_with_tools( File "/usr/local/lib…
…Toward Intent-Aware Proactive Agents with Long-Term Memory (2026) Toward Autonomous Long-Horizon Engineering for ML Research (2026) Scaling Agentic Capabilities, Not Context: Efficient Reinforcement Finetuning for Large Toolspaces (2026) Please…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Long-horizon search agents accumulate large amounts of retrieved content across many tool calls, making context-budget efficiency increasingly important. A minimal intervention is…
…an agentic framework for materials discovery that synergizes Large Atomic Models (LAMs) with Large Language Models (LLMs). In response to varied human queries, ElementsClaw orchestrates a suite of LAM tools finetuned from…
…During inference, the reasoning model employs agentic tool-augmented retrieval , navigating hierarchies, searching nodes, and traversing logical edges via an Observation-Reason-Action loop . Experiments show MemDreamer achieves SOTA results across four…
…Measuring Exploits in LLM Agents with Tool Use (2026) MOSAIC-Bench: Measuring Compositional Vulnerability Induction in Coding Agents (2026) SpecBench: Measuring Reward Hacking in Long-Horizon Coding Agents (2026) Before the Model…