…and architectural debugging, yet these workflows often rely on fragile ad-hoc Python scripts. Here, we introduce BrainSurgery, a tool for robust and reproducible " tensor surgery " on neural network checkpoints , and provide…
…Planning and Scheduling (2026) Step-level Optimization for Efficient Computer-use Agents (2026) Complete Cyclic Subtask Graphs for Tool-Using LLM Agents: Flexibility, Cost, and Bottlenecks in Multi-Agent Workflows (2026) Please…
…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…
…Each task averages roughly 8 minutes of wall-clock time and over 20 tool calls , and runs inside a reproducible Docker container hosting an actual CLI agent harness (OpenClaw, Claude Code, Codex…
…AI-generated summary Claw-style environments support multi-step workflows over local files, tools, and persistent workspace states. However, scalable development around these environments remains constrained by the absence of a systematic…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Computer-use agents (CUAs) increasingly operate in runtimes that combine visual desktop control, command-line execution, code editing, browsers, and external tools. Existing benchmarks…
…it helps developers understand not just what is possible now with modern tools, but also how to build and deploy responsibly, balancing capability and cost." · Slop alert Great work and great article…
…Coding agents, tool-use systems, planning workflows, and long-context applications all require models to maintain constraints, variables, commitments, and intermediate states over time. The procedural breakdown in these cases are not…
…I attempted a side by side comparison between your tool and the for pay Gemini Advanced 1.5 Pro with Deep Research for a particularly interesting and challenging task, but it is…
…Extensive experiments demonstrate that our method significantly outperforms existing baselines on fine-grained benchmarks, while maintaining the flexibility to support tool-assisted inference workflows. View arXiv page View PDF Project page GitHub…