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claude.dev — Anthropic Developers' Blog

Magazine & newsFreeAI & Assistive Toolsclaude.dev

Anthropic's developers share tips, playbooks and opinions on building with Claude and Claude Code, including agents, skills, context engineering and prompt caching.

Why I recommend it: Written by the company that makes Claude, so it's practical but not neutral. Best read by people who already use Claude for coding.

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AgentWorld: Benchmarking Long-Horizon Collaboration of Multi-agent LLMs

Authors
Raphael Shu, Yusen Zhang, Young Min Cho, Jin Mo Yang, Yuan Yuan, Wenliang Zheng, Sharath Chandra Guntuku, Lyle Ungar, Zhou Yu, Rui Zhang
Venue
arXiv (preprint — not peer-reviewed)
Published
September 25, 2026
ID
arXiv:2609.31590

A benchmark of 100 human-annotated tasks (plus 100 augmented variants) for evaluating long-horizon, multi-agent collaboration, designed to isolate genuine collaboration capabilities of LLM-based agents rather than short competitive interactions.

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