📄ArXiv AI•Apr 27, 2026Stalecollected in 5h

MolClaw: Hierarchical AI Agent for Drug Discovery

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#autonomous-agents #drug-discovery #hierarchical-skillsmolclawmolclaw molbench

💡SOTA AI agent conquers drug discovery workflows via hierarchical skills—agent bottleneck solved.

⚡ 30-Second TL;DR

What Changed

Unifies 30+ domain tools with 70 skills across tool-, workflow-, and discipline-levels

Why It Matters

MolClaw advances AI agents for complex scientific workflows, potentially accelerating drug discovery by automating multi-tool pipelines. It identifies hierarchical skills as crucial for reliable long-term agent performance in high-stakes domains.

What To Do Next

Download arXiv paper 2604.21937 and test MolClaw skills on MolBench for your pipelines.

Who should care:Researchers & Academics

Key Points

•Unifies 30+ domain tools with 70 skills across tool-, workflow-, and discipline-levels
•Introduces MolBench benchmark for screening, optimization, and end-to-end discovery
•Achieves SOTA on all metrics, excelling in structured multi-step workflows
•Ablations confirm workflow skills address primary AI agent bottleneck

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