MolClaw: Hierarchical AI Agent for Drug Discovery
💡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.
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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