This page may contain stale information. Last updated: 2026-07-03
Definition
ElementsClaw is an agentic materials-discovery framework from alibaba DAMO Academy that orchestrates Large Atomic Model (LAM) tools finetuned from the 1B-parameter Elements model with LLMs for semantic reasoning and workflow automation.
Architecture
- LAM layer: atomic-scale numerical computation (superconductor screening, property prediction)
- LLM layer: literature reasoning, candidate prioritization, experimental target selection
- Closed loop: computational screening → lab synthesis → experimental verification
Superconductor Results (ICML 2026)
| Compound | Tc (K) | Discovery Method |
|---|---|---|
| Zr₃ScRe₈ | 6.5 | Motif-guided |
| HfZrRe₄ | 5.9 | De novo generated |
| Zr₄VRe₇ | 3.5 | Structurally reinterpreted |
| Hf₂₁Re₂₅ | 2.5 | Database-latent |
- Screened 2.4M equilibrium crystals in 28 GPU hours
- 68,000 high-confidence candidates identified
- Rediscovered 66 verified superconductors absent from SuperCon3D database
- Dataset open-sourced: developer.damo-academy.com/material
Tc values vary slightly across secondary sources (6.5K vs 6.8K on HuggingFace). Use arXiv 2604.23758 as primary.