Materials Decoded
The Lab
Everywhere else in AI-for-materials is racing to generate candidates faster. The Lab audits instead: whether the data underneath can carry the weight, and whether an agent's answer is actually good enough to act on. Every artifact here is real, runnable, and honest about what it gets wrong.
The Trust Benchmark
Can I trust this number? An audit of whether two major materials databases agree, on 344 structure-matched materials, and why they mostly do not.
Battery Electrode Screening Agent
A LangGraph agent that searches real Materials Project electrode data, proposes new candidates when nothing fits, screens them with an ML potential, and grounds every claim in arXiv literature.
mfa-engine
A reusable dynamic material flow analysis engine: Danish wind turbines, the global EV fleet and global data centres through one engine, tied to 2023 supply-chain risk data, with an animated map of where each material is mined and traded.