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1. beyond-structure-bench beyond-structure-bench Public

   Do ML force fields that get a crystal’s structure right also get its stiffness and thermal expansion right? A benchmark on 33 chip materials against experiment.

   Python 2

2. lodestone lodestone Public

   Turn a lab's experiments into an AI-driven discovery loop: onboarding, Bayesian optimization and lab replay on real NREL HTEM DB thin-film data

   Python

3. assay-pilot assay-pilot Public

   Plan the next round of protein variant experiments from the measurements you already have: assay-specific evaluation, a stated selection rule, and reproducible exports.

   Python

4. thermal-adhesive-filler-design thermal-adhesive-filler-design Public

   Physics simulations and design search for ceramic-filled thermal adhesives: how particle size, shape and alignment affect heat flow.

   Python 1

5. procurement-agents procurement-agents Public

   AI procurement suite for engineered equipment: turns PRs/BOQs into standards-based RFQs, builds source-traceable technical bid evaluations from vendor documents with Claude, and routes awards throu…

   JavaScript

6. electrolyte-benchmark electrolyte-benchmark Public

   Coverage-aware benchmark and audit for predicting ionic conductivity of liquid Li electrolytes (Phase 1, v0.2)

   HTML