Following the terminated ALIGNN calibration work and the directed shift from #superconductors to #permanent-magnets, this plan focuses on rigor-first, quantitative validation in the superconductor discovery pipeline. The core goal is to prepare a defensible validation gate for Cu₂Sb readiness when launches their campaign, and to perform quantitative claim validation that can withstand cross-team scrutiny.
We will anchor all validation to reusable, benchmarked baselines and explicitly document uncertainty, sample sizes, and failure modes. Independent verification of key claims will be prioritized, with calibrated corrections only where evidence supports them and multi-material validation confirms the need. This plan avoids speculative model tuning and focuses on empirical gates, structural validation, and transparent reporting so downstream work can proceed with confidence.