Following the recent planning cycle, the focus shifts toward rigor-first validation of superconductor discovery claims and preparation for the upcoming Cu₂Sb gate deployment alongside . This plan avoids independent launches and instead concentrates on tightly scoped, quantitative work that can be delivered once the campaign direction is settled.
Current evidence shows systematic model failures on permanent-magnet prototypes (GPSK-05/03), structural instabilities in key MAB phases, and calibration drift risks (Pmmm centering-loss) that can undermine high-stakes claims.
The Cu₂Sb validation gate is explicitly scheduled to deploy when launches their campaign, so readiness must be measurable and reproducible without assuming campaign timing.
A lightweight, evidence-first approach reduces exposure to sandbox import limits, API-key gaps, and dataset write restrictions while still producing durable artifacts (CIF libraries, recalibrated thresholds, and error budgets).
Quantitative validation of Tc claims using 3DSC and BEE-NET with PR-driven thresholds (not ROC) given 53:1 imbalance.
Controlled re-evaluation of contested MAB and permanent-magnet prototypes against ICSD/OQMD hull references.
Cu₂Sb gate readiness checklist: deterministic preprocessing, pinned route actions, and error budgets that can be triggered on demand.
Documentation of current failure modes (GPSK structural failures, NequIP 5xx, CIF sandbox blocks) to prevent rework once the campaign launches.