Research archive
Adaptive-consensus investigation
Archived reference. Read the current results →
A preserved presentation and technical supplement on diagnostics and training dynamics.
The investigation connects consensus errors, gradient noise, moment similarity, and training dynamics. Its presentation ends at the consensus-scaling review of September 11, 2026. The fresh-update proposal is presented at that historical stage; later experiments are outside its evidence boundary.
The supplement preserves exact recipes, algorithms, estimator definitions, derivations, complete results, and original figures. It distinguishes subset validation from final full validation and preserves the historical implementation provenance behind its equations.
These experiments use separate recipes and are not included in the five-study Results explorer. Rebuilding the PDFs uses the committed extracted data and does not require training checkpoints; refreshing their inputs requires the original experiment artifacts.