Dynamic Learning Agent dual-trace online adaptation over a foundation-model-style feature stream
Foundation tracefrozen feature streamwaiting
Reverse target tracetarget-conditioned signalwaiting
Core intersectionlocalized write surfacewaiting
Fast adapter writeone-shot local updatewaiting
Verifier gatepromote or rejectwaiting
Stable ledgerknowledge version treewaiting
Distill candidateslow consolidation pathwaiting