The RMJ Insight

Today’s ledger records a fundamental realignment in large-scale machine reasoning: the departure from naive sequential generation toward feature-level draft trees and pooled memory fabrics. As token production speeds accelerate and inference costs collapse, the primary engineering constraints have shifted from raw parameter count to data movement latency, deterministic code navigation, and strict regulatory auditability.