DataForge, Atropos, and a 30K-Token Guillotine: Reverse-Engineering Hermes 4's Training Stack

A 78.4% reduction in overlong outputs — bought at a 4.7–12.7% accuracy hit. That's not a footnote in Nous Research's 94-page Hermes 4 technical report. That's the central tension of their entire post-training philosophy: control costs latency and rel...