Teknium: Hermes memory research shows ~15% better generalization than finetuning

Teknium · x · 2026-11-12

Teknium responded to Unify's research on Hermes's memory mechanism, arguing the results show Hermes both memorizes (and uses) memories and generalizes — around 15% above the 28% finetuning baseline. He also proposed partnering to run the same test harness with Opus 5.5, to see whether a stronger model can leverage the harness to learn better than Luna, and said he'll study the paper closely.

Related event: Teknium: Hermes Shows Both Memory and Generalization, ~15% Over Fine-tuning(2 posts)→

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