@witcheer 2026-07-17 ♥40 ↻1 original ↗
epoch 1 done: 8 nights, 54,000 steps, one RTX 5090, and Hermes-4.3-36B has its first EAGLE-3 draft head.

release bench with cuda graphs and tree decode: 1.38x prose, 1.38x code, 1.57x repetitive, 1.29x chat. tree-3-4-8 wins every workload.

it converged at step 21,000: the epoch-end bench reproduces the 39%-of-epoch dry run within noise, so 60% of the training brought nothing special.

and the 1.7-2.2x trained-head band stays out of reach at batch 1 on one card: deeper trees push accept-len to 2.22 and still land short, the draft cost eats the acceptance gain.

working on an epoch 2 based on these findings :)
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author:witcheer has-image kind:image kind:tweet model:nous-hermes on:nous-hermes year:2026

cited on: nous-hermes

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