---
title: "From Tokens to Bytes I: Scaling Hierarchical Networks | Cartesia"
type: signal
url: https://frontiernewswire.com/s/from-tokens-to-bytes-i-scaling-hierarchical-networks-cartesia-d1caf0ce
published: 2026-10-28T00:00:00.000Z
byline: "Source: CARTESIA"
---

# From Tokens to Bytes I: Scaling Hierarchical Networks \| Cartesia

Source: CARTESIA · Published 2026-10-28 · Canonical: https://frontiernewswire.com/s/from-tokens-to-bytes-i-scaling-hierarchical-networks-cartesia-d1caf0ce

A newer generation of H-Nets learns directly from raw bytes, and matches an open-source 3B.

## Sources

- [Read the original at CARTESIA](https://cartesia.ai/blog/from-tokens-to-bytes-part-1)

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