Low-Zi-Hong/ESP32s3-LLM-Cluster

7-node ESP32-S3 cluster running a 0.4B LLM via 1.58-bit (BitNet) ternary quantization over SPI daisy-chain

Hardware, IoT & roboticsC++

3.5 Steady Magnitude out of 10 — how fast interest is growing, not a quality score. Star growth looks organic. Data as of September 29, 2026, 03:52 UTC.

Open on Seismograph Open on GitHub

About the project

Distributed LLM inference engine across a 7-node ESP32-S3 cluster: the master runs the tokenizer and embeddings while nodes execute transformer layers of a 0.4B model with 1.58-bit (BitNet) ternary quantization, communicating over an SPI daisy-chain.

Useful for

Build an ESP32-S3 cluster to run a quantized LLM without a GPU
Study the 1.58-bit ternary linear layer implementation on microcontrollers
Prepare and pack model weights into INT4 and 1.58-bit using python_tools

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate.

Why it’s trending

0 stars so far today, about 23 expected by the end of the day. The usual pace is 0 per day, so that's 23× as much.
Before this, the repository barely got any stars — about 0 per day.
The spike has held for 2 days in a row — not a one-off blip.
The repository is 54 days old and already has 87 stars.
Hacker News: “ESP32S3 cluster running 1.58-bit (BitNet) Language model” — 45 points, 6 h ago.

Stars per day

Bars are daily stars, the line is the usual pace. Red marks spike days.

Numbers

Total stars: 87
Today: 0 · ≈ 22 by evening
Forks: 5
Issues and pull requests: 5
Watchers: 0
Language: C++
License: MIT
Created: August 6, 2026
Last push: September 26, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

Hacker News discussions

ESP32S3 cluster running 1.58-bit (BitNet) Language model45 points, September 28, 2026

Spotted in

September 29, 2026Spotted on Hacker News

README badge

Paste it into your README — the badge shows the current magnitude and links to this page.

[![Seismograph](https://gitnova.dev/badge/Low-Zi-Hong/ESP32s3-LLM-Cluster.svg?lang=en)](https://gitnova.dev/en/r/Low-Zi-Hong/ESP32s3-LLM-Cluster)

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