GitNova

GitHub seismograph — discoveries and growing interest

qlabs-eng/dust

Language modelsPython
Total stars
95
Today · UTC
+4since 15:03 UTC
Open on GitHub My finds →
More actions

Save to My finds to follow releases and star growth. Saved in this browser.

About the project

A minimal implementation of research on training a transformer with forward evaluations and SGD without backpropagation, plus a backprop baseline. For researchers exploring alternatives to backprop.

Useful for
  • Train a transformer without backprop on the FineWeb dataset
  • Compare DUST against the SGD backprop baseline on the same model and data
  • Run a short 2-step check on the selected dataset

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

3.8 Early signal Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of October 6, 2026, 17:02 UTC.

The star-growth assessment does not verify whether the project is safe to run.

Stars per day

04080September 27, 2026October 6, 2026

Bars show daily stars; the line is a moving average of the available history. Short histories do not yet establish a reliable usual pace. Red marks spike days.

Why it’s trending

  • Star-counter measurements on 2026-10-06 (UTC), 15:03–16:48: 91 → 95 stars (+4). This is the change over that interval.
  • Estimated end-of-day forecast: about +10 stars, using observed gains and the previous day.
  • The repository is 4 days old and already has 95 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
  • Top new repositories this week: #156.
  • About 13 forks a day — people are taking the code.

Three GitHub discoveries in each edition

What they do, why they are gaining interest, and what to check before using them.

Editions at 10:00, 16:00, 22:00 MSK.

Share on X Telegram

Numbers

Total stars
95
Today
+4 stars measured 2026-10-06, 15:03–16:48 UTC, ≈ 10 by evening
Forks
10
Issues and pull requests
0
Watchers
1
Language
Python
License
MIT
Created
October 2, 2026
Last push
October 5, 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.

Spotted in
README badge

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

GitNova: 3.8
[![GitNova](https://gitnova.dev/badge/qlabs-eng/dust.svg?lang=en)](https://gitnova.dev/en/r/qlabs-eng/dust)