GitNova

GitHub seismograph — discoveries and growing interest

qlabs-eng/noise

Language modelsPython
Total stars
114
Today · UTC
+6since 15:52 UTC
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Speedrun for pretraining without backpropagation

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About the project

A speedrun benchmark for pretraining a transformer without backpropagation: fixed model, data and metric, with participants competing on forward-only learning algorithms.

Useful for
  • Test a forward-only learning algorithm on the fixed transformer and FineWeb dataset
  • Compare time-to-4.2 validation loss against current speedrun records
  • Reproduce the Dust and EGGROLL baselines on a single 8xH100 node

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →

1.9 Steady Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of October 18, 2026, 17:24 UTC.

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

Stars per day

02040October 12, 2026October 18, 2026

Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.

Why it’s trending

  • Star-counter measurements on 2026-10-18 (UTC), 15:52–17:20: 108 → 114 stars (+6). This is the change over that interval.
  • Estimated end-of-day forecast: about +8 stars, using observed gains and the previous day.
  • The repository is 6 days old and already has 114 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
  • Top new repositories this week: #191.
  • Recent forks include notable developers: @mvanhorn (5,527 followers).

Measured growth: the last 7 completed days

The full 7-day window is unavailable; no weekly total or comparison is calculated.

Daily measurements · UTC
October 11, 2026
—
October 12, 2026
38
October 13, 2026
14
October 14, 2026
3
October 15, 2026
9
October 16, 2026
6
October 17, 2026
11

Largest measured day in the last 30 days: 38 · October 12, 2026. Days with data: 6.

Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: October 18, 2026, 17:24 UTC. Sources and measurement limits →

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.

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Numbers

Total stars
114
Today
+6 stars measured 2026-10-18, 15:52–17:20 UTC, ≈ 8 by evening
Forks
10
Issues and pull requests
12
Watchers
3
Language
Python
License
MIT
Created
October 12, 2026
Last push
October 18, 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
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GitNova: 1.9
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