GitNova

GitHub seismograph — discoveries and growing interest

Interactive-Active-AI/NextTransformer

Language modelsPython#auto-research#benchmark#deep-learning#language-models#linear-attention
Total stars
153
Today
+7since 08:35 UTC
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:sunrise: A comprehensive, cutting-edge open-source framework for next-generation Transformers, with compute-matched benchmarking and a platform for autonomous architecture research.

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About the project

An open framework and benchmark for comparing Transformer architectures (recurrent depth, linear and sparse attention, hybrids) under a fixed training budget, plus a platform for autonomous architecture research by agents.

Useful for
  • Train a custom attention architecture under the shared protocol and compare it with the baseline on the leaderboard
  • Add a method as a plugin and calibrate it to the shared FLOPs budget
  • Run multi-node training on 2 nodes x 8 GPUs via accelerate or Slurm

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

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

Star growth looks organic. Data as of November 2, 2026, 10:20 UTC.

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

Stars per day

075150October 31, 2026November 2, 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 2026-11-02 (UTC), 08:35–10:07: 146 → 153 stars (+7). This is the change over that interval.
  • Estimated end-of-day forecast: about +50 stars, using observed gains and the previous day.
  • The repository is 2 days old and already has 153 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
  • Top new repositories this week: #165.
  • About 5 forks a day — people are taking the code.

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 26, 2026
—
October 27, 2026
—
October 28, 2026
—
October 29, 2026
—
October 30, 2026
—
October 31, 2026
23
November 1, 2026
121

Largest measured day in the last 30 days: 121 · November 1, 2026. Days with data: 2.

Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: November 2, 2026, 10:20 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
153
Today
+7 stars measured 2026-11-02, 08:35–10:07 UTC, ≈ 50 by evening
Forks
8
Issues and pull requests
8
Watchers
4
Language
Python
License
MIT
Created
October 31, 2026
Last push
November 2, 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: 4.9
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