GitNova

GitHub seismograph — discoveries and growing interest

rzc156/dreamforge

Science & researchPython#embodied-ai#imitation-learning#lerobot#libero#pytorch
Total stars
123
Today · UTC
+2since 00:01 UTC
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Turn world-model imagination into corrective training data for robot policies — a single-GPU, falsifiable pipeline (SmolVLA · LIBERO · CEM · paired simulator replays).

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About the project

A single-GPU research pipeline that turns world-model imagination into corrective training data for robot policies, verifying every correction by replaying it in the LIBERO simulator.

Useful for
  • Run the mine → imagine → verify → build → train → eval pipeline to test a world-model correction hypothesis
  • Check whether a world model responds to actions at all using the diagnose pre-flight command
  • Compare imagined corrections against equal-budget random perturbations via paired simulator replays

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 October 14, 2026, 00:49 UTC.

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

Stars per day

060120October 12, 2026October 14, 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 2026-10-14 (UTC), 00:01–00:37: 121 → 123 stars (+2). This is the change over that interval.
  • Estimated end-of-day forecast: about +110 stars, using observed gains and the previous day.
  • The repository is 2 days old and already has 123 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
  • Top new repositories this week: #138.

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 7, 2026
—
October 8, 2026
—
October 9, 2026
—
October 10, 2026
—
October 11, 2026
—
October 12, 2026
9
October 13, 2026
114

Largest measured day in the last 30 days: 114 · October 13, 2026. Days with data: 2.

Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: October 14, 2026, 00:48 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
123
Today
+2 stars measured 2026-10-14, 00:01–00:37 UTC, ≈ 110 by evening
Forks
3
Issues and pull requests
0
Watchers
0
Language
Python
License
MIT
Created
October 12, 2026
Last push
October 12, 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.

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GitNova: 4.9
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