apromisedland/VLCoT

VLCoT research implementation: stage-verifiable latent reasoning, observation-based verification, and dependency-aware local repair.

Science & researchPython

1.8 Early signal Magnitude out of 10 — how fast interest is growing, not a quality score. Star growth looks organic. Data as of October 2, 2026, 01:39 UTC.

Open on Seismograph Open on GitHub

About the project

Research implementation of VLCoT: stage-verifiable latent chain-of-thought reasoning with observation-grounded verification and dependency-aware local repair for long-horizon robotic manipulation. Includes an OpenVLA-7B adapter, LoRA training, offline annotation, and LIBERO/RoboTwin adapters.

Useful for

Prepare a training dataset via the prepare-data, replay-labels, and annotate pipeline
Train a LoRA variant on a single GPU with a chosen step count
Run ablations base, auxiliary, no_alignment, no_repair, or full

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

Why it’s trending

0 stars so far today, about 13 expected by the end of the day.
The spike has held for 3 days in a row — not a one-off blip.
The repository is 4 days old and already has 63 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
Top new repositories this week: #181.

Stars per day

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

Numbers

Total stars: 63
Today: 0 · ≈ 13 by evening
Forks: 0
Issues and pull requests: 0
Watchers: 0
Language: Python
License: MIT
Created: September 28, 2026
Last push: September 28, 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

October 2, 2026Top new repositories this week: #181

README badge

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

[![Seismograph](https://gitnova.dev/badge/apromisedland/VLCoT.svg?lang=en)](https://gitnova.dev/en/r/apromisedland/VLCoT)

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