# apromisedland/VLCoT

> 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.

- Magnitude: 1.9 out of 10 — Early signal
- Stars: 65 total · +0 stars today, ≈ 14 by evening
- Star trust: star growth looks organic
- Category: Science & research · Language: Python · License: MIT · Created: 2026-09-28 · Last push: 2026-09-28
- GitHub: https://github.com/apromisedland/VLCoT · Page: https://gitnova.dev/en/r/apromisedland/VLCoT

## 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

## Why it’s here

- 0 stars so far today, about 14 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 65 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
- Top new repositories this week: #177.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 0
- Issues and pull requests: 0
- Watchers: 0
- Average over the last week: 16 per day
- Usual pace: too little history (under two weeks)
- Stars in the last hour (measured): 1

## Stars per day, last 6 days (oldest → newest, today is partial)

2026-09-27 … 2026-10-02: 0, 9, 26, 13, 18, 0

## Spotted in now

- Top new repositories this week: #177

## More in this category

1. **latticeverse/LatticeVerse** — 3.2 · Early signal · Science & research · +0 stars today, ≈ 29 by evening
   An umbrella research map and integration layer for lattice metamaterials: links papers and implementations for geometry modeling, physics simulation, inverse design, and manufacturing-aware optimization.
   Full card: https://gitnova.dev/en/r/latticeverse/LatticeVerse.md
2. **OpSafari/hypoarena** — 2.6 · Early signal · Science & research · Python · +0 stars today, ≈ 6 by evening
   Fully offline workbench for testing components of scientific hypothesis-discovery pipelines: hypothesis/evidence graphs, synthetic literature with planted causal chains, paraphrase dedup, Elo tournaments, and Bayesian evidence…
   Full card: https://gitnova.dev/en/r/OpSafari/hypoarena.md
3. **apromisedland/Tame_3D** — 2.3 · Early signal · Science & research · Python · +0 stars today, ≈ 18 by evening
   Python research framework for multi-agent 3D situated reasoning: a manager plans typed geometric programs, egocentric and global experts read local views and geometry, a critic checks evidence, and conformal calibration bounds the…
   Full card: https://gitnova.dev/en/r/apromisedland/Tame_3D.md
4. **aipoch/open-science** — 1.6 · Cooling · Science & research · TypeScript · +0 stars today, ≈ 11 by evening
   Local-first desktop workbench for scientific research with AI agents: runs Python/R, connects scientific data sources, and tracks artifact provenance for reproducibility.
   Full card: https://gitnova.dev/en/r/aipoch/open-science.md
5. **SkadenAI/skaden** — 1.2 · Steady · Science & research · Python · +0 stars today, ≈ 0 by evening
   Skaden is a standalone CLI for quantum software development: run inside a project to inspect code, compile and simulate OpenQASM circuits, diagnose environments, and preserve evidence. Models propose actions while typed local tools and…
   Full card: https://gitnova.dev/en/r/SkadenAI/skaden.md

---

Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-02 03:05 UTC, updated every 30 minutes.