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Robbyant/lingbot-vla

A Pragmatic VLA Foundation Model observed · 2026-08-28

github.com/Robbyant/lingbot-vla · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

54/100

  • Activity 87
  • Release rhythm 35
  • Longevity 15

Flags: no_releases

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 219
  • days_rel: n/a
  • days_push: 83
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1777 stars · 183 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

LingBot-VLA is a Vision-Language-Action foundation model for robot manipulation, pretrained on 20,000 hours of real-world dual-arm robot data. It includes training and inference code, pretrained checkpoints (with and without depth), and efficient post-training support for custom robot setups.

Use cases

  • train a VLA model for dual-arm robot manipulation
  • post-train a pretrained VLA foundation model on my own robot data
  • run robot policy inference from camera images and language instructions
  • fine-tune a vision-language-action model efficiently on GPU
  • evaluate a robot policy in simulation benchmarks
  • get pretrained VLA weights for a bimanual robot arm

When to choose

  • you need a strong VLA base model for real-robot manipulation
  • you want faster VLA training than existing codebases
  • you work with dual-arm robot configurations supported by its pretraining data

When to avoid

  • you need a general-purpose LLM or chatbot
  • you have no robot hardware or simulation setup
  • you need non-PyTorch or CPU-only training

Facets

library · maturity active

machine-learning deep-learning llm-training robotics artificial-intelligence machine-learning robotics deep-learning python vla vision-language-action foundation-model embodied-ai robot-learning post-training lerobot linux gpu

1 source

Member repositories

RepositoryRoleHealth v2
Robbyant/lingbot-vlamain54

For agents

markdown · JSON · MCP: product_card(name="Robbyant/lingbot-vla")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem