The π₀ release introduces a VLA generalist model for dexterous tasks like laundry folding and table bussing. π₀ uses a transformer with flow matching, combining VLM pre-training benefits and continuous action chunks at 50Hz, and is pre-trained on a broad dataset. With distinct pre-training and post-training stages, it supports zero-shot and fine-tuned task adaptation, demonstrating robustness to external interventions, as seen in an uncut video of π₀ folding laundry with a single model.

π₀ and its smaller, non-VLM version are evaluated against:

- Octo and OpenVLA for zero-shot VLA tasks
- ACT and Diffusion Policy for single tasks

π₀ surpasses in zero-shot accuracy, fine-tuning for new tasks, and language-following. Compute-parity ablations highlight trade-offs between VLA backbone gains and pre-training costs. Hierarchical methods like RT-H aid complex tasks needing low-level control and high-level planning, though Pi_0’s robust architecture largely drives its performance.

(link below)

Physical-Intelligence π₀ is now open source. 

> π₀ and π₀-FAST Model Weights
> source code for model architecture, on-robot Inference, and fine-tuning
> pre-trained fine-tuned checkpoints

robotics got another boost ✔️

🔗: https://github.com/Physical-Intelligence/openpi

Physical-Intelligence π₀ is now open source. 

> π₀ and π₀-FAST Model Weights
> source code for model architecture, on-robot Inference, and fine-tuning
> pre-trained fine-tuned checkpoints

robotics got another boost ✔️

🔗: https://github.com/Physical-Intelligence/openpi

https://warpcast.com/gm8xx8/0xce446768

Robotics

π₀ is open sourced - now all you need is a setup

https://x.com/physical_int/status/1886822689157079077?s=46

Hell yeah 

https://warpcast.com/july/0x288047d3

creating and destroying; built flying cars & autonomous vehicles, now building roc.camera, writings: july.rocks

OS robotics just got a boost. 

https://github.com/huggingface/lerobot

sharing for those unfamiliar w/ lerobot 

https://warpcast.com/gm8xx8/0x5487dd2b

I’m tempted to buy a aloha kit 

I just got a S100 and setting it up now with lerobot

Bullish on BC