S1

S1 is Skild AI’s in-context robotic foundation model. It learns a new manipulation task from one visual demonstration and executes it without task-specific fine-tuning or post-training.

Facts

  • Company: Skild AI
  • Type: Robot Foundation Model
  • Positioning: In-context task learning
  • Function: Learns from one video
  • Audience: Robot operators
  • Status: Commercial
  • Website: https://www.skild.ai/blogs/s1

About

About S1

S1 is the named flagship in-context-learning model within Skild AI’s broader Skild Brain platform. A user provides one video demonstration, and S1 conditions its robot policy on that example to perform the task without updating model weights. Skild demonstrates the approach on seen and unseen manipulation tasks including plant potting, pancake preparation, pour-over coffee and kit assembly.

The company reports unseen tasks lasting up to 10 minutes and a sevenfold improvement over language-only prompting on its evaluation set. Its plant-potting example spans an 11-minute demonstration-to-execution workflow. Skild says S1 is already operating with commercial partners, while public model weights, code and training data have not been released.

Specifications

  • Reported Gain Vs Language Prompting: 7× on Skild evaluation set
  • Visual Demonstrations Required: 1 video
  • Reported Unseen Task Horizon: Up to 10 minutes
  • Task Specific Post Training Required: No
  • Public Model Weights: Not released

Capabilities

  • Object manipulation - Research demonstration - 2026-08-18 - S1 applies in-context learning to seen and unseen manipulation tasks, including plant potting, pancake preparation, pour-over coffee and kit assembly. - source: skild.ai

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Research

  • Skild AI publishes S1 in-context robot learning model - 2026-08-18 - Research Publication - S1 applies in-context learning to seen and unseen manipulation tasks, including plant potting, pancake preparation, pour-over coffee and kit assembly. Skild reports unseen tasks lasting up to 10 minutes and a sevenfold… - source: skild.ai

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Supply

  • Skild Brain - Robotiq 2f 85 For Skild Brain - End Effectors - Robotiq - Skild AI uses the Robotiq 2F-85 gripper in a Skild Brain customer application - source: robotiq.com - source: robotiq.com

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