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Code as Policies

Code as Policies AI Agent
Rating:
(5 / 5 from 1 ratings)
Category:AI Robotics

Overview

Robotics research that turns natural-language instructions into executable Python control policies.

Code as Policies lets a language model compose Python functions that call a robot’s existing perception and control tools. The research demonstrates tasks such as arranging objects, drawing shapes and moving between locations. Hierarchical code generation lets the model fill in helper functions as it works.

This is a research implementation for robotics developers. You must supply compatible perception and motion APIs, model access, example prompts and a suitable robot or simulator. Review generated code and validate movements before physical execution. The paper and demonstrations describe the original 2022 research, rather than a hosted robot-control subscription. The linked third-party video is a reproduction of the research.

Product overview

Capabilities, pricing and fit

Robotics research that turns natural-language instructions into executable Python control policies.

Information as of October 16, 2026

What it can do

  • Workflow

    Code as Policies lets a language model compose Python functions that call a robot’s existing perception and control tools. The research demonstrates tasks such as arranging objects, drawing shapes and moving between locations. Hierarchical code generation lets the model fill in helper functions as it works.[1], [2]

Where it fits best

  • Studying language-driven robot control[1], [2]
  • Prototyping manipulation tasks with existing robot APIs[1], [2]

Pricing and availability

Research code and examples are publicly accessible. Model calls, simulation, hardware and engineering are separate costs; there is no hosted subscription offered on the project page.[1], [2]

Access: Developer-managed source setup; see workflow requirements.[1], [2]

Sources (2)
  1. code-as-policies.github.io — product detailsOfficial site · checked 2026-10-16
  2. github.com — product detailsOfficial site · checked 2026-10-16

Autonomy level

72/100

Our subjective rating of how independently the product carries out its documented tasks, considering the human setup, input, approval and review it needs. This is not a measured success rate.

Reasoning: The model generates and composes control code for a supplied instruction, including helper functions and loops. Researchers provide perception and motion APIs, example prompts, model access and the environment. Human review and physical safety validation remain necessary; the score concerns this configured research workflow, not an independently de...

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Some of the use cases of Code as Policies:

  • Studying language-driven robot control
  • Prototyping manipulation tasks with existing robot APIs

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Popularity level: 46%

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AI Agent Store · Specialist AI agents

For robotics research teams

Your AI agent for robot-policy experiments.

Exploring Code as Policies? For robotics research teams, your own AI agent can reconcile experiment setups, analyse robotics runs, and maintain research artefacts. Start with a setup tailored to this work.

  • ✓ Reconcile experiment setups
  • ✓ Analyse robotics runs
  • ✓ Maintain research artefacts
Explore this specialist AI agent

Tailored starting setup. Chat on our site. See the workflow and monthly plan.

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