AI, LLMs & agents

Robot Dev API

Keep physical actuation behind an independent safety boundary.

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Understand the boundary

Robotics interfaces connect software decisions to a physical environment. Separate telemetry, planning, simulation, and actuation rather than exposing one unrestricted command channel. A language-model proposal or an API response should never be the only control that determines whether movement is safe. Treat timing, stale observations, and loss of connectivity as explicit operating states.

A practical starting project

Start with a simulated robot that reports position and accepts a bounded navigation proposal. Define units, coordinate frames, timestamps, and maximum permitted movement. Keep the approval and execution layer independent of any generative component. Test a stopped sensor stream and a cancelled command before considering a real device.

Where integrations go wrong

Do not carry a successful simulation result straight into a physical deployment. Hardware-specific limits, emergency stops, trained supervision, and independent safety review are essential to the actual system design. This topic concerns software architecture; it is not a certification of a robot or an assurance that a control sequence is safe for deployment.

Review before you ship

  1. Which component can actuate hardware?
  2. How is stale telemetry rejected?
  3. What independently stops an unsafe action?

Reference for implementation: ROS 2 concepts. Check the official reference for the specific version and environment you plan to use. The exercise above is an engineering starting point, not a live DevAPI.com service.

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