AI, LLMs & agents
Robot Dev API
Keep physical actuation behind an independent safety boundary.

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
- Which component can actuate hardware?
- How is stale telemetry rejected?
- 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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