Orbit LabOpen demo
Harness engineering demos

Explore the Engineering Behind AI Agents.

Harness engineering is everything we build around an AI model to help it act reliably in the real world. The model provides the intelligence; the harness provides the structure, control, and feedback.

No login. Private sandbox. About 2–3 minutes.
Orbit — the harness
Model
ToolsMemoryExecution loopEvaluation
4 components around 1 modelRunning
New demo availablePayment Reconciliation Agent. Click to see it.
Demos

Pick a demo and try it

Each demo runs in your browser, in a private sandbox. No login needed.

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Why “Orbit”

The model sits at the center. The harness orbits around it.

Tools, memory, the execution loop and evaluation form the system around the model. Each demo in Orbit Lab shows these parts working on a real task.

Tools
APIs and code the model can call to act on the world.
Memory
What the agent keeps between steps and between runs.
Execution loop
Plan, act, observe, and repeat until the task is done.
Evaluation
Checks each result before anyone relies on it.
Help and support

Frequently asked questions

About the demos and the sandbox. Something else on your mind? Get in touch.

A collection of working demos that show the engineering around AI agents: the tools, memory, execution loops and evaluation that make a model dependable.

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Talk harness engineeringQuestions about a demo, or want to talk about harness engineering for your team? Send me a message on LinkedIn.