Demos
Each demo runs locally with Docker. No LLM API keys required — all tools and models are mocked.
Runaway Agent Demo
A support agent with a quality-loop bug burns ~$6 in 30 seconds without Cycles — auto-terminated only because the demo enforces a safety timeout. In production, there would be no timeout. With Cycles, the agent stops cleanly at $1.00.
What it shows: Budget enforcement stops a cost runaway before damage accumulates.
Action Authority Demo
A support agent handles a billing dispute in four steps. Cycles allows internal actions (notes, CRM updates) but blocks the customer email — before it executes.
What it shows: Toolset-scoped budgets give agents authority over safe actions while blocking risky ones.
View on GitHub · Blog walkthrough
New to Cycles? Start with What is Cycles? or jump straight to the End-to-End Tutorial.