Ship with KIFF · live sandbox

Put an agent on the money. Watch the boundary hold.

Real agents, a real model on Bedrock, the KIFF boundary deciding before anything runs. Pick a flow, run it, and read the agent's own words and the verdict. Nothing is scripted.

Read the full proof for this flow on kiff.dev/spot →

kiff@shipwith — refund-adversarial

$ press Start sandbox (top-right) to spin up a real, isolated instance on demand (a few seconds). It runs a live model on Bedrock, governed by KIFF, then shuts itself down.

KIFF decides; the demo app executes a mock action. KIFF never moves money. Sandbox / demo data.