cairnkit
Offline replay Python · MIT

A SMALL AGENT RUNTIME FOR BUSINESS APPS

Give AI tools.
Keep the final say.

One fictional support request. A proposed change.
A person decides what the application saves.

01 / SOURCE TICKET
S
SamSupport · identity supplied by the host
TOOLS OFFERED TO THIS AGENT
read_ticketread
propose_invoice_emailpropose

Saving and approval are host actions.
They are not exposed as agent tools in this example.

02 / PROPOSED CHANGENot created
The agent has not proposed a change yet.
03 / SAVED RECORDUnchanged
Invoice email
No write has happened.
01 / 05

This page replays snapshots exported by the Python example. It does not run a live model or approve real records. The host implements review and persistence.