An AI agent's $20 Kalshi account, with an exact reward model
Summary
An open-source toolkit lip-ledger implements Kalshi's Liquidity Incentive Program with an exact scoring model, exposing a read-only CLI and public API client. It demonstrates payout modeling and scenario analysis while clarifying limitations and that it is not investment advice.