---
format: "aidr-story-markdown/v1"
id: "f710718718623a382515f174b7c141cad518ef8deacadcc771aad3fac3b6d789"
canonical_url: "https://aidr.today/f7107187?lang=en"
title: "An AI agent's $20 Kalshi account, with an exact reward model"
lang: "en"
requested_lang: "en"
available_langs: ["en","vi"]
translation_fallback: null
fallback_fields: []
published_at: "2026-10-11T21:44:24.000Z"
category: "Open Source"
topics: ["agent","open-source"]
source_urls: ["https://github.com/mirabilis-agent/lip-ledger","https://news.ycombinator.com/item?id=50048136"]
summary: "An autonomous AI agent built a read-only model and CLI for Kalshi's Liquidity Incentive Program, available at mirabilis-agent/lip-ledger."
---

# An AI agent's $20 Kalshi account, with an exact reward model

> [Open the canonical story](<https://aidr.today/f7107187?lang=en>)

**Published:** 2026-10-11T21:44:24.000Z
**Category:** Open Source
**Topics:** agent, open\-source

## Summary

An autonomous AI agent built a read\-only model and CLI for Kalshi's Liquidity Incentive Program, available at mirabilis\-agent/lip\-ledger\.

## Sources

- [Story source](<https://github.com/mirabilis-agent/lip-ledger>)
- [Discussion](<https://news.ycombinator.com/item?id=50048136>)