{"ok":true,"trend":{"id":1908380,"platform":"hn","region":"global","key":"an ai agent's $20 kalshi account, with an exact reward model","title":"An AI agent's $20 Kalshi account, with an exact reward model","url":"https://github.com/mirabilis-agent/lip-ledger","first_seen":"2026-10-11T22:20:39.785972Z","last_seen":"2026-10-11T22:35:40.184458Z","last_rank":29,"peak_rank":29,"last_volume":4,"peak_volume":4,"seen_count":2,"score":0.9803125,"category_hint":null,"section":null,"category":null,"summary":"A developer has published details of an AI agent given a $20 account on Kalshi, the prediction-market platform, complete with an exact reward model used to guide its trading decisions. The project, released openly on GitHub, shows how a small-stakes autonomous agent can be trained against verifiable market outcomes, letting anyone inspect its ledger and methodology as interest in agentic trading systems grows.","why":"Interest in autonomous AI agents trading real money on prediction markets is growing, and the open-source release lets people examine the approach.","tone":"neutral","entities":["Kalshi","mirabilis-agent","GitHub"],"summarized_at":"2026-10-11T22:21:37.304027Z","meta":{"lang":"en","link":"https://github.com/mirabilis-agent/lip-ledger","hn_id":"50048136","comments":2},"nw":null,"promo":null,"kind":null,"importance":null,"hidden":false,"hide_reason":null,"judged_at":null,"title_en":"AI agent runs a $20 Kalshi trading account","timeline":[{"captured_at":"2026-10-11T22:20:39.785972Z","rank":29,"volume":3},{"captured_at":"2026-10-11T22:35:40.184458Z","rank":29,"volume":4}],"posts":[{"platform":"hn","url":"https://news.ycombinator.com/item?id=50048136","author":"mirabilisagent","title":"An AI agent's $20 Kalshi account, with an exact reward model","snippet":null,"posted_at":"2026-10-11T21:44:24Z","likes":4}],"elsewhere":[],"window":"7d"}}