{"ok":true,"trend":{"id":1997149,"platform":"mastodon","region":"global","key":"an ai agent's $20 kalshi account, with an exact reward model article url: https:// github.com/mirabilis-agent/lip -ledge","title":"An AI agent's $20 Kalshi account, with an exact reward model Article URL: https:// github.com/mirabilis-agent/lip -ledge","url":"https://social.gamefan.net/@techwire/117428624523577491","first_seen":"2026-10-12T15:27:28.407557Z","last_seen":"2026-10-12T15:36:27.308036Z","last_rank":4,"peak_rank":3,"last_volume":1,"peak_volume":1,"seen_count":2,"score":0.56328125,"category_hint":"gadgets","section":"business","category":"startups","summary":"A new open-source project called lip-ledger documents an AI agent operating a $20 trading account on Kalshi, the prediction-market platform, paired with an exact reward model used to evaluate the agent's decisions. The code and methodology are available on GitHub, and early discussion among technologists is focused on how the reward model makes the agent's betting behavior measurable and reproducible.","why":"Interest in autonomous AI agents trading real money on prediction markets is growing, and this project offers a transparent, low-stakes working example.","tone":"neutral","entities":["lip-ledger","Kalshi","GitHub"],"summarized_at":"2026-10-12T15:29:21.944789Z","meta":{"tag":"gadgets","via":"scan","kind":"status","lang":"en","instance":"mastodon.social","tag_uses":375},"nw":null,"promo":null,"kind":null,"importance":null,"hidden":false,"hide_reason":null,"judged_at":null,"title_en":"AI agent runs a $20 Kalshi account with exact reward model","section_name":"Business","category_name":"Startups","timeline":[{"captured_at":"2026-10-12T15:27:28.407557Z","rank":3,"volume":1},{"captured_at":"2026-10-12T15:33:26.969985Z","rank":12,"volume":1},{"captured_at":"2026-10-12T15:34:28.490150Z","rank":6,"volume":1},{"captured_at":"2026-10-12T15:35:27.346181Z","rank":6,"volume":1},{"captured_at":"2026-10-12T15:36:27.308036Z","rank":4,"volume":1}],"posts":[{"platform":"mastodon","url":"https://social.gamefan.net/@techwire/117428624523577491","author":"techwire@gamefan.net","title":null,"snippet":"An AI agent's $20 Kalshi account, with an exact reward model Article URL: https:// github.com/mirabilis-agent/lip -ledger Comments URL: https:// news.ycombinator.com/item?id=5 0048136 Points: 3 # Comments: 1 https:// github.com/mirabilis-agent/lip -ledger # Tech # Technology #…","posted_at":"2026-10-12T15:23:20Z","likes":1}],"elsewhere":[],"window":"7d"}}