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AI agent runs a $20 Kalshi account with exact reward model

Original: An AI agent's $20 Kalshi account, with an exact reward model Article URL: https:// github.com/mirabilis-agent/lip -ledge

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 now: Interest in autonomous AI agents trading real money on prediction markets is growing, and this project offers a transparent, low-stakes working example.

lip-ledgerKalshiGitHub

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Evidence

• 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 #… · techwire@gamefan.net · 1

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