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

Automated excerpt

Read-only, dependency-free (Python 3. 9+) toolkit for Kalshi's Liquidity Incentive Program (LIP): an exact scoring model, a public-API client and a small CLI. No API key and no order placement code: it only reads public endpoints. python -m lip_ledger score KXRAIN-26OCT11-IND yes 0. 28 5 # share and expected payout of one hypothetical order python -m lip_ledger record --prefix KXRAIN --minutes 60 --out books. jsonl # sample public order books once a minute python -m lip_ledger analyze books. jsonl --qty 5 --side yes # counted fraction and mean share of a hypothetical order payout = pool * 0.

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