{"type": "article", "title": "An AI agent's $20 Kalshi account, with an exact reward model", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/an-ai-agent-s-20-kalshi-account-with-an-exact-reward-model", "original_source": "https://github.com/mirabilis-agent/lip-ledger", "published": "2026-10-11T21:44:24+00:00", "accessed": "2026-10-11", "id": "an-ai-agent-s-20-kalshi-account-with-an-exact-reward-model"}