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

What happened

Key facts

• Article URL: https://github.com/mirabilis-agent/lip-ledger Comments URL: https://news.ycombinator.com/item?id=50048136 Points: 4 # Comments: 2…
• Reported by Hacker News and published Sun, 11 Oct 2026 21:44:24 UTC.

Why it matters

Platform, chip and AI decisions set the terms other companies have to build on, so a single announcement here tends to ripple through products, supply chains and regulation.

What to watch next

• Availability, pricing and rollout regions
• Independent testing or verification of the claims made
• Responses from regulators and competing platforms

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