Who is betting on what in AI, and against whom.
Test-time reasoning wrapper; ARC-AGI-2 record.
Two ex-DeepMind researchers built a 'meta-system' that wraps a frontier model in learned test-time reasoning. In December 2025 it set the verified ARC-AGI-2 record at 54%, on top of Gemini 3, at about half the cost of Google's own Deep Think. Raised a $45.8M seed in January 2026.
| Amount | Kind | Valuation | Date | Investors | Source |
|---|---|---|---|---|---|
| $46M | seed | Jan 2026 | FYRFLY Venture Partners, Surface Ventures, Y Combinator, 468 Capital, Operator Collective | SiliconANGLE |