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Applied AI·October 9, 2026·1 min read

Google is about to roll out a new AI model. Employees say they're testing another that's way better.

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Multiple internal Gemini 4 variants with staff-favorite versions like Carbon suggest the frontier model game is shifting from single-flagship launches to continuous, segmented releases. If you build on a major lab, assume a faster cadence of 'quietly better' models and architect for painless swap-outs, not once-a-year upgrades.

Applied AI

Sources: top execs at Anthropic, OpenAI, and others are gaming out scenarios for a public and political revolt following a catastrophic AI event

If labs are already running ‘day after’ scenarios for a catastrophic AI event, the real near-term constraint is political risk, not just technical capability. Boards deploying advanced models should assume that one high-profile failure could trigger a regulatory whiplash that rewrites your risk, audit, and disclosure obligations in a single quarter.