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Applied AI·October 28, 2026·1 min read

Amazon warns engineers just using more AI doesn't make them more productive, says they should avoid tokenmaxxing

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When Amazon tells engineers to stop “tokenmaxxing,” it’s codifying a shift from AI usage metrics to outcome metrics. If your internal AI program is bragging about tokens, prompts, or seats instead of cycle time and defect rates, expect a hard correction from finance and ops.

Applied AI

Google launches Gemini 4 Carbon with a ‘significant leap’ in cybersecurity

A frontier model explicitly marketed on cybersecurity, coding, and agentic tasks — and topping a benchmark like the Artificial Analysis Intelligence Index — is Google saying “use this to run and defend your systems,” not just chat. Security and platform teams should treat Carbon as a candidate co-pilot for both red and blue teaming, and start structured evals against their current AI stack.