Input Reads, Output Builds
Why Gemini 4 Argon’s jump from 64K to 1 million output tokens matters more than input context, and why verification becomes the new bottleneck.
Why Gemini 4 Argon’s jump from 64K to 1 million output tokens matters more than input context, and why verification becomes the new bottleneck.

Anton Leicht’s case that countries without frontier AI risk a permanent periphery, why walls make it worse, and how sites and megawatts can buy access.

Why AI demand and tight hardware supply make obtainability a third design goal beside performance and cost, and how ranked fallback tiers address it.

What a decade of BeyondCorp zero trust taught, and a first read of Beyond Zero, which authorizes individual actions as AI agents join the workforce.