China Sphere Capability Gap, Q2 2026 Update: Five Labs, Five Strategies, One Narrowing Frontier

Chinese labs shipped five frontier-tier models in April 2026, narrowing the gap with US leaders in capability, cost, and open licensing. Key developments and implications.

The Machine Economy — Capital-Heavy, Human-Light, Trading With Itself

Analysis of the emerging machine economy driven by AI-native firms, its stages, implications, and what remains uncertain about its future.

Three Public Vulnerabilities. Chained.

A chain of three publicly documented vulnerabilities enabled a sophisticated supply chain attack on TanStack npm packages on May 11, 2026, exposing systemic security gaps.

The Compounding Error Problem — Why 99.9% Alignment Decays to 60% in 500 Generations

Analysis of how 99.9% alignment accuracy diminishes significantly over multiple AI generations, raising concerns for recursive self-improvement safety.