Analysis of how AI-driven firms are evolving into autonomous, capital-intensive entities, reshaping economic structures and raising new policy challenges.
The Latest
The Machine Economy — Capital-Heavy, Human-Light, Trading With Itself
China Sphere Capability Gap, Q2 2026 Update: Five Labs, Five Strategies, One Narrowing Frontier
Chinese labs launched five frontier-tier models within four weeks, narrowing the capability gap with US leaders amid cost and licensing advantages.
The Regulatory Vacuum.
Google discloses a zero-day exploited by criminals, but U.S. policy frameworks remain absent, creating a regulatory vacuum with significant risks.
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, exploiting trust boundaries.
The Anthropic IPO Disclosure Document: What the S-1 Has to Say Before October
Anthropic’s upcoming S-1 will reveal critical financial and operational details ahead of its October IPO, including revenue recognition and risk factors.
The Roblox Cheat That Broke Vercel.
A Roblox auto-farm script downloaded by an employee led to a two-month breach of Vercel’s systems, exposing customer credentials across multiple cloud platforms.
ShinyHunters · The New APT Model.
ShinyHunters has evolved into a scalable, AI-enabled extortion collective operating as a brand and affiliate network, marking a new threat actor category.
The OAuth Permission Apocalypse.
Analysis of the OAuth permission pattern leading to major supply-chain breaches in 2026, highlighting systemic vulnerabilities and future risks.
The Defender’s Counter-Cascade.
On May 11, 2026, Google disclosed the first confirmed real-world AI-built zero-day exploit, highlighting the deployment gap in AI-driven cybersecurity defenses.
The Compounding Error Problem — Why 99.9% Alignment Decays to 60% in 500 Generations
Research indicates that even 99.9% alignment accuracy per generation drops to around 60% after 500 recursive AI generations, raising concerns about long-term safety.
