Minerva. The opposite path.

Italy’s Minerva project trained from scratch on 2.5 trillion tokens but scored just 4.9% on Italian school benchmarks, raising questions about scale and investment.

The Forecast Is the Plan.

Major AI labs publicly commit to automating AI R&D by 2026, signaling a strategic shift towards automation as an explicit goal, not just an emergent property.

AMÁLIA · The Three Hard Questions.

Portugal’s €5.5M AMÁLIA LLM is operational but faces critical questions on openness, native data, and goals, raising broader European concerns.

The Atlas. What the framework is.

The Post-Labor Transition Atlas provides an empirically grounded framework analyzing AI’s impact on labor markets, policy responses, and structural alternatives as of 2026.

Fair-value appraisals for used GPUs and AI hardware

A new manual valuation method aims to provide reliable fair-market prices for used GPUs and AI hardware, helping brokers resolve pricing disputes.

Board packet generator for HOA managers

A new board packet generator for HOA managers is being tested to streamline meeting preparations, offering a potential time-saving tool for community managers.

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 capability gap with US leaders but maintaining cost and independence advantages.

The Regulatory Vacuum.

Google’s May 11, 2026 disclosure of an AI-driven zero-day highlights a lack of regulatory frameworks for emerging AI vulnerabilities, raising urgent policy concerns.

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

Analysis of the emerging machine economy where AI-driven firms operate with minimal human involvement, reshaping markets and economic structures.

Three Public Vulnerabilities. Chained.

A chain of three known vulnerabilities was exploited in the TanStack npm packages, leading to a supply chain compromise on May 11, 2026. Details reveal public research was weaponized rapidly.