Software engineering. The canonical case.

A comprehensive analysis of recent data shows junior developers face significant displacement, while senior engineers benefit from augmentation, revealing a bifurcated AI impact in software engineering.

OpenEuroLLM. The third path.

European consortium OpenEuroLLM faces significant compute challenges as it aims to develop open-source multilingual LLMs, highlighting limits of pan-European AI efforts.

The Coding Singularity Is Real — and Steeper Than Clark Presented

Recent data confirms the coding singularity is underway, with AI systems now handling most routine software engineering tasks, but deployment across all work remains uncertain.

Mistral. The fourth path.

Mistral secures $830M in March 2026, becoming Europe’s leading commercial AI firm with rapid growth and notable clients, challenging traditional models.

Minerva. The opposite path.

Italy’s Minerva-3B, trained from scratch on 2.5 trillion tokens, scores only 4.9% on Italian exams, raising questions about native-language investment needs.

The Forecast Is the Plan.

Major AI labs publicly commit to automating AI R&D by 2026, signaling a strategic shift toward automation as a core objective, with broad implications for the industry.

AMÁLIA · The Three Hard Questions.

Portugal’s €5.5M AMÁLIA LLM, launched in 2025, outperforms many models in Portuguese tasks but prompts key questions about openness, native data, and goals.

The Atlas. What the framework is.

The Post-Labor Transition Atlas is a new empirical framework analyzing AI-driven labor displacement, policy responses, and structural alternatives as of 2026.

Fair-value appraisals for used GPUs and AI hardware

A new manual valuation method for used GPUs and AI hardware aims to establish fair market prices, helping brokers resolve pricing disputes and improve resale accuracy.

9 Best FIFA World Cup 2026 Merchandise in 2026

Discover the top FIFA World Cup 2026 merchandise, including apparel, collectibles, and gear. Find the best options for fans and collectors in 2026.