New data confirms junior developer displacement due to AI, while seniors benefit from augmentation. A bifurcated labor market emerges, with future risks forecasted.
The Latest
Software engineering. The canonical case.
OpenEuroLLM. The third path.
OpenEuroLLM, a pan-European consortium, faces significant compute resource challenges amid its ambitious multilingual LLM development goals, with first models due July 2026.
Mistral. The fourth path.
Mistral raises over $830M, ships multiple products, and trains large models, positioning as Europe’s strongest commercial AI player amid ongoing capability gaps.
Minerva. The opposite path.
Italy’s Minerva project trained from scratch on 2.5 trillion tokens but scored only 4.9% on Italian academic tests, 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 that could reshape the industry and workforce.
AMÁLIA · The Three Hard Questions.
Portugal’s €5.5M LLM project AMÁLIA faces critical questions on openness, native data, and goals, raising concerns about European sovereign AI efforts.
The Atlas. What the framework is.
An in-depth look at the Post-Labor Transition Atlas, a new empirical framework analyzing AI-driven labor displacement and policy responses as of 2026.
Fair-value appraisals for used GPUs and AI hardware
New approach to estimating fair market value for used GPUs and AI hardware aims to reduce price disputes and improve transparency in secondary markets.
What a KVM Drawer Solves That Remote Access Can’t
A KVM drawer offers immediate, physical access to your hardware, eliminating the…
Why More Crypto Products Are Built for Small Teams, Not Mass Retail
Navigating the unique challenges faced by small crypto teams reveals why tailored products are essential, and understanding these reasons can transform your approach to growth.
