What Self-Directed Really Means in a Crypto Retirement Account

Freedom in managing your crypto retirement funds comes with responsibilities—discover what self-directed really means and how to navigate it effectively.

Mistral. The fourth path.

Mistral has raised over $830M, achieved $400M ARR, and trained a leading LLM, positioning as Europe’s top commercial AI firm amid ongoing strategic debates.

Aleph Alpha. The retrospective case.

Analyzing Aleph Alpha’s strategic pivot, founder departure, and recent merger with Cohere to understand the costs of late structural adaptation in European AI.

Engineering Is Automated. Research Is the Residual.

Recent developments show AI now automates core engineering tasks, while research remains less automated. This shift impacts AI development timelines and institutional strategies.

Software engineering. The canonical case.

New data shows a 40% drop in junior developer hiring since 2022, with senior engineers mainly augmented by AI. The sector reveals complex AI-driven impacts.

OpenEuroLLM. The third path.

OpenEuroLLM, a €37.4M EU-funded project, faces significant compute challenges as it aims to develop a multilingual open-source LLM across Europe.

The Coding Singularity Is Real — and Steeper Than Clark Presented

Recent data confirms AI now automates most routine coding tasks, accelerating recursive self-improvement. The implications are profound for software development and policy.

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 and model scaling.

The Forecast Is the Plan.

Major AI labs and investors publicly commit to automating AI research by 2026, signaling a strategic shift from capability development to automation.

AMÁLIA · The Three Hard Questions.

Portugal’s €5.5M AMÁLIA project is operational, outperforming many models in Portuguese benchmarks, but key structural questions remain unanswered.