Exploring AI strategy, LLM systems, autonomous agents, and the intersection of technology with public policy and education.
Why I built spain-reference-personas-frontier — a synthetic reference population of 1M personas, 536K households, and 1,800 benchmark tasks — and how Codex, GPT‐4.5, Claude Opus 4.6, and MiniMax M2.7 helped shape it into open infrastructure for better AI products, services, and public-interest systems for Spain.
When the feedback loop between builder and model becomes frictionless, productivity can feel intoxicating. A reflection on vibe coding, supervision fatigue, and the habits needed to build with AI without letting the loop consume the builder.
Drawing on Catalini, Hui & Wu's MIT Sloan analysis of AGI economics, a three-part exploration of the Measurability Gap, the Missing Junior Loop, and why the cost to verify -- not the cost to automate -- will define the next decade of organizational strategy.
Drawing on RAND's AGI preparedness analysis, the Draghi competitiveness report, and Davos 2026, a call for Europe -- and Spain -- to embrace AI with the ingenuity, depth, and humanistic ambition that has defined our civilization at its best.
From broken models to balanced solutions: how LoRA fine-tuning, knowledge distillation, and DPO alignment taught me that 350 balanced examples beat 10,000 imbalanced ones — and that the ROJO bias was the most important finding of the project.
Mapping the landscape from Elicit and Semantic Scholar to FutureHouse's Robin, Ginkgo's autonomous labs, and the Genesis Mission. How AI is transforming scientific discovery -- with Promethean promise and Pandora's caution.
The binding constraint for governments is no longer model access -- it is institutional capacity: evaluation, procurement, auditability, and adoption. How open-weight models and compute diplomacy are reshaping policy.
How AI reshapes European democracy -- from recommender systems and algorithmic governance failures to the EU's four-pillar regulatory architecture and AI-powered civic participation. 30+ academic references.
A technical deep dive into how diffusion models, voice cloning, and LLMs power synthetic disinformation -- and the policy frameworks, provenance standards, and AI-powered countermeasures that can protect democratic institutions.
Practical insights from building GenAI platforms across professional services, infrastructure, finance, and energy sectors. RAG architectures, LLM orchestration patterns, and what actually works in production.
The story of Saturdays.AI - from a single bootcamp to an international movement with 30K+ alumni and 500+ AI4Good projects. What we learned about making AI education accessible.
Developing RAG systems for Industrial Engineering practice and PMO at a $70Bn energy company. Architecture decisions, chunking strategies, and evaluation frameworks.
Defining and deploying AI use cases to strengthen operations in the defense and aerospace sector. Frameworks for identifying high-impact applications and NATO's evolving AI strategy.
Lessons from building an LLM-driven platform for training and talent selection at Tauniqo.AI. How we went from concept to funded startup in the AI gold rush.
Reflections on advising Cloud technology product-market fit across Benin, France, and Rwanda. What emerging markets teach us about technology adoption and digital inclusion.
Key findings from a scoping review published in the Review of Education (BERA/Wiley), examining how AI is transforming the role of school leaders and reshaping educational decision-making.
New articles on AI strategy, LLM systems, and digital transformation. Connect to stay in the loop.