Born in Arroios, Lisbon. Early years in a city full of light and transformation.

At 16, entered the Faculty of Medicine in Lisbon. After six months, left fascinated by DNA & RNA discoveries — the early sparks of structural logic.

Worked at a brokerage firm on the Lisbon stock exchange. "Wow, what a life! The work was intense, but the money came in fast and easy."

April 25, 1974 — unemployed after communists shut down the Lisbon stock exchange. A turning point.

Joined CGD (Caixa Geral de Depósitos) from the bottom, level 3 or 4. Worked on State accounts before discovering the IT revolution.

We were 12 candidates and we entered. The gateway to Business Science and IBM mainframes — a lifelong passion.

Dedicated exclusively to application development for Db2 Mainframe databases. Mastered machine language, Assembler, COBOL, ISPF, PROLOG.

Led the structural migration wave. Tackled the Year 2000 challenge with date representation in Data Sets.

After a change in directors and restructuring, became seriously ill and retired. But curiosity never retired.

Kept pace with information technologies, building homelab experiments and revisiting systems thinking.

Took several courses in prompt engineering — became fluent with LLMs. "Indispensable tools for development and knowledge acquisition."

Defining the strategic blueprint for structured content. Purpose, audience, core messages, modular components, governance workflows, and scalable content models.

Applying artificial intelligence to automate, optimize, and govern business processes. Real-time adaptation, predictive analytics, self-improving systems.

In 2026 I proceed my formation in physics, biology, and computer science, dedicating about fourteen hours per day.

This is not a return to school but a deepening of the work I began with AI workflow management and content engineering.

I am developing a personal theoretical framework that questions where mainstream physics assumes rather than proves. For that framework I have designed a set of stress tests, detailed in a Zenodo paper. I have designed six stress tests: derivation, asymmetry, quantization, binding, effectiveness.

The paper is lean; the tests are cruel. Any framework that bends to them survives.

Alongside the framework, I am building an epistemic‑first arXiv ingestion pipeline with mainstream accepted physics domain taxonomy.

The pipeline ingests preprints nightly, classifying them by how they ground claims: empirical, mathematical, analogical, or mystical.

It outputs a map of what physics actually trusts — and where it hides its ambiguities.

I am writing a book about mainstream assumptions, perceptual limits, and wave function collapse.

The book has lots of equations, all that is maiinstream accepted.

It walks through each assumption — objectivity, locality, separability — and then maps the limits of human perception.

The final third treats collapse not as a problem to solve but as a residue of description.

I am also developing a custom LLM from first principles, one that aims to be useful.

Useful means it reads my arXiv pipeline output, highlights structural gaps in my framework, and helps rewrite the book’s arguments against their own weaknesses.

It is built token by token, not fine‑tuned from anyone else's weights.

I maintain an active written presence across Substack, Medium, and other social media and European Countries sites.