freedom

We Still Do Not Have a Theory of Consciousness, or Proof That LLMs Can Feel

The remarkable behaviour of language models makes machine consciousness a legitimate scientific question. It does not justify confusing linguistic competence, internal computation or self-reference with subjective experience. Large language models can discuss fear, pain, love, uncertainty and even their own supposed internal states. They can write “I think”, “I feel” or “I am afraid” with … Read more

What a Large Language Model Really Is

Behind the anthropomorphic vocabulary are probabilities, vectors, and learned weighted averages A scientist who has spent decades studying nonlinear systems, modelling, statistics, or linguistics can open a modern paper on large language models and feel that an entirely new branch of mathematics has appeared. Query, key, value, attention, heads, embeddings, transformers. The impression is misleading. … Read more

Data Centers Must Become Open and Sustainable Infrastructure

The rapid development of Artificial Intelligence is making something increasingly visible that we often tend to overlook: the digital ecosystem has a very tangible physical foundation. AI models, cloud services and public digital applications run inside buildings filled with processors, storage systems, power supplies, networks, cooling loops and backup power systems. Data centers consume electricity … Read more

GovTech4All: From Pilot Projects to Sustainable Digital Infrastructure

Why their value for the IT market lies in reuse, open standards and avoiding vendor lock-in In the IT sector, we know well that a successful prototype is not necessarily a sustainable information system. It may work perfectly in a controlled environment, yet fail when it has to integrate with existing infrastructure, be maintained for … Read more

Artificial Intelligence Is Not a Natural Phenomenon

The future of AI is not something that will simply happen to us. It is the result of choices about who designs technology, who owns it, who controls it, and to whom they are accountable. One of the most dangerous ways we talk about Artificial Intelligence today is as if it were a natural phenomenon. … Read more

Open Source Software for Municipal and Community Wireless Networks

From WiFi4EU to public connectivity infrastructure that remains open, controllable and sustainable Municipal and community wireless networks are no longer an experimental technology used by a small number of networking enthusiasts. They have become essential digital infrastructure for public squares, libraries, schools, cultural venues, health centres, tourist areas and remote communities. The European WiFi4EU initiative … Read more

Humans Are Not Computers: Why AI Can Imitate Functions Without Reproducing Human Existence

The remarkable progress of Artificial Intelligence has revived an old idea with renewed force: that the human mind is essentially a highly complex computer and that, once we have enough data, enough computing power and sufficiently large models, we will eventually be able to reproduce a human being in a machine. This assumption sounds plausible … Read more

Blockchain technology in 500 simple words

A recent Financial Times long-read article outlined how diverse financial institutions try to promote the use of blockchain technology to optimize how their transactions are performed. This will allow them to take place instantly, rather than waiting for clearing, around the clock, rather than during working hours, and with automated actions, such as the rebalancing … Read more

From Prompt Engineering to Collective Intelligence

How software teams turn experience into shared, open and controllable knowledge infrastructure The first phase of generative Artificial Intelligence adoption in software development focused heavily on prompt engineering. The basic assumption was that a skilled user, by formulating a request correctly, could obtain better code, more complete documentation or more accurate technical analysis. This assumption … Read more

AMALIA: How a Fully Open Language Model for Portuguese Was Technically Designed and Built

A language model built for a specific linguistic community AMALIA is an important example of what it means to build an open language model not as a generic commercial product, but as a public research infrastructure for a specific linguistic community. Its central goal is clear: European Portuguese should not be treated as a secondary … Read more