3 posts tagged with "Applications"

More than three thousand years ago the Rigveda posed the question: "Who is the one who observes?" In 2025 Nature published the results of the COGITATE project — an adversarial collaboration between IIT and GNW. Both theories turned out to be partially refuted. Over more than three millennia — thousands of texts, dozens of formal theories, zero consensus.

Not because the question is poor. But because answers systematically conflate epistemic levels: behavior is passed off as phenomenology, correlation as mechanism, definition as proof. Each theory answers its own question and declares it the only one.

This post is not a "final answer." It is an attempt to impose order: a map with coordinates, where every claim is marked by level of justification [Т/С/Г/П/О/И/✗]. Not "we know" — but "here is what is proven, here is what is postulated, here is what is interpreted."

Twelve previous posts built the formalism. The thirteenth — applies it to humanity's oldest question.

Every few months someone announces that AI has "shown signs of consciousness." Someone else responds that this is anthropomorphism. A third person proposes to wait. A fourth — a committee. The discussion lasts twenty minutes, after which everyone departs with the same convictions they came with.

The problem is not a lack of data. The problem is a lack of a criterion. "Shows signs of consciousness" is like "looks sick": a dentist does not diagnose cavities from a patient's expression, the dentist takes an X-ray. And an X-ray requires knowledge of anatomy.

In the first post a theory was presented in which consciousness is not a substance and not a property, but a level of organization of the coherence matrix $\Gamma$. Level L2 (cognitive qualia) is defined by three numbers. All three — computable from $\Gamma$. The question "is AI conscious?" becomes the question "does its $\Gamma$ satisfy three inequalities?" Not philosophy — arithmetic.

Psychiatry is the only area of medicine where a diagnosis is made from a catalog. DSM-5: around three hundred categories, each defined by a list of symptoms. Five out of nine — diagnosis A. Four out of seven, at least two weeks — diagnosis B. This is a conscientious inventory. But an inventory is not a map.

A dentist does not make a diagnosis from a checklist "hurts when eating, avoids cold, worries about teeth." A dentist takes an X-ray. The dentist has a structure — anatomy that explains why it hurts, not just what hurts.

In the second post a map of the inner world was drawn: 21 channels of experience, each with a numerical measure of opacity $\mathrm{Gap}(i,j) \in [0,1]$. A minimum of three channels must remain opaque — a theorem [Т], not a recommendation. Now the question: what happens when the wrong channels turn out to be opaque? Or when all channels fly open at once?

The answer: what psychiatry describes as a disorder. The difference being that now each disorder has specific coordinates in 21-dimensional space. Below is an attempt to translate psychopathology into the language of geometry. With one caveat: the mathematical framework (Gap-profiles, Hamming bound) consists of theorems [Т] and definitions [О]. The application to clinical categories is interpretation [И], requiring empirical verification.