Tensional Labs

Hyperconstrained Intelligence

We derived the grammar of intelligence — the invariant structure any possible intelligence must satisfy. Now we build systems that enforce it.

Derives, not guesses. Coheres, not contradicts. Grounded, not generated. AI that must ground its claims.

[Thesis]

Coherent intelligence is structure under expansion.

Intelligence is treated as the capacity to preserve coherence while increasing resolution. Where most systems optimize fluency, this work enforces coherence constraints: what may be inferred, stated, and built without contradiction.

Output is published as two corpora of papers and instantiated as instruments that operationalize the same structure.

[Works]

Two Corpora

Work is organized into two pillars: Principia Tensionis and Tensional Flow Theory. Each pillar currently contains three core papers. Additional papers are in production.

Preprints are posted to arXiv upon release.

Corpus I

Principia Tensionis

Derivation from first principles to the grammar of being.

Paper I Preprint

Metaphysica The Grammar of Being

Placeholder abstract line — replace with the paper’s single-sentence claim.

PDF arXiv

Paper II Draft

Dynamica The Formal Structure of Tensional Operation

Placeholder abstract line — replace with the paper’s single-sentence claim.

PDF arXiv

Paper III Draft

Physica Multi-Scale Structure and the Emergence of Physics

Placeholder abstract line — replace with the paper’s single-sentence claim.

PDF arXiv

Full bibliography: /works (forthcoming)

Corpus II

Tensional Flow Theory

The structure of emergence: life, mind, and theory.

Paper I Draft

Biologica The Structure of Life

Placeholder abstract line — replace with the paper’s single-sentence claim.

PDF arXiv

Paper II Draft

De Mente The Structure of Mind

Placeholder abstract line — replace with the paper’s single-sentence claim.

PDF arXiv

Paper III Draft

Theoretica The Structure of Theory

Placeholder abstract line — replace with the paper’s single-sentence claim.

PDF arXiv

Full bibliography: /works (forthcoming)

[Products]

Instruments

Products are instruments — implementations of the grammar that extend human capability. Early releases are designed to be narrow, strict, and auditable.

In Development

Tensional Engine

Hyperconstrained chatbot — derives, doesn’t guess.

In Development

Constraint Layer

Coherence enforcement for any model.

In Development

Coherence Validator

Contradiction detection across conversation.

[Engagement]

Correspondence is expected to be concrete.

Engagement modes are limited: research partnerships, technical collaborations, and early access briefings. Messages should include constraints, intended use, and evaluation criteria.

Partnership

Research Collaboration

Domain experts engaging the corpora, formalization, and proofs.

Briefing

Private Technical Brief

Structured review of current papers and derived product implications.

[Correspondence]

Contact

Research inquiries, partnerships, and technical correspondence.

contact@tensionallabs.com