Research

Brainstorms

A structured collection of Tensor Programs papers with extracted text files

Tensor Programs Series — Organized Source Pack

Research Note: Computation, Representation, and Information

Definitions of computation, representation, information, and prediction within Epimechanics. Computation is producing a representation — discriminating, partitioning, compressing — and varies in depth from passive encoding to self-referential modeling. Connections to Shannon, Landauer, Constructor Theory, Church-Turing, Kolmogorov, and autopoiesis.

The Golden Ratio in Epimechanics' Definitional Structure

The seven foundational definitions of Epimechanics, when quotiented by their declared equivalences, converge to a four-node graph whose spectral radius is the golden ratio φ — a structural consequence of this definitional architecture.

TP Bridge — Architecture-Realistic Trace Update

Continuation from toy TP-bridge runs to a residual multi-layer architecture trace, preserving drift/update/transfer metrics and docs-ready visual outputs.

TP Bridge Experiments — Plain English Explainer

What the recent Tensor Programs bridge experiments are testing, how to read the charts, and what the initial results imply for Epimechanics.