The Archive

Ideas and research notes that haven't been converted into full implementations yet, but still seem valuable enough to keep around.

ongoing
ongoing

Recursive Grid Architecture

A recursive learning substrate where grids contain percepts, higher grids contain smaller grids, and strategies can transfer across levels because the substrate repeats.

Working research sketch: the interesting part is not a conventional hierarchy, but the symmetry created when every level has the same learning substrate.

architecturemeta-learningtransfer-learningfractal-computation
idea
idea

Computational Graph Synthesis

A research sketch about extracting plausible methods from observed problem-solving traces, then replacing their information sources with learned components.

Paired with the essay on librarians, learned books, and plausible computational graphs.

program-synthesismeta-learningoptimizationcircuit-interpretability
research-note
research-note

World Model Analysis

Reading notes from unpacking a world model codebase for learning latent environment dynamics from pixels.

A code-reading note on latent dynamics, training loops, and what would be worth modifying next.

world-modelsreinforcement-learningrepresentation-learning