Honesty Research Project · the canonical Atlas

A map to inspect.
A frame to question.

Frames and provenance are separate artifacts

The displayed basin atlas, researcher-defined descriptor frames and fitted cross-model transport maps are different artifacts. Their source data, embedding model, extraction choices and comparison rules must be read separately.

This atlas organizes the displayed representations under a particular construction and set of descriptors. Explore the entries, then inspect how they were collected and compared. The map is a research artifact, not a universal inventory of meaning.

400+
concept basins
10,963
thoughts mapped
302
cross-domain bridges
7
domains of meaning
Kevin Russell & Claude · data/atlas.db · anchor-centroids of the dreamer
The map

Displayed basins under a recorded construction.

Each point is a basin — one concept the observatory has thought about, positioned by the centroid of its thoughts (a t-SNE of the 768-dimensional embedding). Larger points are deeper basins, explored by more thoughts. Many are cross-domain bridges — a meaning that lives between fields, the observatory's signature — flagged when you hover or open one. Recolor by domain, citation, novelty, or depth. Hover to read; click to see its nearest neighbours.

data/atlas.db · 647 basins · ≥7 thoughts each · t-SNE of the Nomic centroid
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What you're looking at

The record behind the view.

The Honesty Research Project's dreamer generates thoughts and pins each to an anchor — the concept it's about. Every thought sharing an anchor is averaged into one 768-dimensional centroid: a basin of meaning. The full Atlas holds 12,237 of them; shown here are the 647 explored by at least seven thoughts, with seeding and bookkeeping anchors removed.

THE NODES

Centroids, not sentences

Each point is a concept the system actually reasoned about — quantum biology, consciousness, the Church-Turing thesis — placed at the mean of everything it thought there.

THE BRIDGES

Meaning between fields

302 basins live across domains — “Berkovich analytic space × ultrametric genome distance.” These math×biology solitons are what the observatory is built to find.

THE GRAIN

Depth · novelty · grounding

Every basin carries how deeply it was explored, how novel its thoughts were, and how much was citation-backed. Recolor the map by any of them.

The catalogue

Every basin, listed.