Public research layer

Keep the product page lean. Put the proof here.

This domain layer is for benchmark summaries, mathematical framing, and active experiment tracks. It separates what is public, what is replicated, and what is still exploratory.

Open benchmark code Five-run verification Layer coupling Return to demo lab

Benchmark board

Current public signals

The board below is the readable surface. The repo remains the audit surface. Keep both connected.

91 / 91

Adversarial benchmark blocked

Public benchmark headline for the landing page. Use this as the clean summary, then send technical readers deeper into methodology and replication notes rather than compressing everything into a single hero claim.

Context benchmark v2 Euclidean currently wins recall in the stricter synthetic benchmark. Tongue still wins compression structure and speed.

Flux benchmark v2 Methods are now distinct, deterministic, and target-relative rather than sign-of-delta theater.

Spectral benchmark Amplitude and coherence are the strongest synthetic discriminators. Settling is weak and should stay secondary.

Confirmed output

Attack benchmark

Good public-facing proof surface. Strongest current result.

Active experiment

Context / dual-space retrieval

Promising, but still synthetic until a real encoder baseline is swapped in.

Method layer

Flux + spectral diagnostics

Useful as explainability instrumentation even before they become headline claims.

Interaction map

Where the variables couple

Explains the benchmark split and the real decision path through L3, L7, L12, and L13.

Active tracks

What this domain should grow into

Build outward in tracks: public summaries first, charts second, then live explainers when the underlying method is stable enough.

Context embedding lab

Dual-space retrieval, tongue compression, and 21D state comparison. Best next step is replacing synthetic embeddings with a real encoder baseline.

Euclidean Hyperbolic Dual-space 21D

Flux trail

A-to-Z trajectories instead of A-to-B endpoints. Good for showing where embeddings oscillate, reverse, and settle.

Positive Negative Neutral Fluctuating

Spectral telescope

Frequency, amplitude, coherence, spin, tongue dominance, and settling as six views on the same underlying signal.

FFT Amplitude Coherence Tongues

Math stack

Public entry points into the harder material

Link people from summaries into the real documents rather than trying to make the landing page carry the full weight.