SpectralKAN Lohe SFT

conformance: passprecomputed_only

Jacobian Lens · 2 sites · target width 1344 · MonumentalSystems/harmonic-gpt-spherical-kan-128m@eb83447f07c7

Lens artifact MonumentalSystems/harmonic-gpt-spherical-kan-128m-chat-sft-lens@6d70af55c2bd · framework custom-pytorch · SphericalKANByteLM

Prompt

Live analysis is unavailable for this bundle. The author published precomputed runs only. Frozen runs below remain viewable.

The fitted transport is applied, then the model's exact decoding path. Works for any site.

Readouts show what each site contributes to the next-token guess at that position.

Analyse a prompt to see what the model computes internally.

Each column is a token, each row an internal site. Reading down a column shows how the model's guess for what comes next changes as computation proceeds.

Conformance report

✓Manifest present
✓Bundle format
✓Manifest schema
✓No unresolved placeholders
✓Transport artifact
✓Transport tensors present
✓Transport shapes and orientation
✓Tensor byte ranges match dtype and shape
✓No executable/pickle artifacts
✓validation.json
✓fit-report.json
✓README.md
✓CAPABILITY_REPORT.md
✓Golden fixture consistent with manifest
✓Execution mode
✓Estimator is declared
—Position-diagonal isolation— hutchinson over 8 probes — unbiased for the diagonal, but the off-diagonal blocks remain as variance, which can flip the argmax of a top-1 readout. Treat low-margin readouts as noise.
✓Application is affine
✓Grid compatibility