Run the proof.
Verify distance yourself.

Epsilon publishes an independent proof script in the evaluator pack. Distance math is buyer-verifiable; search and ranking stay sealed.

proof pack 0.54 ± 0.01 access required

three steps

Only the PCA-on-z-score path matches the public band. Raw 12D paths are a different scope.

Get proof pack

Request via /access/ — approved evaluators only.

Independent reproduce script included

Run fixture

python3 bi_og_test.py

Run inside provided proof directory

Read distance

pca_5d_z : 0.5358
band     : 0.54 ± 0.01

Matches pavilion ledger

proof script (in pack)

python3 bi_og_test.py

Proof pack via /access/ · run from evaluator directory

No public ag* command for Epsilon. agmataudit verify semantics are spec-only; ranking is sealed.

Privacy: public periodic-table fixture inputs only.

proof surface

bi_og_test.pyindependent proof

PCA z-score pathpublic band

REPORTstdout metrics

sealed · never exposed

ranking corenever shipped

retrieval indextrade secret

key fields

pca_3d_z pca_5d_z band

evidence ledger

Pinned gate run · scope-labelled numbers only.

headlineBi–Og band

scopeproof pack reproduce

gatecargo test pass

tests337 tests summed

reproducerpublic API endpoints

Run the proof.Verify distance yourself.