Local-first · pinned · inspectable

Evidence has
edges.

A small laboratory for seeing how training decisions, provenance, and situated observations change shape—without turning them into universal truth.

Read the evidence Integration notes

01 / Three instruments

The checked-in evidence

This page is compiled from three versioned JSON artifacts in the repository. The summaries are deliberately smaller than their sources.

02 / Honest machinery

Capability is not permission

Every route is narrower than the source it describes. Ambiguity stays visible; a convenient API or Viewer does not become authority.

The lab does

pin public repository identities and revisions
preserve joins, drift, missingness, and disagreement
separate human, model, and mixed observations
record bounded local evidence receipts
fail closed when a shape changes unexpectedly

The lab does not

mirror dataset rows, weights, audio, or response text
infer identity, demographic taste, culture, or person-worth
turn licences or publisher metadata into legal authority
erase contradictions by silently choosing one count
republish remote dataset bodies, mutate the Hub, or start a service

03 / Plural sensing

Flow & Vibe atlas

“Vibe” means a situated pattern tied to an observer, context, moment, instrument, and provenance—never an essence or universal score.

Continue reading

Follow the uncertainty

DataDecide ledgerRecipes, scales, seeds, checkpoints, evaluations DPI provenance contractWhy the reader is intentionally deferred Flow & Vibe notesObserver, transformation, disagreement, route