← Scale without capture

MODEL-AGNOSTIC EXCHANGE · P13

The commons must outlive its current AI.

A portable envelope allows different models, institutions, and future tools to exchange bounded research records without silently dropping disagreement or translating uncertainty into confidence.

Envelope

Stable ID, record type, time, author or agent, source system, and schema version.

Lineage

Immutable parents and every transformation applied after receipt.

Evidence

Sources, detectors, frames, methods, raw references, limits, and privacy classification.

Relations

Typed support, contradiction, qualification, failure, non-comparability, and unresolved alternatives.

History

Nulls, conflicts, aliases, confidence changes, and deprecations remain append-only.

Integrity

Content hash, compatibility result, lost-meaning report, and recovery path.

CHANGE HOOK

Run on every model or schema change

  1. Round-trip representative records without semantic loss.
  2. Preserve source IDs, hashes, conflicts, nulls, and aliases.
  3. Compare outputs from materially different AI systems.
  4. Record unsupported capabilities and transformation history.
  5. Keep the prior schema readable and recoverable.
Open exchange contract →Review continuation prompt →