research-frontier-record RFR-2026-009

Cross-provider reproducibility semantics

RFR-2026-009: Cross-provider reproducibility semantics

Research opportunity

Define and test provider/model/role/run lineage so replication claims distinguish independence from repetition.

Background

Provider-specific effects are material and ROS currently lacks machine-resolved reproducibility semantics.

Origin documents and trace

Specific assumption challenged: Different provider labels alone imply independent replication.

Supporting evidence: The dashboard says provider differences remain material; the audit says dependencies and execution lineage are documentary.

Unknowns

  • Operational degrees of independence
  • Minimum lineage needed for replication
  • Provider-by-instrument interaction

Dependencies

Suggested REP and methodology

Create REP-2026-009. Specify an independence taxonomy and lock record; validate it on repeated same-model, cross-model, cross-provider, and human runs.

Expected outputs

  • Replication semantics standard
  • Machine-readable lineage schema
  • Validation cases

Success criteria

Consumers can mechanically distinguish rerun, robustness check, and independent replication.

Execution recommendation

  • Recommended agent: AI reproducibility agent
  • Estimated effort: medium
  • Expected knowledge gained: Makes evidence-strength labels auditable.
  • Frontier Score: 250
  • Score inputs: knowledge gain 4/5; impact 4/5; cross-project reuse 4/5; scientific importance 4/5; dependency cost 3/5; implementation difficulty 3/5.
  • Score calculation: 4 × 4 × 4 × 4 − 3 − 3 = 250.
  • Score status: structured expert judgment, not measured utility.