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research-document RFR-181FFC5F

Create a shared benchmark and decision threshold: Purpose

Identifier
RFR-181FFC5F
Research Area
General Research
Status
Open
Version
0.1
Priority
medium
Updated
2026-07-22
Source
research/frontier/records/RFR-181FFC5F.md

RFR-181FFC5F — Create a shared benchmark and decision threshold: Purpose

Research opportunity

Create a shared benchmark and decision threshold for the claims or recommendations in “Purpose.”

Background

The originating artifact is accepted by the repository publishing inventory with status “active.” Its Standards section provides the immediate evidence boundary.

Evidence trace

  • Origin document: content/projects/product-genome/knowledge-model/product-genome-autonomous-research-run-01.md
  • Section: Standards
  • Specific assumption challenged: The source's treatment in “Standards” is sufficiently supported for its intended scope.
  • Supporting evidence excerpt: “CEN-CENELEC. EN 45554:2020. General Methods for the Assessment of the Ability to Repair, Reuse and Upgrade Energy-Related Products . ISO 2575. Road Vehicles: Symbols for Controls, Indicators and Tell-Tales . SAE J1138. Design Criteria: Driver Hand Controls Location for Passenger Cars, Multipurpose Passenger Vehicles, …”
  • Reason this opportunity exists: How competing methods or implementations compare on a common corpus with explicit utility, safety, and cost thresholds.

Unknowns

  • How competing methods or implementations compare on a common corpus with explicit utility, safety, and cost thresholds.

Dependencies

Suggested REP and methodology

  • Suggested REP: REP-PURPOSE-BENCHMARK
  • Methodology: Curate representative cases, blind ground truth where possible, define baselines and uncertainty-aware metrics, and run reproducible benchmark evaluations.
  • Expected outputs: Versioned benchmark, baseline implementations, scoring harness, datasheet, and adoption decision rule.
  • Success criteria: Independent teams can reproduce scores and the benchmark discriminates meaningful quality differences without rewarding proxy gaming.
  • Recommended agent: research-engineering-agent
  • Estimated effort: Medium
  • Expected knowledge gained: How competing methods or implementations compare on a common corpus with explicit utility, safety, and cost thresholds.

Evaluation

Dimension Score (1–5)
Knowledge gain 4
Potential impact 4
Cross-project reuse 5
Scientific importance 5
Dependency cost 5
Implementation difficulty 3
Frontier score 392

Confidence in this opportunity: moderate. Status: Open.