RFR-7D3CE4C5 — 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 (inferred from publishable inventory).” Its Purpose section provides the immediate evidence boundary.

Evidence trace

• Origin document: content/projects/project-atlas/canonical/project-atlas-color-vocabulary-and-mechanism-taxonomy.md
• Section: Purpose
• Specific assumption challenged: The source's treatment in “Purpose” is sufficiently supported for its intended scope.
• Supporting evidence excerpt: “Establish a controlled vocabulary so every Atlas document uses the same meanings for color-related terms.”
• 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

• RFR-D9989730

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

Confidence in this opportunity: moderate. Status: Open.