RFR-6CD23122 — Create a shared benchmark and decision threshold: Core Insight

Research opportunity

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

Background

The originating artifact is accepted by the repository publishing inventory with status “active (inferred from publishable inventory).” Its Evidence Model section provides the immediate evidence boundary.

Evidence trace

• Origin document: content/projects/project-atlas/research-plan/project-atlas-foundation-research-plan.md
• Section: Evidence Model
• Specific assumption challenged: The source's treatment in “Evidence Model” is sufficiently supported for its intended scope.
• Supporting evidence excerpt: “Every observation should be classified as one of: - Measured - Inferred - Hypothesized - Established Confidence should reflect both the quantity and quality of evidence.”
• 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-EAB9D773

Suggested REP and methodology

• Suggested REP: REP-CORE-INSIGHT-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.