research-document RFR-4DBD1ABB
Create a shared benchmark and decision threshold: Summary
RFR-4DBD1ABB — Create a shared benchmark and decision threshold: Summary
Research opportunity
Create a shared benchmark and decision threshold for the claims or recommendations in “Summary.”
Background
The originating artifact is accepted by the repository publishing inventory with status “active (inferred from publishable inventory).” Its Summary section provides the immediate evidence boundary.
Evidence trace
- Origin document: knowledge-platform/repository-manifest.md
- Section:
Summary - Specific assumption challenged: The source's treatment in “Summary” is sufficiently supported for its intended scope.
- Supporting evidence excerpt: “This repository currently contains a single flat intake corpus with 49 documents and no supporting automation, index, or website code. The corpus is already rich enough to justify a knowledge-platform architecture, but the repository itself is still in an intake state rather than an operational system of record.”
- 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-SUMMARY-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.