research-document RFR-B186B831
Create a shared benchmark and decision threshold: Project Atlas Autonomous Research Report 001
RFR-B186B831 — Create a shared benchmark and decision threshold: Project Atlas Autonomous Research Report 001
Research opportunity
Create a shared benchmark and decision threshold for the claims or recommendations in “Project Atlas Autonomous Research Report 001.”
Background
The originating artifact is accepted by the repository publishing inventory with status “Research synthesis with falsification log.” Its The Relational Legibility Model section provides the immediate evidence boundary.
Evidence trace
- Origin document: content/projects/project-atlas/research-report/project-atlas-autonomous-research-report-001-relational-legibility.md
- Section:
The Relational Legibility Model - Specific assumption challenged: The source's treatment in “The Relational Legibility Model” is sufficiently supported for its intended scope.
- Supporting evidence excerpt: “A composition must satisfy at least four different requirements: 1. Grouping: related items must be close or otherwise connected enough to form a coherent unit. 2. Discrimination: individual items must remain sufficiently separable to identify and operate. 3. Hierarchy: separation and salience must distinguish levels …”
- 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-PROJECT-ATLAS-AUTONOMOUS-RESEARC-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.