research-document RFR-1AB79CB2
Create a shared benchmark and decision threshold: Strategic Direction
RFR-1AB79CB2 — Create a shared benchmark and decision threshold: Strategic Direction
Research opportunity
Create a shared benchmark and decision threshold for the claims or recommendations in “Strategic Direction.”
Background
The originating artifact is accepted by the repository publishing inventory with status “active (inferred from publishable inventory).” Its Strategic Direction section provides the immediate evidence boundary.
Evidence trace
- Origin document: content/projects/project-atlas/canonical/project-atlas-research-methodology-v0-2.md
- Section:
Strategic Direction - Specific assumption challenged: The source's treatment in “Strategic Direction” is sufficiently supported for its intended scope.
- Supporting evidence excerpt: “Project Atlas is not intended to become a large-scale experimental research lab in its early stages. Its primary purpose is to integrate, organize, explain, and connect existing scientific knowledge into a unified model of visual understanding. The project should leverage decades of research before attempting to produ…”
- 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-STRATEGIC-DIRECTION-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.