research-document RFR-BBD4F903
Create a shared benchmark and decision threshold: Vision
RFR-BBD4F903 — Create a shared benchmark and decision threshold: Vision
Research opportunity
Create a shared benchmark and decision threshold for the claims or recommendations in “Vision.”
Background
The originating artifact is accepted by the repository publishing inventory with status “active (inferred from publishable inventory).” Its Vision section provides the immediate evidence boundary.
Evidence trace
- Origin document: content/projects/project-atlas/canonical/project-atlas-project-charter-v0-1.md
- Section:
Vision - Specific assumption challenged: The source's treatment in “Vision” is sufficiently supported for its intended scope.
- Supporting evidence excerpt: “Project Atlas is an effort to map the principles of visual perception and design. Rather than creating another design system or style guide, Project Atlas seeks to discover the underlying laws that govern how humans perceive, interpret, and interact with visual information. The goal is to move beyond opinion and conve…”
- 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-VISION-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.