Frontier analysis — Project Atlas Autonomous Research Report 001 — Project Atlas / Research Report / Project Atlas Autonomous Research Report 001 Relational Legibility

Knowledge boundary

• Source: content/projects/project-atlas/research-report/project-atlas-autonomous-research-report-001-relational-legibility.md
• Status: Research synthesis with falsification log
• Discipline: Theory
• Confidence: stated in source; mixed
• Primary objective: This research pass tested a central uncertainty in Project Atlas: When major design systems converge on the same recommendation, are they independently discovering universal perceptual laws, or merely repeating conventions that work within similar technological and cultural contexts? Six repeated investigation cycles were completed. The strongest result is that the answer is neither extreme. Design-system convergence is meaningful evidence, but it is not sufficient evidence of a universal law. …
• Primary claims/evidence: This research pass tested a central uncertainty in Project Atlas: When major design systems converge on the same recommendation, are they independently discovering universal perceptual laws, or merely repeating conventions that work within similar technological and cultural contexts? Six repeated investigation cycles were completed. The strongest result is that the answer is neither extreme. Design-system convergence is meaningful evidence, but it is not sufficient evidence of a universal law. …
• Methodology: Rejected because high-quality standards still require contextual evaluation.
• Limitations/known uncertainties: Remaining uncertainty: The largest remaining uncertainty is quantitative: Can Atlas derive task-specific predictive ranges from combinations of visual angle, target size, similarity, eccentricity, semantic grouping, input method, and consequence without resortin… 2. How should Atlas combine grouping probability and crowding risk?: Expected value: Very high 5. Can salience competition be modeled as a limited budget?: Expected value: High

Five highest-value opportunities

Challenge and confidence decay

The source was challenged for construct validity, independent replication, boundary conditions, transfer, and comparative baselines. Confidence should decay when the source lacks a dated replication, when its technology or target population changes, or when later artifacts report contradictory findings. Revalidation is recommended before treating context-bound recommendations as universal.