This directory contains all test artifacts, experimental results, and validation materials for the unified framework project, organized for optimal LLM comprehension and navigation.

• scripts/ - Test execution scripts, analysis tools, and validation runners
• results/ - Output files from tests and experiments (JSON, CSV, NPY, etc.)
• readme/ - Documentation related to experiments, tests, and empirical findings
• datasets/ - Validation datasets, example data, and test harnesses
• logs/ - Log files and run outputs from test executions
• validation_output/ - Primary validation artifacts and statistical analysis results
• realistic_validation/ - Realistic validation scenarios and outputs
• prime_dataset_validation/ - Prime number dataset validation results
• quick_verification.py - Quick verification script for testing review results

Each subfolder contains a detailed README.md describing its contents and intended use. Cross-references throughout the repository have been updated to point to the new locations.

• All test artifacts are centralized here for easy discovery
• Consistent naming conventions used throughout
• Each subfolder is self-documenting with clear README files
• Results are organized by type and purpose for efficient analysis