Implement model database optimization

[codoom1]

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[Copilot]

Pull Request Overview

This PR introduces comprehensive documentation and implementation plans for optimizing the model database architecture, with a focus on migrating synthetic data storage to script-based files, improving lazy loading and service layers, and detailing phased rollout strategies.

• Added rationale for moving synthetic data storage out of JSON and into executable scripts
• Provided quick reference, practical steps, and detailed implementation plans for database refactoring and template optimization
• Included proposals for recommendation algorithm enhancements and migration tooling

Reviewed Changes

Copilot reviewed 6 out of 7 changed files in this pull request and generated no comments.

Show a summary per file

File	Description
docs/SYNTHETIC_DATA_RATIONALE.md	Rationale for script-based synthetic data storage and architecture
docs/README.md	Overview of documentation and links to optimization plans
docs/QUICK_IMPLEMENTATION_REFERENCE.md	Concise reference guide for key implementation steps and quick wins
docs/PRACTICAL_IMPLEMENTATION_PLAN.md	Step-by-step actionable plan for rule-based recommender enhancements
docs/IMPROVED_RECOMMENDATION_ALGORITHM.md	Proposals for improved and AI-assisted recommendation algorithms
docs/DATABASE_OPTIMIZATION_PLAN.md	Detailed database refactoring plan, migration scripts, and caching

Comments suppressed due to low confidence (2)

docs/DATABASE_OPTIMIZATION_PLAN.md:290

• The add_script_header snippet uses datetime.now() but there is no import datetime shown; this will cause a NameError when generating the header. Add import datetime at the top of the migration script.

    return f"""#!/usr/bin/env Rscript

docs/DATABASE_OPTIMIZATION_PLAN.md:235

• The extract_synthetic_data_scripts function references json and os but the code snippet does not show import json or import os; this will lead to NameError at runtime. Ensure the necessary imports are included.

    with open('data/model_database.json', 'r') as f: