# AI & Data Science Research Notes — MetricForge Reference Layout v3

A focused AI and Data Science application redesigned around the clean, isolated-workspace structure of MetricForge.

## Accurate purpose

Publish AI and Data Science work using a consistent structure: problem, method, evidence, evaluation, limitations, and reproducibility.

## Best used for

Research journals, university portfolios, capstone documentation, literature notes, and learning resources.

## Outputs

Searchable articles, project case studies, learning paths, publishing checklists, RSS, and sitemap files.

## Scope boundary

This is a static publication. Editorial workflows, peer review, authentication, remote comments, and collaborative drafting require additional services.

## Cloudflare Pages

This folder is root-flat. Upload the folder or ZIP directly through Cloudflare Pages Direct Upload.

- Framework preset: None
- Build command: leave empty
- Build output directory: `.`
- Root directory: repository root

Original template: https://astro-blog-starter-template.yirassssindaba.workers.dev/

GitHub: https://github.com/yirassssindaba-coder/astro-blog-starter-template


## MetricForge Dynamic Review v4

- Layered animated flow-line background using local SVG assets.
- Local project and navigation icon images.
- Three original royalty-free review soundtracks with explicit play/pause, track switching, and volume.
- Audio never starts before user interaction.
- Motion can be paused and respects `prefers-reduced-motion`.


## Cinematic Background v5

This edition adds a project-specific animated scene, layered flow lines, circuit grid, orbit field, neural mesh, particles, aurora, scanning beam, pointer parallax, scroll depth, pause support, tab visibility pausing, mobile simplification, and `prefers-reduced-motion` handling. Animations are transform/opacity oriented to keep rendering efficient.