# ML Experiment Navigator — MetricForge Reference Layout v3

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

## Accurate purpose

Organize datasets, experiments, model candidates, metrics, and approval evidence into separate reviewable workspaces.

## Best used for

Student research, model comparison, experiment documentation, and route-based dashboard demonstrations.

## Outputs

Dataset registries, experiment runs, model cards, approval states, local persistence, and JSON reports.

## Scope boundary

LocalStorage supports a single-browser demonstration. Team collaboration requires authentication, shared storage, access control, and audit history.

## 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://react-router-starter-template.yirassssindaba.workers.dev/

GitHub: https://github.com/yirassssindaba-coder/react-router-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.