# AI Data Pipeline Orchestrator — MetricForge Reference Layout v3

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

## Accurate purpose

Model the full data-to-model lifecycle as explicit stages with dependencies, policies, retries, state, and measurable quality gates.

## Best used for

Data engineering courses, MLOps planning, pipeline architecture reviews, and workflow prototypes.

## Outputs

Stage configurations, execution simulations, telemetry, quality-gate results, logs, and workflow JSON.

## Scope boundary

The browser demonstrates orchestration logic. Production runs still require storage, compute, secrets, scheduling, and a durable execution backend.

## 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://workflows-starter-template.yirassssindaba.workers.dev/

GitHub: https://github.com/yirassssindaba-coder/workflows-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.