# Advanced Dashboard Enhancement Plan

## Objective
Elevate the Atomizer Dashboard to a "Gemini 3.0 level" experience, focusing on scientific rigor, advanced visualization, and deep integration with the optimization engine. This plan addresses the user's request for a "WAY better" implementation based on the initial master prompt.

## 1. Advanced Visualization Suite (Phase 3 Enhancements)
**Goal**: Replace basic charts with state-of-the-art scientific visualizations.

### 1.1 Parallel Coordinates Plot
- **Library**: Recharts (custom implementation) or D3.js wrapped in React.
- **Features**:
  - Visualize high-dimensional relationships between design variables and objectives.
  - Interactive brushing/filtering to isolate high-performing designs.
  - Color coding by objective value (e.g., mass or stress).

### 1.2 Hypervolume Evolution
- **Goal**: Track the progress of multi-objective optimization.
- **Implementation**:
  - Calculate hypervolume metric for each generation/batch.
  - Plot evolution over time to show convergence speed and quality.

### 1.3 Pareto Front Evolution
- **Goal**: Visualize the trade-off surface between conflicting objectives.
- **Implementation**:
  - 2D/3D scatter plot of objectives.
  - Animation slider to show how the front evolves over trials.
  - Highlight the "current best" non-dominated solutions.

### 1.4 Parameter Correlation Matrix
- **Goal**: Identify relationships between variables.
- **Implementation**:
  - Heatmap showing Pearson/Spearman correlation coefficients.
  - Helps users understand which variables drive performance.

## 2. Iteration Analysis & 3D Viewer (Phase 4)
**Goal**: Deep dive into individual trial results with 3D context.

### 2.1 Advanced Trial Table
- **Features**:
  - Sortable, filterable columns for all variables and objectives.
  - "Compare" mode: Select 2-3 trials to view side-by-side.
  - Status indicators with detailed tooltips (e.g., pruning reasons).

### 2.2 3D Mesh Viewer (Three.js)
- **Integration**:
  - Load `.obj` or `.gltf` files converted from Nastran `.bdf` or `.op2`.
  - **Color Mapping**: Overlay stress/displacement results on the mesh.
  - **Controls**: Orbit, zoom, pan, section cuts.
  - **Comparison**: Split-screen view for comparing baseline vs. optimized geometry.

## 3. Report Generation (Phase 5)
**Goal**: Automated, publication-ready reporting.

### 3.1 Dynamic Report Builder
- **Features**:
  - Markdown-based editor with live preview.
  - Drag-and-drop charts from the dashboard into the report.
  - LLM integration: "Explain this convergence plot" -> Generates text.

### 3.2 Export Options
- **Formats**: PDF (via `react-to-print` or server-side generation), HTML, Markdown.
- **Content**: Includes high-res charts, tables, and 3D snapshots.

## 4. UI/UX Polish (Scientific Theme)
**Goal**: Professional, "Dark Mode" scientific aesthetic.

- **Typography**: Use a monospaced font for data (e.g., JetBrains Mono, Fira Code) and a clean sans-serif for UI (Inter).
- **Color Palette**:
  - Background: `#0a0a0a` (Deep black/gray).
  - Accents: Neon cyan/blue for data, muted gray for UI.
  - Status: Traffic light colors (Green/Yellow/Red) but desaturated/neon.
- **Layout**:
  - Collapsible sidebars for maximum data visibility.
  - "Zen Mode" for focusing on specific visualizations.
  - Dense data display (compact rows, small fonts) for information density.

## Implementation Roadmap

1.  **Step 1: Advanced Visualizations**
    - Implement Parallel Coordinates.
    - Implement Pareto Front Plot.
    - Enhance Convergence Plot with confidence intervals (if available).

2.  **Step 2: Iteration Analysis**
    - Build the advanced data table with sorting/filtering.
    - Create the "Compare Trials" view.

3.  **Step 3: 3D Viewer Foundation**
    - Set up Three.js canvas.
    - Implement basic mesh loading (placeholder geometry first).
    - Add color mapping logic.

4.  **Step 4: Reporting & Polish**
    - Build the report editor.
    - Apply the strict "Scientific Dark" theme globally.