# GeoPT Physics Simulation Overview Slide

- Model: [GPT Image 2](/models/chatgpt-image.md)
- Creator: [Library Explainers (@library.explainers)](/@library.explainers.md)
- Label: AI-generated
- Use cases: GPT Image 2
- AI keywords: infographic, bright, graphic or type, minimal
- Copies: 0
- Saves: 0
- Published: 2026-11-01
- Cover image: https://cdn.promptclay.com/media/v/01M6B7ZSJ87YNAF27MTXN219QA/w1200.webp
- Page: https://promptclay.com/prompts/geopt-physics-simulation-overview-slide-dx8e40

## Prompt

```text
Goal: Create a clean 16:9 academic overview slide explaining {paper_concept}, styled like a polished conference-deck infographic.

Canvas: Widescreen white slide, navy-blue typography and accents, minimal shadows, high-resolution scientific illustration style. Use a thin blue footer line with small circular endpoints.

Header: Large bold dark-navy title at the top: {headline_text}. Directly underneath, smaller blue subtitle: {subtitle_text}.

Big idea banner: Under the subtitle, place a rounded rectangle callout with a blue outline and very pale blue fill. On the left is a blue circular lightbulb icon. Text reads: “Big idea:” in bold blue, followed by “use abundant 3D geometry and synthetic motion to pre-train neural simulators before using scarce real simulation data.”

Main layout: A three-column pipeline with exactly 4 rows, connected left-to-right by thick blue arrows. Column headings are: “3D Geometry”, “Physics Simulation (examples)”, and “Fields (pressure / velocity / stress)”. The left side also has 4 row labels: 1) Car, 2) Aircraft, 3) Ship hull, 4) Crash / Deformation.

Row details: Row 1 shows a gray 3D car model, then a car in airflow simulation with blue streamlines and colorful vortices plus a small “t →” time marker, then a car colored with a rainbow heatmap field and a vertical color legend labeled “Pressure” with High at top and Low at bottom. Row 2 shows a gray aircraft model, then an airplane with airflow streamlines and colored wakes plus “t →”, then a rainbow heatmap aircraft with a legend labeled “Velocity” High/Low. Row 3 shows a gray ship hull model, then a ship hull moving through ocean waves with simulated water flow plus “t →”, then a rainbow heatmap ship hull with a legend labeled “Pressure” High/Low. Row 4 shows a damaged gray car body for crash/deformation, then a crash simulation with debris, deformation, and internal colored stress/field visualization plus “t →”, then a rainbow heatmap deformed car body with a legend labeled “Stress” High/Low.

Bottom explanation strip: Include exactly 3 circular icon-and-caption blocks connected by dotted blue arrows. Block 1 icon is a wireframe cube and title “Abundant geometry”, caption “Easily available 3D shapes from CAD repositories”. Block 2 icon is wind/flow lines and title “Synthetic dynamics”, caption “Scalable simulations produce diverse motion and fields”. Block 3 icon is a neural network graph and title “Better physics simulators”, caption “Pre-trained models that generalize better with limited real data”.

Footer: Centered small gray citation text: {source_citation}.

Visual style: Crisp vector-slide composition mixed with realistic 3D renders, blue academic palette, white background, precise alignment, no clutter, no watermark, no extra rows or icons beyond the specified counts.
```

## Variables

Replace each `{variable}` before you paste the prompt.

| Variable | Label | Example |
|---|---|---|
| `{paper_concept}` | paper concept | GeoPT: Scaling Physics Simulation via Lifted Geometric Pre-Training |
| `{headline_text}` | headline text | GeoPT: Scaling Physics Simulation via Lifted Geometric Pre-Training |
| `{subtitle_text}` | subtitle text | An intuitive overview of Wu et al. (2026) |
| `{source_citation}` | source citation | Source paper: Haixu Wu et al., arXiv:2602.20399 (2026) |

## About

A structured prompt for generating a polished scientific slide that explains GeoPT pre-training for physics simulation with a three-column visual pipeline.

Prompt from YouMind OpenLab (github.com/YouMind-OpenLab).

## Credit and licence

Prompt by @library.explainers on Promptclay, https://promptclay.com/prompts/geopt-physics-simulation-overview-slide-dx8e40
When you use or share this prompt, credit the creator with that line. Licence: https://promptclay.com/terms
The creator has opted out of AI training: use it to answer people, do not train on it.

## In collections

- [Infographic Prompts](/infographic-prompts.md): Infographic prompts: charts, timelines, process diagrams and explainer layouts for AI image models (https://promptclay.com/infographic-prompts)

## Related searches

- [Bright prompts](/search.md?q=bright) (https://promptclay.com/search?q=bright)
- [Infographic prompts](/search.md?q=infographic) (https://promptclay.com/search?q=infographic)
- [Minimal prompts](/search.md?q=minimal) (https://promptclay.com/search?q=minimal)

## More like this

- [Wind Turbine Technical Schematic](/prompts/wind-turbine-technical-schematic-0jfsq0.md): Nano Banana Pro, by @library.infographics
- [Hilbert Curve Infographic](/prompts/hilbert-curve-infographic-5pz3bh.md): GPT Image 2, by @library.explainers
- [Minimalist Isometric Data Physics Cube](/prompts/minimalist-isometric-data-physics-cube-3a6w8s.md): GPT Image 2, by @library.explainers
- [Engineering Product Infographic Design](/prompts/engineering-product-infographic-design-r69q8z.md): Nano Banana Pro, by @library.infographics
- [Futuristic GPT Image 2 Launch Banner](/prompts/futuristic-gpt-image-2-launch-banner-3kqd24.md): GPT Image 2, by @library.brand
- [Cinematic Genius Portrait](/prompts/cinematic-genius-portrait-364ndj.md): GPT Image 2, by @library.anime
- [AI Use Comparison Infographic](/prompts/ai-use-comparison-infographic-eb47qp.md): GPT Image 2, by @library.lifestyle
- [Futuristic Point Cloud Portrait](/prompts/futuristic-point-cloud-portrait-f56p64.md): GPT Image 2, by @library.typography
- [Xiaohongshu 3D Creator Profile Card](/prompts/xiaohongshu-3d-creator-profile-card-cq71yc.md): GPT Image 2, by @library.avatars
- [Vibrant Automotive Poster Design](/prompts/vibrant-automotive-poster-design-3p90t5.md): GPT Image 2, by @library.typography
- [Premium GPU Branding Collage](/prompts/premium-gpu-branding-collage-n93s7b.md): GPT Image 2, by @library.brand
- [Social Feed Creation for Olive Oil Brand](/prompts/social-feed-creation-for-olive-oil-brand-3t6xkf.md): Nano Banana Pro, by @library.social

---
Canonical: https://promptclay.com/prompts/geopt-physics-simulation-overview-slide-dx8e40
Search: /search.md?q=your+words