GPT2 Memory Advice Card

At a glance

Model

GPT-image-2

Use cases

Xiaohongshu covers, event posters, WeChat Official Account headers

Audience

Social media operators, graphic designers, content creators

Problem solved

Having theme text but not knowing how to make it into a memorable key visual

Subject

Text, Abstraction

Core style

Minimalist, Cyberpunk, Retro

Aspect ratio

Choose 1:1, 4:5, 16:9, or 9:16 based on the publishing scene

Difficulty

Beginner, keep the original prompt structure first and then fine-tune the theme.

Variable replacement guide

Best use cases

A design card that transforms chat memories into something with emotional tension, negative space, and a skeleton-like structure. It features a dark style, combining coarse typography with creative visual elements (such as a fishhook catching chat bubbles) to present an atmosphere of being "quietly observed." It is highly suitable for Xiaohongshu covers, event posters, and WeChat headers where quick approval is needed. The target users are social media operators, graphic designers, and content creators. The core value is not piling up style words, but solving the pain point of "having theme text but not knowing how to make it into a memorable key visual": lock the subject and composition first, then replace the variable information so that the same template can serve multiple topics.

Visual style

The stylistic baseline of the "GPT2 Memory Advice Card" is minimalism, cyberpunk, and retro. When analyzing the image, prioritize the large areas of negative space, readable text hierarchy, and material textures, then look at the hierarchy between text, abstraction, and background; negative space, hierarchy, and colors exist only to serve this primary relationship. The final output is more like a finished product that can be directly used for Xiaohongshu covers, event posters, or WeChat headers, rather than a mere style experiment.

How to generate a new image

1. 1Copy the entire "GPT2 Memory Advice Card" prompt, keeping the style, subject, composition, texture, lighting, and aspect ratio descriptions.
2. 2Change only the theme or subject first, keeping the style, texture, and lighting descriptions as they are.
3. 3Generate 2-4 images in GPT-image-2 or your preferred image tool with default parameters. Refer to 1:1, 4:5, 16:9, or 9:16 depending on your publishing platform.
4. 4Check against your target event poster: is the subject clear, is the information hierarchy readable, and are the colors and style close to the preview image?
5. 5If it drifts from expectations, reduce background clutter first, then strengthen core style words or adjust aspect ratio, avoiding changing too many variables at once.

Prompt remix example

Theme: GPT2 Memory Advice Card Aspect Ratio: Original ratio

Theme: New Product Launch Aspect Ratio: 4:5

With this modification, the image still retains the minimalist style and the composition logic of the event poster, but the subject, text, or aspect ratio will transform to fit the new publishing scene, making it perfect for generating another directly usable image.

A conceptual poster with tension and negative space, dark background. On the left are the large words "The one who has been quietly observing you for a long time", the font has a mottled and coarse texture, with an observing eye looming between the lines. On the right is a dark night tone, a hand reaching out from the darkness hangs a fishhook, catching three glowing green chat bubbles, with psychological analysis text written on them. Deep, emotionally tense, with noise and a minimalist skeleton-like design. Theme: New Product Launch Aspect Ratio: 4:5

Model and parameter tips

• GPT-image-2：Excellent at Chinese/English understanding, text layout, and complex visual relationships. When generating event posters, it is recommended to write out the subject, aspect ratio, and purpose directly.
• Midjourney：Great for enhancing stylistic atmosphere and composition references. You can append aspect ratio parameters, but the stability of text rendering might fluctuate.
• FLUX：Ideal for clear subjects, photographic textures, and graphic structures. Describe using natural language and reduce platform-specific command parameters.

How to improve weak results

• If the subject of the "GPT2 Memory Advice Card" is not prominent, write "centered key visual", "clear outline", "large area of negative space", or directly name the core object of the event poster.
• If the style drifts, adding "minimalism", "high contrast hierarchy", or "explicit texture" is more effective than just adding emotional words.
• If the layout is too cluttered, cut background elements, edge annotations, decorative symbols, and subtitles first, leaving only the most important level of information.
• If text is blurry or messy: shorten the copy, emphasize letter spacing, negative space, hierarchy, and readability, and reduce decorative strokes if necessary.
• If colors are off, specify the primary color, background color, brightness, and saturation directly, rather than writing vague terms like "premium feel" or "atmospheric."
• If the platform ratio is incorrect, change it to 1:1 / 4:5 / 16:9 / 9:16, and simultaneously reduce the density of small text.