| name | visual-creation |
| description | Knowledge graphic generation methodology — 5 style families, structured prompt template, validation checklist. For turning any text/speech/review into a publishable visual card via AI direct generation (no PPT, no HTML conversion needed). |
Knowledge Graphic Generation
Turn any content into publishable visual cards via AI direct image generation. Not PPT, not HTML — straight from prompt to PNG. The dominant format for knowledge propagation in 2026.
Core Positioning
Other knowhub domains: answer "what is this domain's knowledge/judgment"
visual-creation: answer "how to turn this content into a propagatable graphic"
When to load
- User says "knowledge graphic" / "info graphic" / "knowledge comic" / "PPT is dead" / "make me a Xiaohongshu card"
- User shares a text/speech/outline and asks for a visual version
- User wants to iterate a poster/cover/infographic style
5 Style Families
See references/style-catalog.md for full prompt recipes.
| Style | One-liner | Best for |
|---|
| Corporate Tech | Blue-white-gray + line icons + rounded cards | Industry reports, tech retrospectives |
| Museum/Catalog | Light gray-blue + soft gradient + modular | Annual reports, knowledge matrices |
| Hand-drawn Edu | Macaron + doodle + journal layout | Xiaohongshu, video accounts, education |
| Real Life | Sticky note / paper texture + natural handwriting | Emotional content, personal IP |
| City Illustration | Ink wash + landmark silhouettes | Cultural products, postcards |
Universal Prompt Template (5 blocks)
[1 SCENE] What type of graphic (infographic / poster / map / storyboard)
[2 SUBJECT] Core content (one sentence)
[3 STRUCTURE] How many blocks, what in each (numbered 1./2./3.)
[4 STYLE] Style keywords + palette + font + composition + decorations
[5 CONSTRAINT] No typos, language, resolution, banned elements
4 Hard-won Tips
- Structured prompts — Block-based prompts are 5x more stable than long paragraphs
- Reverse-engineer style — Describe a liked image's style → feed description back as new prompt
- Number complex info — 1./2./3. lists keep AI from missing modules
- Always human-verify — Occasional typos / missing elements are normal; regenerate or local retouch
Quality Bar
□ Text renders accurately (no garbled CJK, no missing/extra chars)
□ All listed modules present
□ Style consistent across the graphic
□ Main title visible in 2 seconds
□ Information density balanced (one screen = one core takeaway)
□ Publish-ready (Xiaohongshu / WeChat / video account)
Available Tools
- AI direct generation: matrix MCP (GPT Image2-class model, accurate Chinese rendering) — 默认 PPT 路线
- python-pptx 嵌入图片 → 输出真实 .pptx（PowerPoint / Keynote / WPS 可打开）— PPT 任务默认路线
HTML precision version — 已废止（2026-07-10 PPT 任务用户偏好 v2 固化，HTML 阅读器路线默认不走）Hybrid (AI 背景 + HTML 文字层) — 已废止（同上）
