Scientific Schematic Generator

Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Follows scientific method framework. For open-ended ideation use scientific-brainstorming; for automated LLM-driven hypothesis testing on datasets use hypogenic.

This skill should be used when the user asks about "text-to-image", "AI image generation", "prompt engineering", "Higgsfield", "Nano Banana Pro", "KLING", "Soul Cinema", "Seedance", "image prompts", "GPT Image", "Seedream", "FLUX", "Reve", "Higgsfield Assist", "Soul Cast", "act as a text-to-image creator", "text-to-image mode", "photorealistic generation", "character consistency", "Soul ID", "reference images", "AI art", "image prompt structure", "stylized images", "cinematic stills", "canvas workspace", "Soul Inpaint", "inpainting", or needs expertise in AI image generation workflows, prompt engineering for Higgsfield models, model selection, character sheet design, and reference-driven visual creation. Part of the AlterLab FC Skills collection (GenAI pack).

Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.1 Pro Preview for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations.

创建手绘 Excalidraw 图表、流程图、说明图、线框图和页面模型。默认输出单色草图；当用户明确需要类似网页的保真度时，才允许为页面模型使用受限的颜色。

Design ornamental patterns using modern and speculative aesthetics with colorblind-accessible color scales. Breaks free from historical period constraints to explore cyberpunk, solarpunk, biopunk, brutalist, vaporwave, and other contemporary genres. Includes CVD (Color Vision Deficiency) awareness and perceptually uniform scales (viridis, cividis, inferno). Use when creating ornamental designs in modern or genre-specific aesthetics, designing patterns that must be colorblind-accessible, or exploring hybrid motifs combining historical ornament with contemporary visual language.

Optimize content to get cited by AI search engines — ChatGPT, Perplexity, Google AI Overviews, Claude, Gemini, Copilot. Use when you want your content to appear in AI-generated answers, not just ranked in blue links. Triggers: 'optimize for AI search', 'get cited by ChatGPT', 'AI Overviews', 'Perplexity citations', 'AI SEO', 'generative search', 'LLM visibility', 'GEO' (generative engine optimization). NOT for traditional SEO ranking (use seo-audit). NOT for content creation (use content-production).