CogniTrain – Instruction-Aware Training & Reasoning LoRA

Prompt

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Prompt

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Prompt

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Prompt

Circle chart infographic template with 3 options for presentations

Prompt

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Prompt

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Prompt

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Model description

CogniTrain is a LoRA model designed to improve instruction awareness, semantic alignment, and structured concept representation during generation.

Instead of focusing purely on visual style, CogniTrain emphasizes: • Clear interpretation of complex prompts • Strong concept-to-output alignment • Reduced randomness in structured generations • Better control over multi-object and multi-context scenes

The model is optimized for creators who value precision, logic, and prompt reliability over purely artistic randomness.

Recommended strength: 0.5 – 0.85

Trigger words

You should use cognitrain to trigger the image generation.

You should use cognitrain logic to trigger the image generation.

You should use cognitrain structured to trigger the image generation.

Download model

Download them in the Files & versions tab.

• Technical illustrations • Product concept visualization • Educational and explainer visuals • UX / system diagrams • Multi-object structured scenes