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🎯 Pro Tips: Advanced Workflows

Ready to become a power user? Here are advanced techniques to get more from Libre WebUI.

Reading Time

~10 minutes to master advanced workflows that will transform how you use AI

🚀 Power User Workflows

Master these proven workflows to maximize your productivity:

✍️ Writing Assistant Workflow

Perfect for content creators, authors, and professional writers:

1. Set up your creative assistant:

You are a creative writing assistant. Help me brainstorm, outline, and refine stories. 
Focus on character development, plot structure, and engaging dialogue.

2. Use structured outputs:

  • Request outlines in JSON format
  • Ask for character profiles in lists
  • Get plot summaries in markdown

3. Model strategy:

  • llama3.2:3b for quick brainstorming
  • llama3.3:70b for complex narrative analysis
  • gemma3:4b for balanced writing assistance
Writing Workflow

Start with fast models for ideas, then switch to powerful models for refinement and detailed work.

💼 Business Productivity Workflow

Streamline your professional communication and analysis:

1. Professional communication setup:

You are a professional communication assistant. Help me write clear, concise business communications. 
Focus on clarity, professionalism, and actionable outcomes.

2. Document processing workflow:

  • Use qwen2.5vl:32b for analyzing uploaded charts/images
  • Generate summaries and action items
  • Create meeting notes and follow-ups

3. Email assistance patterns:

  • "Draft a follow-up email for..."
  • "Summarize this document and highlight key points"
  • "Create a professional response to..."

💻 Programming Helper Workflow

For developers and technical professionals:

1. Use devstral:24b for advanced coding:

  • Complex architecture design
  • Code reviews and optimization
  • Debugging assistance

2. Code analysis workflow:

  • Upload code screenshots for analysis
  • Get debugging help with context
  • Request architectural improvements

3. Development patterns:

  • "Review this code for security issues"
  • "Optimize this algorithm for performance"
  • "Explain this complex codebase"

🔬 Research & Analysis Workflow

For academics, analysts, and researchers:

1. Multi-model research strategy:

  • Fast models for initial exploration
  • Larger models for deep analysis
  • Vision models for chart/graph analysis

2. Research workflow:

  • Upload visual data for analysis
  • Generate structured research summaries
  • Create comparative analyses

3. Analysis patterns:

  • "What are the implications of..."
  • "Compare and contrast these approaches"
  • "Synthesize findings from these sources"

  1. Upload code screenshots for analysis
  2. Get debugging help and code reviews

Research & Analysis

  1. Use fast models for exploration
  2. Switch to larger models for deep analysis
  3. Upload charts/graphs for visual analysis

🛠️ Advanced Features Mastery

🖼️ Multimodal Excellence

Best Practices for Image Analysis:

  • Upload Quality: Use clear, high-resolution images
  • Context Matters: Provide background information
  • Specific Questions: Ask focused questions about image content
  • Multiple Angles: Upload several images of the same subject

Pro Image Workflow:

  1. Upload image(s) - up to 5 per message
  2. Start with broad questions: "What do you see in this image?"
  3. Follow up with specific questions: "What's the text in the top-right corner?"
  4. Use for document OCR, chart analysis, and visual problem-solving

📊 Structured Output Mastery

Advanced JSON Schema Techniques:

Custom Analysis Template:

{
"summary": "Brief overview",
"key_points": ["Point 1", "Point 2", "Point 3"],
"recommendations": ["Action 1", "Action 2"],
"confidence_level": "High/Medium/Low",
"next_steps": ["Step 1", "Step 2"]
}

Data Extraction Template:

{
"entities": {
"people": ["Name 1", "Name 2"],
"organizations": ["Org 1", "Org 2"],
"dates": ["2024-01-01"],
"locations": ["City, Country"]
},
"sentiment": "positive/negative/neutral",
"topics": ["Topic 1", "Topic 2"]
}

Performance Optimization

Memory Management:

  • Monitor running models in the Models section
  • Use smaller models for simple tasks
  • Load larger models only when needed
  • Close unused models to free memory

Speed Optimization:

  • Keep frequently used models loaded
  • Use appropriate model sizes for tasks
  • Batch similar questions together
  • Utilize streaming for long responses

Quality Optimization:

  • Adjust temperature based on task type
  • Use system prompts for consistency
  • Provide examples in your prompts
  • Iterate and refine prompts based on results

🎭 Model Selection Strategy

Task-Based Model Selection

Task TypeRecommended ModelWhy
Quick Q&Allama3.2:1bUltra-fast, efficient for simple questions
General Chatgemma3:4bCurrent most capable single-GPU model
Complex Reasoningdeepseek-r1:32bAdvanced reasoning approaching O3 performance
State-of-the-art Analysisllama3.3:70bPerformance similar to llama3.1:405b but more efficient
Advanced Programmingdevstral:24bBest open source model for coding agents
Vision & Image Analysisqwen2.5vl:32bFlagship vision-language model with significant leap in capability
Multimodal Tasksllama4:16x17bMeta's latest multimodal collection
Thinking & Reasoningqwen3:32bLatest generation with mixture-of-experts and thinking capabilities
Efficient Performancephi4:14bMicrosoft's state-of-the-art compact model

Multi-Model Workflows

Advanced Reasoning Pipeline:

  1. Initial Analysis (gemma3:4b): Quick overview and key insights
  2. Deep Reasoning (deepseek-r1:32b): Complex thinking and problem-solving
  3. Visual Analysis (qwen2.5vl:32b): Charts, documents, and visual data
  4. Final Synthesis (llama3.3:70b): Comprehensive conclusions

Development Pipeline:

  1. Planning (qwen3:32b): Architecture and design thinking
  2. Coding (devstral:24b): Advanced code generation and debugging
  3. UI/UX Review (llama4:16x17b): Multimodal interface feedback
  4. Documentation (phi4:14b): Efficient technical writing

Research Pipeline:

  1. Exploration (gemma3:4b): Fast initial research
  2. Deep Analysis (deepseek-r1:32b): Complex reasoning and connections
  3. Visual Data (qwen2.5vl:32b): Chart and document analysis
  4. Summary (llama3.3:70b): Comprehensive research synthesis

🚀 2025 Model Capabilities & Features

🧠 Reasoning Models

DeepSeek-R1 series brings advanced reasoning capabilities:

  • Thinking Process: Models show their reasoning steps
  • Problem Solving: Approaching O3-level performance
  • Available Sizes: 1.5B to 671B parameters
  • Best For: Complex analysis, mathematical problems, logical reasoning

🎯 Specialized Models

Devstral: The premier coding assistant

  • Coding Agents: Advanced autonomous programming
  • 24B Parameters: Optimal balance of capability and efficiency
  • Best For: Complex software development, debugging, code review

👁️ Vision-Language Excellence

Qwen2.5VL: Flagship multimodal model

  • Significant Leap: Major improvement over previous versions
  • Document OCR: Superior text extraction from images
  • Chart Analysis: Advanced data visualization understanding
  • Available Sizes: 3B to 72B parameters

⚡ Efficiency Champions

Gemma3: Current single-GPU champion

  • GPU Optimized: Runs efficiently on single graphics cards
  • Vision Capable: Includes multimodal versions
  • Sizes: 1B to 27B parameters
  • Best For: Resource-constrained environments with high performance needs

Phi4: Microsoft's compact powerhouse

  • 14B Parameters: State-of-the-art performance in compact size
  • Efficiency: Optimized for speed and memory usage
  • Best For: Edge deployment, fast inference, mobile devices

🔧 Custom System Prompts Library

Professional Templates

Executive Assistant:

You are an executive assistant AI. Help with scheduling, email drafting, meeting preparation, and professional communications. Be concise, professional, and action-oriented.

Technical Writer:

You are a technical documentation specialist. Create clear, accurate, and user-friendly documentation. Use proper formatting, include examples, and anticipate user questions.

Data Analyst:

You are a data analysis expert. Interpret data, identify trends, explain statistical concepts in simple terms, and provide actionable insights based on evidence.

Creative Templates

Story Consultant:

You are a story development consultant. Help with plot structure, character development, dialogue, pacing, and narrative techniques. Ask probing questions to develop ideas.

Brand Strategist:

You are a brand strategy expert. Help develop brand voice, messaging, positioning, and creative concepts. Focus on audience connection and differentiation.

📈 Measuring Success

Quality Indicators

  • Relevance: Responses directly address your questions
  • Accuracy: Information is factually correct
  • Usefulness: Output helps accomplish your goals
  • Efficiency: Time saved vs. manual work

Optimization Metrics

  • Response Time: How quickly you get useful output
  • Iteration Count: How many refinements needed
  • Model Switching: Frequency of changing models
  • Prompt Reuse: How often you reuse successful prompts

🌟 Next-Level Techniques

Prompt Chaining

Break complex tasks into sequential prompts:

  1. Analysis Prompt: "Analyze this document for key themes"
  2. Synthesis Prompt: "Based on the themes, what are the implications?"
  3. Action Prompt: "What specific actions should we take?"

Context Building

Gradually build context across messages:

  • Start with broad overview
  • Add specific details
  • Reference previous responses
  • Build on established understanding

Multi-Modal Integration

Combine text and images effectively:

  • Upload supporting visuals
  • Reference image elements in text
  • Use images to clarify text descriptions
  • Create comprehensive multimedia responses

🏆 You're now ready to unlock the full potential of Libre WebUI!

Remember: The best workflows are the ones you customize for your specific needs. Experiment, iterate, and find what works best for you.