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name: multi-modal description: Multi-modal prompting with vision, audio, and document understanding sasmp_version: "1.3.0" bonded_agent: 07-advanced-techniques-agent bond_type: PRIMARY_BOND

Multi-Modal Prompting Skill

Bonded to: advanced-techniques-agent

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Quick Start

Skill("custom-plugin-prompt-engineering:multi-modal")

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Parameter Schema

parameters:
  modality:
    type: enum
    values: [vision, document, audio, video]
    required: true

  task_type:
    type: enum
    values: [analysis, extraction, generation, qa]
    default: analysis

  detail_level:
    type: enum
    values: [low, medium, high]
    default: medium

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Vision Prompting

Image Analysis Template

Analyze this image and provide:
1. Main subjects and objects
2. Actions or activities
3. Setting and context
4. Notable details
5. Overall interpretation

Be specific and descriptive.

Visual Q&A Pattern

Look at the image carefully.

Question: {question}

Provide a detailed answer based only on what you can see in the image.

Chart/Graph Analysis

Analyze this chart/graph:
1. Type of visualization
2. Axes and labels
3. Key data points
4. Trends or patterns
5. Main insights
6. Limitations or caveats

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Document Processing

PDF Extraction

Extract the following from this document:
- Title and headers
- Key information: {fields}
- Tables (if any)
- Important dates/numbers

Output as structured JSON.

Form/Invoice Processing

extraction_schema:
  document_type: "invoice|form|contract"
  fields:
    - name: vendor
      type: string
    - name: date
      type: date
    - name: total
      type: currency
    - name: line_items
      type: array

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Audio Integration

Transcription Enhancement

Transcribe and enhance:
1. Accurate transcription
2. Speaker identification
3. Timestamps for key points
4. Summary of main topics
5. Action items (if applicable)

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Best Practices

best_practices:
  image_prompts:
    - Be specific about what to look for
    - Request structured output
    - Ask for confidence levels

  document_prompts:
    - Define extraction schema
    - Handle multi-page documents
    - Validate extracted data

  audio_prompts:
    - Specify language if known
    - Request speaker diarization
    - Ask for timestamps

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Troubleshooting

Issue	Cause	Solution
Hallucinated details	Over-interpretation	Ask for visible-only info
Missed text in images	Low resolution	Request higher detail
Wrong document parsing	Complex layout	Break into sections
Inaccurate transcription	Audio quality	Acknowledge limitations

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References

See: GPT-4V documentation, Claude Vision Guide