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dspy-adapters-multimodal

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Use for DSPy adapter selection, JSONAdapter, XMLAdapter, ChatAdapter, native function calling, structured outputs, and multimodal inputs like dspy.Image or dspy.Audio.

skills/dspy-adapters-multimodal/SKILL.md

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# DSPy Adapters and Multimodal I/O

## Goal

Choose an adapter deliberately and model image, audio, and file inputs with DSPy's typed primitives.

## Adapter Selection

| Adapter | Use it for |
|---------|------------|
| `dspy.ChatAdapter()` | Default, human-readable field markers, broad model compatibility |
| `dspy.JSONAdapter()` | Structured JSON output and native function calling where supported |
| `dspy.XMLAdapter()` | XML-tagged fields when XML is easier for the target LM to follow |
| `dspy.TwoStepAdapter()` | A separate extraction pass when parsing needs extra help |
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