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Prompt Customization

Customize the prompts used by haiku.rag's skills to better match your domain and use case.

Configuration

prompts:
  # Domain context prepended to skill instructions
  domain_preamble: |
    This knowledge base contains technical documentation for the Helios solar panel
    system, including installation manuals, maintenance procedures, and safety guidelines.
    Questions about "the system" or unqualified specs refer to the Helios panel.

  # VLM prompt for image description during conversion (optional)
  picture_description: null  # Uses default prompt

Domain Preamble

The domain_preamble field provides domain context prepended to the rag and rag-analysis skill instructions. Use this to:

  • Describe what the knowledge base contains
  • Clarify domain-specific terminology
  • Provide context that helps the model interpret ambiguous queries

Important: domain_preamble is for domain context, not behavioral instructions. Descriptions of subject matter, terminology, and content scope belong here. Behavioral guidance (tone, response style, formatting rules) lives in the skill's SKILL.md. Fork the skill via haiku-rag create-skill to customize behavior.

Example:

prompts:
  domain_preamble: |
    This knowledge base contains product documentation, API references,
    and troubleshooting guides for Acme Corp's cloud platform.
    "Deployment" refers to Acme's managed deployment service, not general CI/CD.

Picture Description Prompt

Customize the prompt used when generating VLM descriptions for embedded images during document conversion. This prompt is sent to the configured Vision Language Model for each image.

Default prompt:

Describe this image for a blind user. State the image type (screenshot, chart, photo, etc.),
what it depicts, any visible text, and key visual details. Be concise and accurate.

Custom example:

prompts:
  picture_description: |
    Describe this image for a document search system.
    Focus on: image type, main content, any text, key visual elements.
    Be concise and factual.

The prompt is used when processing.pictures is "description". See Picture Handling for full configuration.

Programmatic Configuration

from haiku.rag.config import AppConfig
from haiku.rag.config.models import PromptsConfig

config = AppConfig(
    prompts=PromptsConfig(
        domain_preamble="This knowledge base contains Acme Corp product documentation and API references.",
        picture_description="Describe this image for search indexing.",
    )
)