Build extraction pipelines consistently

Skill

When this is the appropriate approach for the task.

• · partial state update

• · HTTP API
• · database
• · LLM
• · filesystem
• · git

** Always create and manage helper functions effectively. If a piece of logic (like sanitizing a string for embedding, or checking file extensions) is used more than once, it belongs in `src/utils/`.

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