Explanation

Conceptual background on how soak works. These documents explain the design decisions and architecture.

Core concepts

• What is soak? – Purpose and design philosophy
• DAG Architecture – Why pipelines, how execution works
• Node Types – Understanding different processing nodes

Templates and prompts

• Template System – Jinja2 and struckdown syntax
• Model Aliases – Configuring models for pipeline roles

Verification and quality

• Quote Verification – How quote validation works
• Similarity Metrics – Comparing analyses
• Calibration – Calibrating analysis parameters

Advanced topics

• Filtering – Boolean filtering with LLM
• HyDE Coverage – Hypothetical document embeddings

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Table of contents

• What is soak?
• DAG Architecture
• Node Types
• Template System
• Model Aliases
• Quote Verification
• Similarity Metrics
• Calibration
• Filtering
• HyDE Coverage