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lightweight

findings

Remix of lightweight/findings-base
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8/15/2025
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README.md

Services

External API integrations - pure API calls only. Services should:

  • Make direct API calls to external systems
  • Return consistent { success: boolean, data?: any, error?: string } format
  • NOT handle environment variables or business logic
  • NOT orchestrate multiple calls

Available Services

  • notion.service.ts - Notion API integration for database queries and page updates
    • Generic functions: updatePageProperties() for any property updates
    • Content management: Page content creation, updates, and deletion
    • Database operations: Query databases and retrieve pages
  • openai.service.ts - OpenAI API integration with two-stage consensus analysis:
    • Stage 1: Individual transcript analysis using gpt-4o-mini for cost efficiency
    • Stage 2: Consensus synthesis using gpt-4o for high-quality reasoning
    • Features: Structured JSON output, confidence scoring, disagreement tracking, evidence tables
    • Concurrency: Configurable parallel processing with rate limiting
    • Fallback: Graceful error handling with fallback consensus calculation
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