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Editing

Editing

Jan 29, 20261 min read

Document editing and quality supervision patterns: transaction-based editing, section rewriting, multi-phase pipelines, and iterative quality loops.

5 items under this folder.

  • Jan 28, 2026

    Transaction-based document editing for LLM workflows

    • langgraph
    • transactions
    • document-editing
    • llm-artifacts
    • rollback
  • Jan 16, 2026

    Multi-Phase Document Editing with Pre-Screening and Caching

    • langgraph
    • document-editing
    • pre-screening
    • caching
    • cost-optimization
  • Jan 13, 2026

    Section Rewriting and Citation Validation for LangGraph

    • langgraph
    • document-editing
    • citation-validation
    • llm-patterns
    • zotero
  • Jan 08, 2026

    Multi-Loop Document Supervision with LangGraph

    • langgraph
    • supervision
    • multi-agent
    • document-quality
    • model-tiering
  • Jan 03, 2026

    Iterative Document Supervision with LangGraph and Extended Thinking

    • langgraph
    • supervision
    • extended-thinking
    • document-quality
    • literature-review

A side product of thala (GitHub), an attempt to develop a personal knowledge system that thinks alongside you. by DaveCBeck.

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