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Role Division

Confiance : high
role-divisionhuman-llm-collaborationllm-wiki-patterntask-allocationcognitive-specializationandrej-karpathycuration-vs-maintenance

The systematic allocation of responsibilities between humans and LLMs in the llm-wiki-pattern, optimizing for each party's comparative advantages. Solves the knowledge management maintenance problem through cognitive specialization rather than trying to make humans better at tedious tasks.

Human Responsibilities

High-Level Cognitive Tasks

  • Source Curation: Decide what information is worth including
  • Analysis Direction: Guide what aspects to emphasize or explore
  • Question Formation: Ask the right questions to drive useful synthesis
  • Meaning Making: Think about what the accumulated knowledge means
  • Strategic Decisions: Determine knowledge base scope and priorities

Why Humans Excel Here

  • Contextual Judgment: Understanding relevance and quality in complex domains
  • Creative Connections: Seeing non-obvious relationships and implications
  • Value Alignment: Ensuring knowledge base serves intended purposes
  • Intuitive Filtering: Recognizing what's worth investigating further

LLM Responsibilities

Systematic Maintenance Tasks

  • Cross-Referencing: Creating and maintaining links between related concepts
  • Consistency Management: Ensuring information coherence across pages
  • Contradiction Detection: Flagging when new sources conflict with existing content
  • Integration Work: Updating multiple pages when new sources arrive
  • Organizational Maintenance: Filing, categorizing, and indexing systematically

Why LLMs Excel Here

  • No Boredom: Don't get tired of repetitive maintenance work
  • Perfect Consistency: Apply rules uniformly across entire knowledge base
  • Batch Processing: Can update many pages simultaneously
  • Pattern Recognition: Identify maintenance needs systematically
  • Attention to Detail: Don't forget to update cross-references or categorization

The Division Principle

Humans do what requires judgment and creativity
LLMs do everything else

This leverages comparative advantages rather than trying to overcome weaknesses. Humans don't need to become better at tedious maintenance; LLMs handle that entirely.

Historical Context

Traditional knowledge management fails because it asks humans to do both:

  • High-value work: Thinking, analyzing, connecting
  • Maintenance work: Filing, cross-referencing, updating

The maintenance burden eventually overwhelms the value creation, leading to abandonment. Role division solves this by removing maintenance burden from humans entirely.

Implementation in Practice

Human Workflow

  1. Find interesting sources
  2. Add to raw collection
  3. Guide LLM on what to emphasize during ingest
  4. Ask questions that drive useful synthesis
  5. Review and approve major changes
  6. Think about what accumulated knowledge means

LLM Workflow

  1. Process sources systematically
  2. Update all affected wiki pages
  3. Maintain cross-references and