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Principles

1. Encode Preference, Not Capability Uplift

Build around durable organizational logic, not temporary model workarounds.

2. Single Source of Truth

There should be one canonical owner for each durable definition.

3. Clean Slate Over Legacy

Preserve only what strengthens the reproducible core.

4. Skill-Driven Organization

Treat organizations as:

  • company
  • role
  • SOP
  • skill
  • step

5. Universal Library, Selective Activation

Do not assume each agent needs a different installed skill set.

Prefer:

  • one shared skill library
  • package-based grouping
  • selective activation by role or task

This keeps the system reproducible while preserving clear behavior boundaries.

6. Curated Knowledge, Not Raw Accumulation

A knowledge graph should hold promoted, durable knowledge rather than every raw output.