integrate-patternlisted

# Integrate Pattern — From Research to Operations When the research layer (model work, formalization projects, or any source of formalized functions) produces something new, this procedure converts it into an operational pattern that the node can use in its own work. ## When this triggers - system_awareness.sh reports new research repo commits not yet integrated - The operator says "integra", "converti", "porta qui" - A message from another node contains a new function or formalization ## The procedure ### 1. Read the source function Go to the source. Read the actual code or document, not a summary. Understand what the function does at three levels: - **Meccanica**: what it computes / produces (the local result) - **Pattern**: what principle it embodies (the transferable structure) - **Applicazione**: where else this pattern applies (the insight) ### 2. Extract the universal pattern The function was written for a specific context (research, model validation, etc.). Strip the context. Keep the pattern. The extraction method: 1. **Name the dipole**: what two forces does this function hold in tension? (e.g., "speed vs accuracy", "known vs unknown") 2. **Find the invariant**: what is true regardless of the specific domain? (e.g., "tracking the boundary between known and unknown improves decisions") 3. **Test transferability**: apply the pattern mentally to a completely different domain. Does it still make sense? If not, it's not universal — it's domain-specific. Example