Skip to content
How to ThinkIn the Age of AI

After three instances of the same insight, extract…

When encountering the same insight expressed in three or more separate notes across different contexts, extract the shared structural pattern into a single canonical note with a precise name, then replace the duplicate instances with links to the canonical abstraction.

When This Fires

  • Reviewing your knowledge base and noticing repeated themes across different notes
  • Writing a new note and feeling strong déjà vu — you've written something like this before
  • Finding the same principle showing up in notes from different domains or time periods
  • During any knowledge base maintenance where pattern detection is part of the review

Common Failure Mode

Abstracting after one instance: "This is a general principle!" — when it might just be a context-specific observation. Or abstracting at four or five instances when you should have abstracted at three — leaving duplicates scattered through your system, each slightly different, none canonical. The three-instance trigger balances premature abstraction against delayed consolidation.

The Protocol

When the same insight appears in a third note: (1) Identify the structural pattern shared by all three instances — what's the same when you strip away the domain-specific details? (2) Create a new canonical note capturing only the shared structure. (3) Give it a precise, domain-neutral name. (4) In each of the three original notes, replace the insight with a link to the canonical note, keeping the domain-specific context. (5) Going forward, link new instances to the canonical note rather than restating the insight.