Wonbeen Lee wbeen / AI Product Ops notebook

observation · note

Mapping confidence levels in public knowledge bases

Adding a low/medium/high confidence level to evergreen notes communicates whether an observation is a solid rule or an early stage experiment.

Published 2026-07-05 Updated 2026-07-05 confidence: medium public
#knowledge-ops#metadata

When publishing personal observations online, it is easy to blend solid, time-tested principles with early, half-baked hypotheses. For a human reader, context clues might reveal the difference, but AI agents often treat all statements with equal weight.

Introducing an explicit confidence metadata field (low, medium, high) acts as a grading system. It warns both agents and human peers when a thought is speculative, and signals when a rule is stable enough to be treated as a foundation for execution.