Principlev1
Package transparent information with interpretive
Package transparent information with interpretive context—thresholds, benchmarks, explanatory frameworks, and action implications—rather than presenting raw data alone.
Why This Is a Principle
Derives from Abstraction Necessarily Discards Information (abstraction discards information by retaining selected features), No Direct Access to Reality (no direct access to reality; all knowledge is mediated), and Schemas as Knowledge Organization Structures (schemas organize knowledge by specifying relationships). The principle follows: if abstraction requires selection, knowledge is always mediated, and schemas provide interpretive structure, then transparent data must include the schemas and selection criteria needed to interpret it correctly.