Principlev1

Break information transmission chains by moving closer to

Break information transmission chains by moving closer to primary sources when decision stakes justify the cost.

Why This Is a Principle

This is a principle (actionable prescription) derived from multiple axioms: Exponential Information Decay (information decays), Encoding Depth Determines Retention (encoding depth determines retention), Abstraction Necessarily Discards Information (abstraction discards information), and No Direct Access to Reality (all knowledge is mediated). The principle follows: given that every transmission layer loses information and all knowledge is filtered, you should minimize layers when stakes are high. This is prescriptive and general enough to apply across contexts.

Source Lessons

L-0131

First-party data beats second-hand reports

Direct observation produces higher-signal data than filtered accounts. Every layer of transmission between you and reality introduces distortion — compression, editorialization, selective emphasis, cultural normalization. First-party data is not just more convenient. It is structurally different from second-hand reports, and treating them as equivalent is a signal-processing error.

Connections

Derived From (4)

AxiomExponential Information Decay AxiomEncoding Depth Determines Retention AxiomAbstraction Necessarily Discards Information AxiomNo Direct Access to Reality

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