trureturingGitHub MATHEMATICAL ATLAS

ConceptDynamics / CONCEPT

Macroscopic Predictive Efficiency Increase

Removing fresh noise strictly improves predictive information per represented bit.

Closed Authored exposition
DIRECT PREREQUISITES2
DIRECT CONSEQUENCES0
PROOF DEPTH8
DOCUMENT LINKS1
THEOREM

Projection removes fresh noise while retaining absolute predictive information

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Direct recorded relationships
Coarse-Graining Cannot Add InformationCoarse-Graining Cannot AddInformationMutual Information as an Entropy BalanceMutual Information as anEntropy BalanceMacroscopic Predictive Efficiency IncreaseMacroscopic PredictiveEfficiency Increase
Proof dependencyStructural affinityDocument link

Certified topology / UPSTREAM

Prerequisites

Certified topology / DOWNSTREAM

Consequences

None recorded in this release.

RELATED KNOWLEDGE

Structural connections

Documents & exposition

Other authored & advisory relationships

None recorded in this release.

LIBRARY / RELEASE VERSIONS

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Certified provenance

Exact release coordinate

Lean sourceResearch workspace
Status
Closed
Depth
8
Layer
D5/S3
Domain
ConceptDynamics
Node ID
D5/S3/ConceptDynamics/Prediction/MacroscopicPredictiveEfficiencyIncrease
Repository path
D5/S3/ConceptDynamics/Prediction/MacroscopicPredictiveEfficiencyIncrease.lean
Truth release
sha256:c0d04258d27972c1cf58485e21d64dbcbe336405346ba95133913c64ba2856aa
Source commit
745bf90812f7175f83e1235688249f9495f23bfc
Source tree
143bc6c9ab9054c406f0cdd7f3b296eb38768b5c

Authority boundary

Dependency edges, status, and source coordinates come from the verified release and certified topology. Blueprint exposition is labeled separately. A fallback title carries no additional mathematical authority.