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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

Local loss inherited from the global loss

This line states the intended relationship between a layer’s loss and the global objective. The right-hand side is descriptive text, so a numerical implementation still needs the restriction, projection or substitution that converts the global loss into the local one.

Consciousness researchdocumented formula
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eq-0fcf42f9704ca9conceptual definition
L_\ell^\*(S',D') = \text{local loss derived from global loss}

Read the equation

This line states the intended relationship between a layer’s loss and the global objective. The right-hand side is descriptive text, so a numerical implementation still needs the restriction, projection or substitution that converts the global loss into the local one.

Terms & definitions

The recovered passage does not supply a separate symbol table. Read the source context for the notation used in this version; familiar letters may carry different meanings in other builds.

How it works

  1. Read L_\ell^\*(S',D') as the quantity being defined or updated by this relation.

  2. Substitute the source-defined variables or recorded values and follow the displayed arithmetic and indexing exactly.

  3. Use this version’s variable definitions and update order. The same symbol may be assigned a different meaning in another build.

Assumptions & limits

Source recovery establishes that the expression appears in this record. Its mathematical validity, implementation behavior, and interpretation must be assessed separately. See the linked source and research notes for the checks available for this version.

Original context

Read the surrounding source passage
You’re describing this:

For each layer ℓ:

L_\ell^\*(S',D') = \text{local loss derived from global loss}

But all layers share the same “parent”:

L^\*(S',D') = \|D' - B\| + W \cdot \text{Cost} + R + R_D

This is allowed and mathematically safe because:
•	the form of the loss is identical
Exact original notation
L_\ell^\*(S',D') = \text{local loss derived from global loss}

Related builds

Sources & provenance

01
Complete_Consciousness_Equation_Notes_RAW.txt
line 3107 · Jul 21, 2026
L_\ell^\*(S',D') = \text{local loss derived from global loss}
02
Pasted text (2).txt
lines 2142–2142 · Jul 21, 2026
L_\ell^\*(S',D') = \text{local loss derived from global loss}

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