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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

Cosine coherence between knowledge vectors

Computes the normalized dot product of two knowledge vectors. It compares vector direction and is undefined if either vector has zero norm; a practical implementation needs a zero-vector policy.

SEFERIMdocumented formula
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eq-fe286d63d9736emathematical expression
Cij=θi⋅θj/(∣∣θi∣∣⋅∣∣θj∣∣)C_ij = θ_i·θ_j / (||θ_i||·||θ_j||)

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Computes the normalized dot product of two knowledge vectors. It compares vector direction and is undefined if either vector has zero norm; a practical implementation needs a zero-vector policy.

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 C_ij 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
SEFERIM FEDERATION - ARCHITECTURAL DIAGRAM
DNA^16 Distributed Memory System

GOLDEN RATIO φ
1.618033988749895

ψ_k(x) = sin(2πφ^k·x)
+ cos(2πφ^k·x)

MATHEMATICAL CORE
Learning:  θ_k += α·w·ψ_k(hash(item))·Φ(importance)
Query:     K = Σ θ_k·ψ_k(hash(query))
Coherence: C_ij = θ_i·θ_j / (||θ_i||·||θ_j||)

▼                                                                                               ▼
LOCAL MAC (Mac.lan)               │                     │       REMOTE MACBOOK (192.168.1.180)
User: josephanady                 │                     │           User: beandaddy
Architecture: ARM64 M1            │◄────── SYNC ───────►│           Architecture: ARM64 M1
├─────────────────────────────────────────────┤    (SSH/SCP)        ├─────────────────────────────────────────────┤
Port 22
Binary: /tmp/dna16_memory/test_dna_memory  │                     │  Binary: ~/seferim_federation/test_dna_memory
Size: 84KB (ARM64 Mach-O)                  │                     │  Size: 84KB (ARM64 Mach-O)

STATE DIRECTORY: ~/.seferim/      │                     │           STATE DIRECTORY: ~/.seferim/
Total: 3.84 KB (15 × 256 bytes)   │                     │           Total: 3.84 KB (15 × 256 bytes)

▼                                                                           ▼
15 AGI AGENTS (θ[16] VECTORS)
[Context excerpt; full source linked.]
Exact original notation
C_ij = θ_i·θ_j / (||θ_i||·||θ_j||)

Related builds

Sources & provenance

01
Complete_Consciousness_Equation_Notes_RAW.txt
lines 5434–5509 · Jul 21, 2026
C_ij = θ_i·θ_j / (||θ_i||·||θ_j||)

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