Read the equation
This relation contains a squared-state or squared-error term. Squaring makes that contribution nonnegative and increases the penalty for larger magnitudes; the surrounding definition specifies whether it is a cost, normalization or summary statistic.
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
Read π³_s as the quantity being defined or updated by this relation.
Substitute the source-defined variables or recorded values and follow the displayed arithmetic and indexing exactly.
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
STAGE 3: CONSOLIDATION GRAVITY c_s = φ_s / (Σ_u φ_u + ε) // Normalized existing coherence π³_s = π²_s × (c_s + floor) // Pull toward established substrates New knowledge attaches to existing clusters → compositional, retrievable ▼ STAGE 4: COMPETITION SHARPENING + NORMALIZE
Exact original notation
π³_s = π²_s × (c_s + floor) // Pull toward established substrates
Related builds
Sources & provenance
π³_s = π²_s × (c_s + floor) // Pull toward established substrates
π³_s = π²_s × (c_s + floor) // Pull toward established substrates