What the source specifies
An integrated design connects knowledge encoding, dynamics, plasticity, lattice projection, federation, coupling and action selection. The image depicts eight numbered groups despite a nine-group subtitle.
Equations and variants
Every visible complete mathematical relation has a linked record, including parameter definitions, constraints, decorative corner equations and repeated formula variants. The original images and full reading copies are available through the source links.
Source findings and limits
The subtitle says nine equation groups, but the graphic visibly contains eight numbered groups. No ninth numbered block is present.
The closed-loop flow is perception → encoding → dynamics → learning → integration → agency → action → feedback → perception.
The statements that these components produce AGI or conscious intelligence are claims in the graphic. A block diagram and equations do not supply evidence of these capabilities.
Equations in this build
20 linked mathematical records. Each opens its notation, interpretation and source.
Unified AGI golden basis with reciprocal cosine frequency
The sine branch uses frequency proportional to φ^k, while the cosine branch uses φ^(−k). These differ except for special cases such as k=0. This is a substantive variant of the…
Unified AGI harmonic knowledge expansion
Reconstruct a query-dependent quantity by combining the basis functions with coefficients θ_k. The input is transformed by h before basis evaluation. Unlike the small atlas…
Physical evolution operator grouping
The physical-style contribution groups spreading, transport and geometry-dependent drift. These are operator labels and require explicit functions.
Nonlinear evolution operator grouping
The nonlinear contribution groups growth, decay, emergence and chaos. These labels do not determine a unique differential equation or imply chaotic dynamics without further…
External forcing operator grouping
The forcing contribution includes external inputs, coupling and stochastic noise. A stochastic model must specify how the noise is sampled or integrated.
Adaptive evolution operator grouping
The adaptive contribution groups four optimization-oriented labels. Gradient descent and loss minimization can overlap, so an implementation needs clear, nonduplicated definitions.
Unified AGI combined state derivative
The state derivative is the sum of four grouped contributions described above it. Because terms such as transport appear in more than one conceptual grouping across posters, the…
Poster timing- and coherence-weighted plasticity
A connection-weight change is scaled by a learning rate, a coherence-related factor, a signed difference between pre- and post-synaptic times, and an exponential timing factor.…
Real-vector substrate projection signature
Map a real vector with twenty-three million components to one with five thousand components. This states input and output dimensionalities rather than a lossless compression…
Regional substrate average
Each output coordinate is the arithmetic mean of substrate coordinates in region R_i. This produces a coarse summary of the substrate, smoothing variation within each region.
Hub-and-six-domain coherence average
Average one hub score and six domain scores with equal weight. The adjacent Unified AGI diagram explicitly labels six domains plus a hub, which explains the denominator seven.
Agency–experience–substrate coupling
The source defines a coupling term as a function of agency, an experiential lattice and substrate scale. It specifies which quantities are intended to matter, but leaves the…
Agency Tensor definition
A is the source’s agency representation; its components and measurement are not defined.
Experiential Coupling Lattice definition
X names the reduced lattice intended to couple substrate and experience.
Substrate Scale definition
S identifies substrate scale, without specifying its normalization or units.
Autonomous objective with exploration and repetition terms
The objective combines task value, exploration, an adaptive parameter term, conflict and resource penalties, entropy regularization and a repetition penalty. If this J is…
Unified AGI unbounded-time consciousness integral
Integrate coherence times an information-related factor times a saturating knowledge-gradient magnitude, then scale by Ψ. This version clearly groups Φ(G(t)) as a separate factor,…
Coherence label
This assigns a conceptual interpretation to C(t); the poster does not define its operational measurement.
Integrated information label
This is the poster’s intended interpretation. It does not by itself identify a specific IIT formulation or provide the transition model and partition calculation it would require.
Knowledge-field gradient label
The gradient describes local variation in a proposed knowledge field H; its coordinates, units and computation are not provided.