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Add Semantic Mass Z-domain accelerator documentation
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6-Documentation/famm/SEMANTIC_MASS_Z_ACCELERATOR.md
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6-Documentation/famm/SEMANTIC_MASS_Z_ACCELERATOR.md
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# Semantic Mass Z-Domain Accelerator
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## Purpose
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Apply the Z-transform to Semantic Mass Numbers so repeated semantic-history scans can be replaced by compact recurrence receipts.
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The core move:
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```text
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semantic mass stream
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→ Z-domain recurrence
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→ pole / ROC / residual receipt
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→ low-cost state update
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```
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This turns Semantic Mass from a per-event scalar into a transfer object.
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## Canonical sequence
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Let a routed object, chat thread, proof route, token lane, or signal path emit a typed semantic mass stream:
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```math
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\mu[k]
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=
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w_H H[k]
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+
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w_L L[k]
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+
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w_I I[k]
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+
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w_R R[k]
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+
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w_C C[k]
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```
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Where the lanes may represent entropy/load, Landauer or compute cost, invariant pressure, residual scar, and closure/context cost.
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The one-sided Z-transform is:
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```math
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M(z)=\sum_{k=0}^{\infty}\mu[k]z^{-k}
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```
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## Recurrence compression
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Instead of carrying the full history, fit a causal recurrence:
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```math
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\mu[k]
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=
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\sum_{i=1}^{p}a_i\mu[k-i]
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+
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\sum_{j=0}^{q}b_j u[k-j]
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+
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r[k]
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```
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or in transfer form:
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```math
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H_\mu(z)
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=
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\frac{M(z)}{U(z)}
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=
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\frac{B(z)}{A(z)}
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```
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with:
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```math
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A(z)=1-\sum_{i=1}^{p}a_i z^{-i}
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```
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The stored object becomes:
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```text
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coefficients + state vector + residual seal
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```
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not the entire history.
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## Acceleration rule
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Naive history carry:
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```text
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O(n) scan of semantic history
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```
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Z-domain carry:
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```text
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O(p+q) recurrence update
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```
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This is the same compression doctrine as `DELTA_MEM`, but for Semantic Mass Numbers.
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## ROC / stability gate
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The poles of `A(z)` are semantic memory scars.
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| Pole behavior | FAMM meaning | Route action |
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|---|---|---|
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| all `|p_i| < 1` | stable semantic memory | carry recurrence |
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| pole near unit circle | long-memory / high inertia | use DELTA_MEM or seal |
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| pole outside unit circle | unstable route | quarantine / closure test |
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| repeated poles | strong recurrence basin | promote as eigensolid candidate |
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The ROC is the admissible chart region.
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## Integration with existing shortcuts
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| Existing shortcut | Z-domain role |
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|---|---|
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| `DELTA_MEM` | stores online recurrence state instead of full history |
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| `HESSIAN_EIGEN` | decides whether recurrence basin is stiff, flat, or saddle-like |
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| `E_TAIL_BOUND` | seals bounded residual tails |
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| `SYSTEM_CLOSURE` | tests whether bad poles mean missing boundary/context |
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| `OISC` | executes recurrence using load/delay/accumulate/branch |
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| Coulomb compression boundary | stops pressing when recurrence residual is cheaper to seal |
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## FAMM object
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```math
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\mathfrak C_{\mathrm{MassZ}}
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=
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A_{16}(u_{\mu})
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\otimes
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[
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\Sigma_{\mu}
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+
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\Sigma_{Z}
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+
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\Sigma_{\mathrm{pole}}
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+
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\Sigma_{\mathrm{ROC}}
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+
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\Sigma_{\mathrm{rec}}
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+
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\Sigma_{\mathrm{resid}}
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+
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\epsilon_{\mathrm{fit}}
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]
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```
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Where:
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- `Σ_mu` = typed semantic mass sequence.
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- `Σ_Z` = Z-domain transform.
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- `Σ_pole` = recurrence pole structure.
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- `Σ_ROC` = admissible convergence chart.
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- `Σ_rec` = recurrence coefficients/state.
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- `Σ_resid` = residual seal.
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- `ε_fit` = fit/model uncertainty.
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## Updated compression spine
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```text
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SEMANTIC_MASS
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→ Z_DOMAIN_GATE
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→ DELTA_MEM
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→ HESSIAN_EIGEN
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→ E_TAIL_BOUND
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→ SYSTEM_CLOSURE
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```
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## Project sentence
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Semantic Mass Numbers become faster when treated as a Z-domain recurrence: store the pole/ROC law and residual seal, not every historical mass sample.
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