From 5767e9b3abb81a3fec63577920c39eb7b3c2b0f9 Mon Sep 17 00:00:00 2001
From: Allaun Silverfox <28494262+allaunthefox@users.noreply.github.com>
Date: Thu, 2 Jul 2026 03:36:58 +0200
Subject: [PATCH] Remove BOSONIC_MONTE_CARLO_PIPELINE_REVIEW.md

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-# Bosonic Monte Carlo Pipeline — Actionable Review
-
-Source: `/home/allaun/Documents/chatgpt output6222026.md`
-
-## Pipeline Summary
-
-### Critical Boundary (Bosonic ↔ Classical Collapse)
-- **Physics boundary**: N/p² < ϵ → classical regime
-- **For N=2000**: p < √(2000/ϵ) ≈ 4-6 is still physically bosonic
-- **Current implementation**: Switches at p≥5 (algorithmic, not physical)
-
-### Variational Inference Formulation
-Current system implements:
-```
-Q*(p,N) = { Q_bos, p≤4; Q_fact, p≥5 }  // Hard mixture
-```
-This produces:
-- Entropy plateau (~10.8 bits)
-- Runtime collapse at p≥5
-- Loss of correlation structure
-
-### Proposed Fix
-Replace hard switch with continuous interpolation:
-```
-Q(p) = λ(p)Q_bos + (1-λ(p))Q_fact
-λ(p) ~ exp(-p²/N)
-```
-
-## Actionable Reviews
-
-| Issue | Current State | Action Required | Owner |
-|-------|--------------|-----------------|-------|
-| **Regime switching** | Hard threshold p≥5 | Remove if-bloc, unify estimator | Core |
-| **Entropy plateau** | Artificial from mixture collapse | Continuous λ(p) interpolation | Core |
-| **Runtime discontinuity** | O(p) vs O(p!) jump | Single Ryser-based estimator | Core |
-| **No variational continuity** | Discontinuous model change | λ(p) smooth transition | Core |
-| **GPU kernel** | Regime-split kernels | Unified 4-kernel pipeline | Infra |
-| **Category model** | Implicit Sym^p(U) contraction | Extract functor formalism | Formal |
-
-## Implementation Path
-
-### Kernel Pipeline (GPU/Cluster)
-1. **Mode sampler**: O(Np), categorical sampling
-2. **Gather**: M = U[S,:], memory coalescing
-3. **Ryser permanent**: 2^p threads, subset evaluation
-4. **Reduction**: Atomic histogram or segmented buffers
-
-### Complexity
-```
-T(N,p,S) = O(S ⋅ (Np + p²2^p))
-```
-- p ≤ 6: fully tractable (≤2304 samples)
-- No dependence on (p N+p-1)
\ No newline at end of file