Result · DS-STABLE-BASINS-LCM-CLASSIFICATION

Wasted cells carry the remaining margins

Proved hereindependently auditedpublication: internalprior art found

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Meaning

Under linear conditional means, merging coincident projected centres collapses the relevant rank; constrained-value attainment remains unresolved.

Statement

For d_psi = d_lambda = 1, atomless centered P with nonsingular covariance, tie-nullity, and linear conditional means on every relevant nondegenerate tilt: every full-rank bounded-study stationary quantizer has non-distinct projected centroids; after merging coincident projected-centroid groups, the reduced rule is a genuine strip rule with K' <= K-1 and rank(I_reduced) <= 1, hence its nuisance/full-rank margin vanishes. Its profiled value equals the between-value of e_q on the reduced intervals and is at most v_K. Under bare (L), only the non-distinctness conclusion is asserted. On N(0,I_2), the explicit sign-split family is stationary, has B_q = 0, profiled value 2/pi, and lambda_min up to 1/pi, proving the closed population class defining v(kappa) nonempty for kappa <= 1/pi. This does not prove attainment, continuity, empirical exchange-stable tracking, or a universal v_3-v_2 price; 0.1732 is the measured loss of that explicit Gaussian family.

Assumptions

  • d_psi = d_lambda = 1; atomless P; tie hyperplanes null ((M4) suffices); E S = 0, finite second moments

  • centered nonsingular LCM implies (L) at shat because Cov(S_lambda, shat) = 0; LCM on the tilt range containing B*_q is required for the reduced-rule rank collapse; conclusion (1) needs only (L)

  • the Gaussian sign-split construction uses a nontrivial nuisance-measurable split with positive subcell masses and nonzero subcell nuisance means; its maximum lambda_min = 1/pi occurs at the zero threshold

  • stationarity is DS12 bounded-study stationarity with I_q > 0; no claim about finite exchange-stable states tracking these configurations (that empirical question is part of the OPEN-DS-STABLE-BASINS rescope)

  • value identity uses the DS11 variational normal equation at B = Bq; the sharp bound Phi(q) <= v{K-1}(shat-law) is proved only when B_q = B*_pop (e.g. nuisance-sign-symmetric configurations) and is otherwise open

classifies the (M5)-free escape of the obstruction: margins survive only by wasting cells on profiled-information-free splits, and feed the DS16 attainment question a nonvacuous feasible class

Where it stops

Audit-hardened. Nonemptiness of the closed population class {lambda_min >= kappa} does not prove attainment or continuity of v*(kappa), identify v*+(kappa), or produce empirical exchange-stable sequences. The N=3 exact boundary is support-minimal but atomically study-vacuous; the N=8 fixture is a structured symmetric control, not globally minimal. The reduced-rule rank conclusion is LCM-scoped.

Bounded by

  • Counterexample fixtureCE-DS-LCM-SIGNSPLIT-MARGIN-001

    The DS17 linear-conditional-mean obstruction extends to the (M5)-free margin pair: on an LCM law every bounded-study stationary K=3 configuration with positive cell masses has a rank-deficient binned information matrix, so the conditioning margin (M3) alone already empties the stationary class.

  • Counterexample fixtureCE-DS-LCM-SIGNSPLIT-MINIMAL-001

    None: support-minimal atomic boundary witness for the (M5)-free sign-split mechanism; it is not a counterexample to DS17, whose population obstruction assumes atomlessness and (M4), and whose empirical conclusion assumes (M5).

  • Counterexample fixtureCE-DS-POP-WASTED-CELLS-001

    A first-order stationary population profiled-Ds quantizer has pairwise-distinct efficient-projected centroids, so its cells can always be recovered from a common efficient-semimetric nearest-cell rule.

Closest prior work

Relationships

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Local graph
Local map of Merged-branch margins on LCM laws live only in wasted cells and never compile4 prerequisites to the left, 2 results it enables or questions it raises to the right, 3 boundary cases below.Population stationary geometry for profiled DsPopulation stationary…Variational form of the profiled objectiveVariational form of t…Population-stationary Ds partitions can defeat every efficient-semimetric rulePopulation-stationary…Conditional centering empties the margin-certified stable branchConditional centering…Profiled compile verdict is selected by an observable certificate stateProfiled compile verd…Wasted-cell tracking and constrained-value attainmentWasted-cell tracking…Merged-branch margins on LCM laws live only in wasted cells and never compileMerged-branch margins…CE-DS-LCM-SIGNSPLIT-MARGIN-001CE-DS-LCM-SIGNSPLIT-M…CE-DS-LCM-SIGNSPLIT-MINIMAL-001CE-DS-LCM-SIGNSPLIT-M…CE-DS-POP-WASTED-CELLS-001CE-DS-POP-WASTED-CELL…
Prerequisites to the left, what it enables or raises to the right, boundary cases below. Open in the map.

Proof

DS17. Inhabitation of the margin-certified branch: the conditional-centering obstruction and the fixed-point gate

Independent audit (31 Aug 2026, AUDITS/AUDIT-DS-STABLE-BASINS-001.md). All four nodes are hardened. The obstruction and eventual-emptiness theorem survive. The audit separates the root equation, which remains meaningful at a singular binned nuisance block, from regular tilt consistency Bq∗=βB_q^*=\beta, which does not; restricts the LCM conclusions and Gaussian sign-split construction to their exact scopes; and demotes every finite root scan to windowed measured evidence. A numerical scan cannot decide the gate for a law, and a root is necessary, never sufficient, for empirical inhabitation.

Normalization (protocol A). Criterion: in-bin profiled DsD_s. Levels: population_quantizer (existence/non-existence of self-consistent rules) and empirical_to_population (the inhabitation consequence). Decision variables: ordinary one-point exchange-stable finite labelings (DS14's hypotheses — never stability-under-constraint) and population strip rules. Setting as in DS14/DS15: dψ=dλ=1d_\psi=d_\lambda=1, K≥3K\ge3, ES=0ES=0, E∥S∥2<∞E\|S\|^2<\infty, I=E[SS⊤]≻0I=E[SS^\top]\succ0, efficient score s^=Sψ−B∗Sλ\hat s=S_\psi-B^*S_\lambda, B∗=Iψλ/IλλB^*=I_{\psi\lambda}/I_{\lambda\lambda}. For β∈R\beta\in\mathbb R write Tβ=Sψ−βSλT_\beta=S_\psi-\beta S_\lambda; a strip rule at tilt β\beta is a KK-cell interval partition of TβT_\beta with positive masses. Neither (S) nor (R) is assumed anywhere in DS17.1–DS17.2; (L) is the DS15 conditional centering E[Sλ∣s^]=0E[S_\lambda\mid\hat s]=0 a.s. Deployability question decided: is OPEN-DS-STABLE-BASINS(a) — almost-sure sequences of margin-certified exchange-stable labelings — inhabited on the DS15/DS16 class? Information-loss implication: on that class the certified branch retains nothing because it is empty; off the class the gate identity below is only a necessary population test. Conditional centering is a property of the population score law; it is not, and does not authorize, sample centering or recentering of score rows.

Lemma DS17.1a (tilt-residual identity; any law, any partition)

For any KK-cell partition qq with masses Wb>0W_b>0, centroids (μψ,b,μλ,b)(\mu_{\psi,b},\mu_{\lambda,b}), and any β\beta, set tb=μψ,b−βμλ,bt_b=\mu_{\psi,b}-\beta\mu_{\lambda,b}. Then ∑bWbtbμλ,b=Iψλ(q)−βIλλ(q)\sum_bW_bt_b\mu_{\lambda,b}=I_{\psi\lambda}(q)-\beta I_{\lambda\lambda}(q), so whenever Iλλ(q)>0I_{\lambda\lambda}(q)>0,

B∗(Iq)−β=∑bWbtbμλ,bIλλ(q).B^*(I_q)-\beta=\frac{\sum_bW_bt_b\mu_{\lambda,b}}{I_{\lambda\lambda}(q)} .

For a strip rule at tilt β\beta, tb=E[Tβ∣Ab]t_b=E[T_\beta\mid A_b] and the numerator is E[h(Tβ)Sλ]E[h(T_\beta)S_\lambda], where h=∑btb1Abh=\sum_bt_b1_{A_b} is the non-decreasing step function sending each TβT_\beta-interval to its conditional mean (strictly increasing values across cells, for an atomless law with positive masses). Proof: expand the definitions; for the strip form use the tower property ∑bWbtbμλ,b=E[ E[T∣σ(q)] E[Sλ∣σ(q)] ]=E[h(T)Sλ]\sum_bW_bt_b\mu_{\lambda,b} =E[\,E[T\mid\sigma(q)]\,E[S_\lambda\mid\sigma(q)]\,]=E[h(T)S_\lambda], since h(T)=E[T∣σ(q)]h(T)=E[T\mid\sigma(q)] is σ(q)\sigma(q)-measurable and bounded (∣h∣≤max⁡b∣tb∣<∞|h|\le\max_b|t_b|<\infty). ∎

Two immediate readings. (i) Call the numerator condition E[h(Tβ)Sλ]=0E[h(T_\beta)S_\lambda]=0 root consistency. When Iq,λλ>0I_{q,\lambda\lambda}>0, it is equivalent to the regular notion of tilt consistency B∗(Iq)=βB^*(I_q)=\beta. When Iq,λλ=0I_{q,\lambda\lambda}=0, B∗(Iq)B^*(I_q) is undefined and only the root equation may be stated. A self-consistent efficient-Voronoi rule with a positive nuisance block is regularly tilt-consistent at β=Bq∗\beta=B^*_q by construction. (ii) At any regular tilt-consistent pair the projected centroids satisfy eb=μψ,b−βμλ,b=tbe_b=\mu_{\psi,b}-\beta\mu_{\lambda,b}=t_b identically — projection linearity, no law hypothesis — so the nearest-centroid cuts are exactly the Lloyd midpoints of law⁡(Tβ)\operatorname{law}(T_\beta): self-consistency decomposes into "cuts are Lloyd-stationary for TβT_\beta" plus the scalar root equation E[h(Tβ)Sλ]=0E[h(T_\beta)S_\lambda]=0. This is the gate every later scan tests.

Theorem DS17.1 (conditional-centering obstruction; population)

Let PP be atomless, in class (L), with ES=0ES=0, E∥S∥2<∞E\|S\|^2<\infty, I≻0I\succ0. Then every root-consistent strip rule has Iq,λλ=0I_{q,\lambda\lambda}=0, at every tilt β\beta and every K≥2K\ge2. Equivalently, no regular tilt-consistent strip rule exists. In particular, there is no full-rank bounded-study stationary rule with pairwise-distinct projected centroids. No LCM, ellipticity, independence, or log-concavity is assumed: (L) alone.

Proof. Write δ=β−B∗\delta=\beta-B^*, so Tβ=s^−δSλT_\beta=\hat s-\delta S_\lambda.

Case δ=0\delta=0. Cells are s^\hat s-measurable, so Wbμλ,b=E[Sλ1Ab]=E[ E[Sλ∣s^]1Ab]=0W_b\mu_{\lambda,b}=E[S_\lambda1_{A_b}]=E[\,E[S_\lambda\mid\hat s]1_{A_b}]=0 by (L): Iλλ(q)=∑bWbμλ,b2=0I_{\lambda\lambda}(q)=\sum_bW_b\mu_{\lambda,b}^2=0 directly.

Case δ>0\delta>0. Condition on s^\hat s: the map x↦h(s^−δx)x\mapsto h(\hat s-\delta x) is non-increasing (hh non-decreasing). The Chebyshev association inequality for a non-increasing transform — for an i.i.d. conditional copy X′X' of X=SλX=S_\lambda given s^\hat s, 2 Cov(h(s^−δX),X∣s^)=E[(h(s^−δX)−h(s^−δX′))(X−X′)∣s^]≤02\,\mathrm{Cov}(h(\hat s-\delta X),X\mid\hat s) =E[(h(\hat s-\delta X)-h(\hat s-\delta X'))(X-X')\mid\hat s]\le0 termwise — gives, with (L) killing the product of conditional means,

E[h(Tβ)Sλ∣s^]≤E[h(Tβ)∣s^] E[Sλ∣s^]=0a.s.E[h(T_\beta)S_\lambda\mid\hat s] \le E[h(T_\beta)\mid\hat s]\,E[S_\lambda\mid\hat s]=0 \quad\text{a.s.}

Integrating, E[h(Tβ)Sλ]≤0E[h(T_\beta)S_\lambda]\le0. Now suppose Iλλ(q)>0I_{\lambda\lambda}(q)>0 and root consistency. By DS17.1a the numerator is exactly 00, so the conditional inequality is an equality a.s. Equality in the termwise-nonpositive covariance forces, for Ps^P_{\hat s}-a.e. value of s^\hat s: (h(s^−δX)−h(s^−δX′))(X−X′)=0(h(\hat s-\delta X)-h(\hat s-\delta X'))(X-X')=0 a.s., i.e. h(s^−δSλ)h(\hat s-\delta S_\lambda) is a.s. constant given s^\hat s (if SλS_\lambda is conditionally degenerate the same constancy holds trivially). Since hh takes distinct values on distinct cells, every cell indicator 1Ab(Tβ)1_{A_b}(T_\beta) is then a.s. s^\hat s-measurable, and the Case-δ=0\delta=0 computation applies verbatim: μλ,b=0\mu_{\lambda,b}=0 for all bb, so Iλλ(q)=0I_{\lambda\lambda}(q)=0 — contradiction.

Case δ<0\delta<0. x↦h(s^−δx)x\mapsto h(\hat s-\delta x) is non-decreasing; the inequality reverses (E[h(T)Sλ]≥0E[h(T)S_\lambda]\ge0) and the same equality analysis applies. Finally, if Iλλ(q)=0I_{\lambda\lambda}(q)=0, the asserted conclusion already holds (and PSD also forces Iψλ(q)=0I_{\psi\lambda}(q)=0); no quotient or value of Bq∗B_q^* is used in this singular case. ∎

Consequences. Under (L) a bounded-study stationary rule with Iq≻0I_q\succ0 (full rank) cannot have pairwise-distinct projected centroids: distinctness plus tie-nullity (below) would make it a genuine tilt-consistent strip rule, forcing Iλλ=0I_{\lambda\lambda}=0 and, by Iψλ2≤IψψIλλI_{\psi\lambda}^2\le I_{\psi\psi}I_{\lambda\lambda} (PSD), rank ≤1\le1. Margin-compatible stationary configurations on class (L) are therefore all wasted-cell structures in the DS12 sense — the merged branch of DS17.3.

Lemma DS17.0 (pathwise DS14′)

Fix KK and rational κ,c0,γ>0\kappa,c_0,\gamma>0, and let PP satisfy (M1) and (M4). There is one probability-one event Ω0\Omega_0 — the intersection, over the countable family of rational constants and integer truncation radii, of: the SLLN events for PN∥S∥2P_N\|S\|^2 and PNSP_NS; the DS14 Step-2 Glivenko–Cantelli event over the fixed slab family; and the C1 uniform moment law over the compact affine-max class with parameters bounded by (c0,κ,γ,M)(c_0,\kappa,\gamma,M) — such that on Ω0\Omega_0 the following holds for every (arbitrarily data-dependent, merely ω\omega-wise) choice of one-point exchange-stable KK-cell labelings z(N)z^{(N)}, N∈NN\in\mathcal N, ∣N∣=∞|\mathcal N|=\infty, whose margins (M2)+(M3)+(M5) hold at (c0,κ,γ)(c_0,\kappa,\gamma) for every N∈NN\in\mathcal N: along a sub-subsequence of N\mathcal N the companion parameters converge, and the limit q∗q^* is a self-consistent efficient-Voronoi quantizer with λmin⁡(Iq∗)≥κ\lambda_{\min}(I_{q^*})\ge\kappa, cell masses ≥c0\ge c_0, and pairwise-distinct projected centroids separated by ≥γ\ge\gamma.

Proof. DS14's five steps consume only: the margins at the indices actually used; the uniform laws — all over fixed function classes after the audit's repair (AUDITS/AUDIT-DS-POPULATION-BRIDGE-001.md §8), hence valid simultaneously for every candidate sequence on Ω0\Omega_0; and compactness of the explicit parameter set, which supplies the convergent sub-subsequence. Restricting the index set to N\mathcal N leaves every step intact (the sample is the same; limits along N\mathcal N use the same events). No step selects a null set depending on the sequence, so the conclusion is pathwise on Ω0\Omega_0; measurable selection is not needed because the argument runs at fixed ω\omega. λmin⁡\lambda_{\min} passes to the limit by its 1-Lipschitz continuity in operator norm; separation and masses pass by DS14 Step 3. This is the DS16 §"proof of (1)" quantifier idiom applied to DS14. ∎

Theorem DS17.2 (inhabitation disproved on the whole class; eventual emptiness)

Let PP be in class (L) with (M1) and (M4) and I≻0I\succ0 — the DS15/DS16 law class satisfies this, and neither (S) nor (R) is needed. Then almost surely, for every rational κ,c0,γ>0\kappa,c_0,\gamma>0 there is N0(ω)<∞N_0(\omega)<\infty such that for all N≥N0N\ge N_0 no one-point exchange-stable KK-cell labeling of the sample satisfies (M2)+(M3)+(M5) at (c0,κ,γ)(c_0,\kappa,\gamma) at all. In particular OPEN-DS-STABLE-BASINS(a) is disproved: on the entire conditionally centered class there is no almost-sure margin-certified exchange-stable sequence, for any margins; DS14's hypothesis set is asymptotically empty, and real margins at real constants are covered by shrinking them to rationals.

Proof. Work on Ω0\Omega_0. If some (c0,κ,γ)(c_0,\kappa,\gamma)-margin- compatible stable labeling existed for infinitely many NN, choose one per such NN (ω\omega-wise) and apply DS17.0: a limit q∗q^* exists — bounded-study stationary with λmin⁡(Iq∗)≥κ>0\lambda_{\min}(I_{q^*})\ge\kappa>0 and pairwise-distinct projected centroids. By DS14 Step 4 the limit is the nearest-projected-centroid rule of its own centroids and metric (the audited identification — not bare DS12, whose stationarity alone would tolerate coincident centroids); for dψ=1d_\psi=1 the scalar metric Sψ(Iq∗)−1>0S_\psi(I_{q^*})^{-1}>0 cancels, so q∗q^* is a strip rule at tilt β∗=Bq∗∗\beta^*=B^*_{q^*}, genuinely tilt-consistent, with tie sets PP-null by (M4). Theorem DS17.1 gives Iq∗,λλ=0<κ≤λmin⁡(Iq∗)≤Iq∗,λλI_{q^*,\lambda\lambda}=0<\kappa\le\lambda_{\min}(I_{q^*})\le I_{q^*,\lambda\lambda} — contradiction. Union over the countable rational constants. ∎

Corollaries (instances). Jointly Gaussian and atomless elliptical laws with Σ≻0\Sigma\succ0 are in (L) (linear conditional means) and satisfy (M4) (below), so the canonical law is covered. Product laws Sψ⊥SλS_\psi\perp S_\lambda, ESλ=0ES_\lambda=0, are in (L) via independence (B∗=0B^*=0, s^=Sψ\hat s=S_\psi) — every bimodal-nuisance product law scanned below is an instance. For centered LCM laws with nonsingular covariance (linear conditional means along every nondegenerate tilt, e.g. elliptical), (L) follows by applying LCM to s^\hat s, since Cov⁡(Sλ,s^)=0\operatorname{Cov}(S_\lambda,\hat s)=0. There is also an independent one-line second proof: cell means of a strip rule are collinear, μb=θ tb\mu_b=\theta\,t_b with θ=Cov(S,Tβ)/Var(Tβ)\theta=\mathrm{Cov}(S,T_\beta)/\mathrm{Var}(T_\beta) and Var(Tβ)≥λmin⁡(I)(1+β2)>0\mathrm{Var}(T_\beta)\ge\lambda_{\min}(I)(1+\beta^2)>0, so Iq=(∑bWbtb2) θθ⊤I_q=(\sum_bW_bt_b^2)\,\theta\theta^\top has rank ≤1\le1 and λmin⁡(Iq)=0\lambda_{\min}(I_q)=0; moreover the tilt-consistency equation on a Gaussian is the Möbius fixed point β=(a−βc)/(c−βd)\beta=(a-\beta c)/(c-\beta d), i.e. β2d−2βc+a=0⟺Var(Tβ)=0\beta^2d-2\beta c+a=0\Longleftrightarrow\mathrm{Var}(T_\beta)=0, with discriminant 4(c2−ad)<04(c^2-ad)<0: no real solution at any correlation.

(M4) for atomless elliptical laws (d=2d=2, Σ≻0\Sigma\succ0). Writing S=RΛUS=R\Lambda U with UU uniform on the circle: for unit vv, P(∣v⊤S−c∣≤t)≤P(R≤t k1)+sup⁡r>tk1PU(∣v⊤ΛU−c/r∣≤t/r)≤P(R≤tk1)+k2t1/4P(|v^\top S-c|\le t)\le P(R\le\sqrt t\,k_1)+\sup_{r>\sqrt t k_1} P_U(|v^\top\Lambda U-c/r|\le t/r)\le P(R\le\sqrt tk_1)+k_2t^{1/4} — the angular arc a slab cuts from an ellipse of radius rr has measure O(t/r)O(\sqrt{t/r}) even at tangency — and P(R≤ε)↓0P(R\le\varepsilon)\downarrow0 by atomlessness at the origin: a uniform φ(t)↓0\varphi(t)\downarrow0.

Theorem DS17.3 (LCM merged-branch classification: margins survive only in wasted cells, and are never compilable)

Let PP be atomless with (M4)-tie-nullity and LCM on the relevant tilt range, and let qq be bounded-study stationary with Wb>0W_b>0 and Iq≻0I_q\succ0 (the merged branch: (M5) dropped). Then:

  1. the projected centroids are not pairwise distinct (else DS12 deployability (i)+(ii) reproduces qq as a strip rule and the LCM rank bound — or Theorem DS17.1, since LCM⇒\Rightarrow(L) — contradicts Iq≻0I_q\succ0);
  2. the reduced rule ρ′\rho' (merge coincident-ee groups; DS12) is a genuine TBq∗T_{B^*_q}-interval rule with K′≤K−1K'\le K-1 cells and rank⁡(Iρ′)≤1\operatorname{rank}(I_{\rho'})\le1, so λmin⁡(Iρ′)=0\lambda_{\min}(I_{\rho'})=0: the compilable reduction never carries a nuisance margin;
  3. value identity: Φ(q)=∑groups gWgE[eq(S)∣Gg]2\Phi(q)=\sum_{\text{groups }g}W_gE[e_q(S)\mid G_g]^2 with eq(s)=sψ−Bq∗sλe_q(s)=s_\psi-B^*_qs_\lambda — the between-value of law⁡(eq(S))\operatorname{law}(e_q(S)) on at most K−1K-1 intervals (proof: Φ(q)=min⁡B∑bWb(μψ,b−Bμλ,b)2\Phi(q)=\min_B\sum_bW_b(\mu_{\psi,b}-B\mu_{\lambda,b})^2 attained at B=Bq∗B=B^*_q by the normal equation, ebe_b constant on groups, and ∑b∈gWbeb=E[eq1Gg]\sum_{b\in g}W_be_b=E[e_q1_{G_g}]); always Φ(q)≤vK\Phi(q)\le v_K (DS15 Lemma 1);
  4. nonemptiness: on N(0,I2)N(0,I_2) the sign-split family — the threshold cell {Sψ≥0}\{S_\psi\ge0\} plus any nontrivial measurable split of the left half determined by SλS_\lambda (e.g. {Sλ>v}\{S_\lambda>v\} versus {Sλ≤v}\{S_\lambda\le v\}) — is bounded-study stationary with Bq∗=0B^*_q=0, coincident left projected centroids, Iq=diag⁡(2/π, Iλλ(split))≻0I_q=\operatorname{diag}(2/\pi,\,I_{\lambda\lambda}(\text{split}))\succ0, λmin⁡\lambda_{\min} up to 1/π1/\pi (at v=0v=0), and profiled value exactly v2=2/πv_2=2/\pi for every member. The population constraint class {λmin⁡(Iq)≥κ}\{\lambda_{\min}(I_q)\ge\kappa\} of DS16's v∗(κ)v^*(\kappa) is therefore nonempty for κ≤1/π\kappa\le1/\pi on the canonical law — the audit's attainment subproblem has a nonvacuous feasible set. This proves neither attainment/continuity of v∗(κ)v^*(\kappa) nor existence of empirical stable sequences. For this explicit family, the loss against the scalar Gaussian three-bin optimum is the measured quantity v3−v2≈0.1732v_3-v_2\approx0.1732 (=0.809826−2/π=0.809826-2/\pi); it is not a lower bound for every stationary inhabitant.

Exact-rational verification: the K=3K=3 sign-split sibling of CE-DS-POP-WASTED-CELLS-001 on the same 8-atom law has Iq=diag⁡(4,9/8)I_q=\operatorname{diag}(4,9/8), Φ=4\Phi=4 equal to the K′=2K'=2 group between-value, projected centroids (−2,−2,2)(-2,-2,2), zero first-order violations, and singular reduced nuisance block — serialized as CE-DS-LCM-SIGNSPLIT-MARGIN-001 and CI-pinned. Under bare (L), conclusion 1 still holds (via Theorem DS17.1), while conclusion 2's rank collapse of the reduced rule is LCM-scoped: a non-LCM (L)-law may leave its reduced strips with a nonzero nuisance block, and only the fine configuration's coincidence is forced.

The audit also records the support-minimal atomic boundary at N=K=3N=K=3 as CE-DS-LCM-SIGNSPLIT-MINIMAL-001. It has the same coincident-centroid and singular-reduction mechanism, but bounded-study stationarity is vacuous on its singleton atoms. The eight-atom fixture remains the structured symmetric exact control; it is not globally support-minimal.

Corollary DS17.4 (the fixed-point gate, and what it costs off the class)

For any atomless law with (M4): if OPEN-DS-STABLE-BASINS(a) full-triple inhabitation holds at (κ,c0,γ)(\kappa,c_0,\gamma), then there exist ∣β∣≤2M/κ|\beta|\le2M/\kappa and a Lloyd-stationary KK-interval quantizer of law⁡(Tβ)\operatorname{law}(T_\beta) (any centroid-midpoint fixed point, not only the optimum) whose strip rule qq satisfies the root equation E[h(Tβ)Sλ]=0E[h(T_\beta)S_\lambda]=0 with λmin⁡(Iq)≥κ\lambda_{\min}(I_q)\ge\kappa, masses ≥c0\ge c_0, and tt-mean separation ≥γ\ge\gamma. DS17.1 proves the gate empty on all of class (L). Numerical root searches can probe but cannot decide this gate for a law. Off the class, the mix3 scan finds a root at β=0\beta=0, cuts ±1.00476\pm1.00476, with measured Iλλ=λmin⁡=1.7364I_{\lambda\lambda}=\lambda_{\min}=1.7364 and value equal to the efficient interval optimum to the reported tolerance. This is per-law evidence that a margin may have negligible price; it is not a general theorem and does not establish the empirical transfer required by OPEN-DS-MARGINS-NONCENTERED(a).

Self-adversarial notes (protocol G)

  • Strictness and ties. Finite labelings may carry exact ties and duplicates; nothing in DS17.2 constrains them — stability is a hypothesis. Population tie sets are (M4)-null; the equality analysis in DS17.1 handles conditionally degenerate SλS_\lambda explicitly.
  • Singleton/empty cells. Excluded at the population limit by (M2); finite singletons are allowed and irrelevant.
  • Duplicate scores. Allowed; DS14's Steps 1–3 already cover split atoms.
  • Singular information. I≻0I\succ0 is a hypothesis on the law; post-move singular states never enter (DS13 covers them upstream in DS14).
  • Nuisance singularity. The conclusion is nuisance singularity; the margin hypothesis (M3) uses λmin⁡≤Iλλ\lambda_{\min}\le I_{\lambda\lambda}, so the contradiction is against the weaker block bound — no gap.
  • Atomic laws. DS17.1 needs atomlessness through the strict increase of interval means and DS12/DS14's own hypotheses; the 8-atom fixture verifies algebra, never the population statement (DS12 necessity is vacuous on atoms — wasted-cells precedent). The audit's support-minimal three-atom fixture makes that boundary explicit.
  • Hidden compactness. Only DS14's audited explicit compact class is used.
  • First-order-to-finite jumps. None: the finite half is DS14 verbatim; DS17 adds population algebra plus the pathwise quantifier.
  • Empirical-to-population jumps. Only DS17.0's fixed-class events — the audit-repaired uniform laws; no new uniform law is introduced.
  • Score-estimation error. Excluded; exact scores (“Estimated scores and classifiers” unchanged).
  • New-event extension. DS17 strengthens the refusal: on class (L) there is asymptotically nothing to compile in the certified branch; no new inductive claim is made.
  • Why the census witnesses don't contradict DS17.2. The margin-retaining stable states at N≤14N\le14 (CE-DS-STABLE-MARGIN-RETAINING-001) are pre-asymptotic: DS17.2's N0(ω)N_0(\omega) is finite but not uniform, and the grid laws are atomic emulations. The theorem predicts their margins die as NN grows — exactly the DS16 library measurement (funnel at N=100N=100–10001000) and the geometry scan below.

Measured (gate scans; falsification evidence that failed to falsify)

Instrument py/ds_stable_basins.py (closed-form Gaussian-mixture strip moments, validated in selftest against the public scorequant.IntegrationSource tensor Gauss–Legendre quadrature at 10−910^{-9} and the exact 8-atom rationals; artifacts with full provenance under artifacts/DS-STABLE-BASINS/):

  • Gaussian laws (ρ∈{0,0.6,0.9}\rho\in\{0,0.6,0.9\} and an anisotropic case): at every tilt on a 241-point grid, λmin⁡(Iq(β))≤2.4×10−16\lambda_{\min}(I_q(\beta))\le2.4\times10^{-16} (exact rank one); the tilt-residual is zero-free (discriminant <0<0); the Möbius iteration never converges (elliptic orbit) — row N-DS-BASINS-GAUSS.
  • Product bimodal (L)-laws (m∈{0.75,1,1.5,2,3}m\in\{0.75,1,1.5,2,3\}, s=0.4s=0.4): the branch-tracked root scan over β∈[−2.5,2.5]\beta\in[-2.5,2.5], tracking up to 3 Lloyd-stationary branches per tilt (asymmetric mode-splitting branches included), found zero self-consistent roots in that finite window and branch set. The window is not the full compact gate range for an unstated κ\kappa, and the branch cap cannot exclude isolated roots.
  • Dependent (L)-laws xcorr(c) (equal mixtures of ±c\pm c-correlated standard Gaussians, c∈{0.5,0.8,0.95}c\in\{0.5,0.8,0.95\}; (L) by branch symmetry, LCM fails off β=0\beta=0): zero roots — both scans in row N-DS-BASINS-CLASS-L-ROOTS. Eight (L)-laws, three structural families, zero gate inhabitants: the theorem's prediction, tested before its proof was trusted.
  • Sign-split family on N(0,I2)N(0,I_2): Φ−2/π=0\Phi-2/\pi=0 to machine precision across the split parameter v∈[−1,1]v\in[-1,1], Iψλ=0I_{\psi\lambda}=0, λmin⁡\lambda_{\min} maximal =1/π=1/\pi at v=0v=0; v3−v2=0.173206v_3-v_2=0.173206 — row N-DS-BASINS-SIGNSPLIT.
  • mix3 (off-class control): one root found — β=0\beta=0, cuts ±1.00476\pm1.00476, λmin⁡=1.7364\lambda_{\min}=1.7364, value 2.68936=v32.68936=v_3 to 10−610^{-6} (price ≈0\approx0), zero Monte-Carlo rule violations; the finite-difference family Hessian at the root has gradient 00 and eigenvalues (−2.146,−0.258,−0.186)(-2.146,-0.258,-0.186): a strict local maximum of the population value in the rule family, the second-order input any off-class transfer theorem (OPEN-DS-MARGINS-NONCENTERED(a)) would consume — row N-DS-BASINS-MIX3.
  • Seeded library ascent at scale (public API, N∈{300,1000,3000}N\in\{300,1000,3000\}, 3 reps): all 63 terminals exchange-stable. gauss06: λmin⁡∈[5×10−5,0.012]\lambda_{\min}\in[5\times10^{-5},0.012] with NI^11≈0.3N\hat I_{11}\approx0.3–77 at every seed — the disproof's finite face. mix3: the population-fixed-point seeding terminates at the same terminal as the efficient and k-means seeds in 9/9 runs, with λmin⁡=1.73\lambda_{\min}=1.73–1.831.83 and log-gap ≤10−5\le10^{-5} at N≥1000N\ge1000; one random-seed run stranded at a degenerate inferior terminal (λmin⁡=5×10−4\lambda_{\min}=5\times10^{-4}, gap 0.210.21) — off-class margins are free at the good optimum, but bad local terminals still exist — row N-DS-BASINS-LIBRARY.
  • Geometry of the DS16 terminals (420 recorded ascent terminals plus the margin-retaining witness): the witness agrees exactly with its own companion rule at N=8N=8 (B^∗=0.497\hat B^*=0.497, separation 0.3250.325); on centered06 only 2%2\% of stable terminals are companion-exact (median disagreement 18%18\%, median λmin⁡=0.034\lambda_{\min}=0.034), on mix3 61%61\% are exact (median λmin⁡=1.06\lambda_{\min}=1.06) — the class boundary of DS17.1 visible in the finite states — row N-DS-BASINS-GEOMETRY.

Verdict: OPEN-DS-STABLE-BASINS(a) and the compile consequence

  • Disproved, on the whole class. On every (L)+(M1)+(M4) law — all of DS15/DS16's class, jointly Gaussian and elliptical laws in particular — the margin-certified branch is almost surely eventually empty: not merely uninhabited by sequences, but devoid of any single margin-compatible exchange-stable labeling for all large NN. The DS14 companion path on this class is vacuous asymptotically; compile_quantizer's refusal needs no certificate carve-out there, and a margin-constrained solver (an earlier, since-closed question/OPEN-DS-STABLE-BASINS(c)) cannot terminate at ordinary-stable margin states eventually — any terminal it certifies is stable only under the constraint.
  • The merged branch survives but compiles to nothing. Dropping (M5), margin-compatible stationary configurations exist on the canonical law (sign-split family, λmin⁡\lambda_{\min} up to 1/π1/\pi), all wasted-cell structures whose compilable reduction has λmin⁡=0\lambda_{\min}=0 and whose value is pinned at v2v_2 in every scanned instance — retention is bought only by spending cells on profiled-information-free splits.
  • Off the class the population gate can be inhabited and may be cheap. mix3's gate inhabitant is the efficient optimum itself (λmin⁡=1.74\lambda_{\min}=1.74, price ≈0\approx0) in the measured family. This one law does not support a general claim that certification is free. The deployment-relevant remainder moves to OPEN-DS-MARGINS-NONCENTERED branch (a) (non-centered laws) with the DS17.4 gate identity as its population test, and to the DS16 attainment question, whose feasible class DS17.3(4) proves nonempty.
  • Deployment statement (required by the study). An inhabited DS14 sequence: impossible on class (L) (this theorem). A finite diagnostic: still legitimate as a diagnostic (the N=8N=8 witness is even companion-exact) but now known to be transient on the class — it certifies nothing asymptotic. A constrained terminal: the only object a margin-constrained solver can deliver on the class, and it is not ordinary-exchange-stable eventually; any future ProfiledMarginPolicy surface must present it as constrained, priced (v^K−Φ^s\hat v_K-\hat\Phi_s), and non-inductive on this class.

Stop condition 2 (disproved) of the study is hit on the study's own class, with the obstruction's boundary serialized (CE-DS-LCM-SIGNSPLIT-MARGIN-001: (M5) is load-bearing) and the off-class escape measured (mix3 root). The isolated remainder is OPEN-DS-MARGINS-NONCENTERED(a)'s non-centered inhabitation/transfer, gated by DS17.4, plus DS16's constrained-value attainment — recorded in the OPEN-DS-STABLE-BASINS rescope.

From Profiled Ds: from a sample to the population · chapter contents

Independently audited. The audit report.