\documentclass[11pt]{amsart} \usepackage[margin=1.15in]{geometry} \usepackage[protrusion=true,expansion=false]{microtype} \usepackage{amsmath,amssymb,amsthm,mathtools} \usepackage{booktabs} \usepackage{graphicx} \usepackage{enumitem} \usepackage{xcolor} \usepackage[colorlinks=true,linkcolor={blue!50!black},citecolor={blue!50!black},urlcolor={blue!50!black}]{hyperref} \hypersetup{pdftitle={Improved bounds on H\_m for 2 <= m <= 5}} \newtheorem{theorem}{Theorem}[section] \newtheorem{proposition}[theorem]{Proposition} \newtheorem{lemma}[theorem]{Lemma} \newtheorem{corollary}[theorem]{Corollary} \theoremstyle{definition} \newtheorem{definition}[theorem]{Definition} \theoremstyle{remark} \newtheorem{remark}[theorem]{Remark} \numberwithin{equation}{section} \raggedbottom \newcommand{\N}{\mathbf{N}} \newcommand{\Z}{\mathbf{Z}} \newcommand{\R}{\mathbf{R}} \newcommand{\C}{\mathbf{C}} \newcommand{\DHL}{\mathrm{DHL}} \newcommand{\MPZ}{\mathrm{MPZ}} \newcommand{\E}{\mathbb{E}} \newcommand{\Pb}{\mathbb{P}} \newcommand{\cR}{\mathcal{R}} \newcommand{\cA}{\mathcal{A}} \newcommand{\cD}{\mathcal{D}} \newcommand{\cH}{\mathcal{H}} \newcommand{\eps}{\varepsilon} \newcommand{\one}{\mathbf{1}} \newcommand{\dd}{\,\mathrm{d}} \DeclareMathOperator{\supp}{supp} % section sign from cmsy (avoids a bitmap TS1 font when cm-super is absent) \DeclareRobustCommand{\S}{\ifmmode\mathsection\else\mbox{\usefont{OMS}{cmsy}{m}{n}\char"78}\fi} \title{Improved bounds on $H_m$ for $2\le m\le 5$} \author{} \date{October 12, 2026} \subjclass[2020]{Primary 11N05; Secondary 11N13, 11N35, 11N36, 65G20} \keywords{Gaps between primes, Maynard--Tao sieve, dense divisibility, certified computation} \begin{document} \begin{abstract} Let $H_m=\liminf_{n\to\infty}(p_{n+m}-p_n)$, where $p_n$ denotes the $n$th prime. We prove \[ H_2\le 20{,}370,\qquad H_3\le 1{,}380{,}156,\qquad H_4\le 82{,}959{,}170,\qquad H_5\le 5{,}040{,}082{,}836, \] improving the bounds $33{,}118$, $2{,}718{,}108$, $214{,}099{,}720$ and $14{,}541{,}349{,}288$ of Roeling (2026). We use the multidimensional Selberg sieve of Maynard and Tao in the form developed by Polymath. The arithmetic input is Stadlmann's equidistribution estimate for primes in arithmetic progressions, in the extension to triply densely divisible moduli given in OpenAI's 2026 preprint proving $H_1\le186$. Together with a criterion from the same preprint for the triple dense divisibility of least common multiples, it allows the sieve weights to be supported, instead of on Polymath's truncated simplex, on a region in which single coordinates may be as large as about $0.38$. On this region we use product trial functions multiplied by an optimised function of the sum of the coordinates, and we certify the resulting variational quotients in ball arithmetic, computing the relevant distribution functions by Fourier inversion. \end{abstract} \maketitle \section{Introduction} For $m\ge1$ put \[ H_m:=\liminf_{n\to\infty}\,(p_{n+m}-p_n), \] where $p_n$ is the $n$th prime; thus $H_m$ is the smallest $H$ such that infinitely many intervals of length $H$ contain $m+1$ primes. Zhang \cite{Zh} proved that $H_1<7\cdot10^7$. Maynard \cite{Ma} (with related work obtained independently, but not published, by Tao; see \cite[\S1]{P8b}) introduced a multidimensional form of the Selberg sieve, with which he proved, using only the Bombieri--Vinogradov theorem, that every $H_m$ is finite, with $H_m\ll m^3e^{4m}$. The Polymath project \cite{P8b} refined the method; using the equidistribution estimates of Zhang type from \cite{P8a}, it obtained the bounds for $H_2,\dots,H_5$ in the first column of Table~\ref{tab:compare} and $H_m\ll m\exp\bigl((4-\tfrac{28}{157})m\bigr)$. Baker and Irving \cite{BI} brought Harman's sieve into the problem and obtained $H_m\ll\exp(3.815\,m)$. Stadlmann \cite{St} proved that the primes have level of distribution $\frac12+\frac1{40}-\eps$, for every \mbox{$\eps>0$}, to smooth moduli (in the sense of \S\ref{sec:background}); with the method of \cite{P8b} this gave the second column of Table~\ref{tab:compare} and $H_m\ll\exp(3.81\,m)$, and combined with Harman's sieve it gave $H_m\ll\exp(3.8075\,m)$ \cite[Thm.~2]{St}. \subsection{Background}\label{sec:background} We recall the framework of \cite{Ma,P8b}, which is used throughout.\footnote{We write $\omega$ for the parameter denoted $\varpi$ in \cite{P8a,P8b}, as in \cite{OA,St}.} A tuple $\cH=(h_1<\dots2m/\vartheta$ for some $F$ supported in the simplex $\{t_1+\dots+t_k\le1\}$, then $\DHL[k,m+1]$ holds \cite[Thm.~3.8]{P8b}. The supremum $M_k$ of these quotients satisfies $M_k=\log k+O(1)$ \cite[Thm.~3.9(xi) and Cor.~6.4]{P8b}, so lowering the threshold $2m/\vartheta$ by $1$ lowers the required $k$ by a factor of about $e$. Levels above $\frac12$ are known only in restricted forms. Zhang \cite{Zh} obtained one for \emph{smooth} moduli, whose prime factors are all at most $x^{\delta}$ for a small fixed $\delta>0$, and for residue classes fixed in advance rather than the worst class for each modulus. Polymath proved such estimates, denoted $\MPZ[\omega,\delta]$ (for Motohashi--Pintz--Zhang \cite[Claim~2.4]{P8b}), at level $\frac12+2\omega$ for suitable $\omega,\delta>0$ \cite{P8a}, and also versions for the larger class of \emph{densely divisible} moduli, which have divisors in every range of relative width $x^\delta$ (Definition~\ref{def:dd}). To keep the moduli in the sieve smooth, Polymath restricted the support of $F$ to the truncated simplex \[ \bigl\{t\in[0,\alpha]^k:\ t_1+\dots+t_k\le1\bigr\},\qquad\alpha:=\frac{\delta}{1/4+\omega}, \] and showed that $\DHL[k,m+1]$ follows from $\MPZ[\omega,\delta]$ if $Q(F)>m/(\frac14+\omega)=2m/(\frac12+2\omega)$ for some $F$ supported there \cite[Thm.~3.10]{P8b}. (A coordinate $t_i$ corresponds to a divisor of size $x^{(1/4+\omega)t_i}$ of $n+h_i$ in the sieve weights, so the cap $t_i\le\alpha$ keeps all prime factors of the moduli below $x^\delta$.) This forces a trade-off between the level and the truncation. For example, for $H_2$ Stadlmann used $\omega\approx0.0056$ and $\delta\approx0.021$ \cite[\S2.1.4]{St}, so that $\alpha\approx0.08$ and the threshold is $2/(\frac14+\omega)\approx7.83$, against $8$ from the Bombieri--Vinogradov theorem alone. \subsection{Results} Roeling \cite{Ro} took the profile $g(t)=1/(c+(k-1)t)$ that Polymath used in \cite[Thm.~6.7]{P8b} and, in place of the lower bound of that theorem, certified lower bounds for the variational quotient of the product trial function \begin{equation}\label{eq:producttrial} F(t_1,\dots,t_k)=\one\{t_1+\dots+t_k\le1\}\prod_{i=1}^k g(t_i),\qquad g(t)=\frac{\one_{[0,T]}(t)}{c+(k-1)t}\quad(c,T>0), \end{equation} with $T=1$, by a Fourier-domain computation in ball arithmetic (cf.\ \cite[\S9, item~4]{P8b}). Using only the Bombieri--Vinogradov theorem, this gave the third column of Table~\ref{tab:compare}; for instance, \cite{Ro} certifies $M_{3655}>8$, where \cite[Thm.~3.9]{P8b} needed $k=41{,}588$. For $H_1$ the current record is $H_1\le186$, due to OpenAI \cite{OA}; Stadlmann independently proved $H_1\le240$ \cite{St26}, and Charton et al.\ \cite{CHL} obtained $H_1\le212$ building on \cite{St26}. Our main result is the following. \begin{theorem}\label{thm:main} The assertions \[ \DHL[2\,355,\,3],\qquad\DHL[111\,300,\,4],\qquad\DHL[5\,129\,500,\,5],\qquad\DHL[234\,360\,000,\,6] \] hold. Consequently \[ H_2\le 20{,}370,\qquad H_3\le 1{,}380{,}156,\qquad H_4\le 82{,}959{,}170,\qquad H_5\le 5{,}040{,}082{,}836 . \] \end{theorem} \begin{table}[ht] \centering \caption{Upper bounds for $H_m$.}\label{tab:compare} \begin{tabular}{lrrrr} \toprule & Polymath \cite{P8b} (2014) & Stadlmann \cite{St} (2025) & Roeling \cite{Ro} (2026) & Theorem~\ref{thm:main} \\ \midrule $H_2$ & $398{,}130$ & $396{,}504$ & $33{,}118$ & $20{,}370$ \\ $H_3$ & $24{,}797{,}814$ & $24{,}407{,}016$ & $2{,}718{,}108$ & $1{,}380{,}156$ \\ $H_4$ & $1{,}431{,}556{,}072$ & $1{,}391{,}051{,}532$ & $214{,}099{,}720$ & $82{,}959{,}170$ \\ $H_5$ & $80{,}550{,}202{,}480$ & $77{,}510{,}685{,}234$ & $14{,}541{,}349{,}288$ & $5{,}040{,}082{,}836$ \\ \bottomrule \end{tabular} \end{table} \subsection{Method} The improvement has three ingredients. \emph{(1) A new support region.} Polymath suggested using its estimates for densely divisible moduli to replace the truncated simplex by a more complicated region \cite[\S9, item~2]{P8b}. We do this with two inputs from OpenAI's proof of $H_1\le186$ \cite{OA}: Stadlmann's estimate extended to triply densely divisible moduli \cite[Prop.~2.18 and Cor.~2.19]{OA} (Stadlmann had indicated that such an extension is possible \cite[\S2.1.1]{St}), and a criterion \cite[Prop.~2.3]{OA}, a special case of which is reproduced as Proposition~\ref{prop:lcm}, for the least common multiple of two divisor products to be triply densely divisible. The result, Theorem~\ref{thm:criterion}, is a criterion for $\DHL[k,m+1]$ in which $F$ may be supported on a region $\cR_k(u_0,\kappa)$ (Definition~\ref{def:region}): for every $v$ with $u_00$ with $240\omega+80\delta<3$. This is the same condition as in Stadlmann's work on smooth moduli \cite[Cor.~2]{St}, but $\delta$ no longer limits the support, so we can take $\delta=10^{-4}$ and $\omega=0.012466$, close to $\frac1{80}$. The threshold for $\DHL[k,m+1]$ becomes $m/(\frac14+0.012466)\approx3.810\,m$, against $4m$ from the Bombieri--Vinogradov theorem alone. For the trial functions relevant to $H_2,\dots,H_5$ the restriction to $\cR_k(u_0,\kappa)$ removes almost no mass (Table~\ref{tab:cert}), although for $m=2$ the cap $\frac25\kappa$ constrains the choice of trial function (\S\ref{sec:remarks}). \emph{(2) A sum profile.} We use trial functions of the form \begin{equation}\label{eq:trial} F_\psi(t_1,\dots,t_k)=\psi(t_1+\dots+t_k)\prod_{i=1}^k g(t_i), \end{equation} with $g$ as in \eqref{eq:producttrial} and $\psi:[0,\infty)\to[0,1]$ a step function vanishing on $(1,\infty)$, chosen by optimisation (Figure~\ref{fig:profiles}). Compared with \eqref{eq:producttrial}, which is the case $\psi=\one_{[0,1]}$, this increases the quotient by about $0.05$ and reduces the required $k$ by about $5\%$. \emph{(3) Certification.} As in \cite{Ro}, the variational quotient of \eqref{eq:trial} is a ratio of two expectations involving sums of independent random variables (Lemma~\ref{lem:quotient}). We bound the distribution functions of these sums rigorously by Fourier inversion in ball arithmetic (\S\ref{sec:cert}). Our implementation is independent of that of \cite{Ro}: we use Gauss--Legendre quadrature with an analytic error bound, where \cite{Ro} uses trapezoidal sums with bounds for the aliasing error. \subsection{Inputs}\label{sec:deps} Besides the framework of \cite{P8b} and the Bombieri--Vinogradov theorem \cite{Bo,Vi}, the proof uses the equidistribution estimate \cite[Cor.~2.19]{OA} for $r=3$, which combines Stadlmann's bilinear estimate \cite[Prop.~1]{St}, extended from smooth to triply densely divisible moduli in \cite[Prop.~2.18 and \S A.4]{OA}, with the Type~III estimate \cite[Thm.~2.8(v)]{P8a} and the Heath-Brown identity \cite{HB}; and a theorem of Sarajian and Weingartner on dense divisibility \cite[Thm.~2]{SW}. We reprove the case of \cite[Prop.~2.3]{OA} that we need. Everything else is proved here: the sieve criterion in \S\ref{sec:criterion}, the analysis of the trial functions in \S\ref{sec:trial}, and the computations in \S\S\ref{sec:cert}--\ref{sec:tuples}, whose programs and data are described at the end of the paper. \subsection{Organisation} Section~\ref{sec:prelim} collects notation and the inputs from the literature. Section~\ref{sec:criterion} proves the sieve criterion with the new support region. Section~\ref{sec:trial} treats the trial functions \eqref{eq:trial} and the cost of restricting them to the region. Section~\ref{sec:cert} describes the certified computation and Section~\ref{sec:tuples} the admissible tuples. Section~\ref{sec:proof} completes the proof of Theorem~\ref{thm:main}, and Section~\ref{sec:remarks} contains remarks. \section{Preliminaries}\label{sec:prelim} \subsection{Notation} The letters $p$ and $q$ denote primes when used as summation or product variables over prime factors; otherwise $q$ denotes a modulus. An integer is \emph{$Y$-smooth} if all its prime factors are at most $Y$. For a squarefree positive integer $n$ and a prime $p$ we write $n_{k$. \subsection{Dense divisibility} \begin{definition}[{\cite[Def.~2.1]{P8a}, \cite[Def.~2.1]{OA}}]\label{def:dd} Let $Y\ge1$. Put $\cD^{(0)}(Y):=\N$. For an integer $r\ge1$, a positive integer $n$ belongs to $\cD^{(r)}(Y)$, and is called \emph{$r$-tuply $Y$-densely divisible}, if for all integers $j,l\ge0$ with $j+l=r-1$ and every $1\le U\le Yn$ there is a factorisation $n=uv$ with $U/Y\le v\le U$, $u\in\cD^{(j)}(Y)$ and $v\in\cD^{(l)}(Y)$. \end{definition} For example, every $Y$-smooth integer lies in $\cD^{(r)}(Y)$ for every $r$ \cite[Lemma~2.10(iii)]{P8a}. \begin{lemma}[{\cite[Lemma~2.2]{OA}}]\label{lem:SW} Let $r\ge1$ and $Y\ge2$, and let $Q$ be a squarefree positive integer such that $p^r\le Y\,Q_{Y$. Then $Q\in\cD^{(r)}(Y)$. \end{lemma} This is a case of \cite[Thm.~2]{SW}, as noted in \cite{OA}. \begin{proposition}[{\cite[Prop.~2.3]{OA}, special case}]\label{prop:lcm} Let $Y\ge2$ and $X,A>0$ with $A^2\le XY$. Let $D,E$ be squarefree positive integers such that \begin{align*} p^{3/2}D_{\ge p}&\le A\qquad\text{for every prime }p\mid D\text{ with }p>Y,\\ p^{3/2}E_{\ge p}&\le A\qquad\text{for every prime }p\mid E\text{ with }p>Y. \end{align*} If $Q:=[D,E]>X$, then $p^3Y$; in particular $Q\in\cD^{(3)}(Y)$. \end{proposition} \begin{proof}[Proof {\rm(from \cite{OA})}] Let $p\mid Q$ with $p>Y$; by symmetry we may assume $p\mid D$, so that $p^{3/2}D_{\ge p}\le A$. If $E$ has a prime factor $\ge p$, let $q$ be the least one; then $q>Y$, $E_{\ge p}=E_{\ge q}$ and $p^{3/2}E_{\ge p}\le q^{3/2}E_{\ge q}\le A$. Otherwise $E_{\ge p}=1$ and $p^{3/2}E_{\ge p}=p^{3/2}\le p^{3/2}D_{\ge p}\le A$. In both cases $p^3D_{\ge p}E_{\ge p}\le A^2\le XY$. Since $Q_{\ge p}$ divides $D_{\ge p}E_{\ge p}$ and $Q_{X$, we get $p^3\le XY/Q_{\ge p}0$, a primitive residue class $a\bmod P_I$ and a finitely supported $f$, put \[ E_3(f;a;\omega,\delta,\eps):=\sum_{\substack{q\le x^{1/2+2\omega-\eps}\\ q\mid P_I,\ q\in\cD^{(3)}(x^\delta)}}\bigl|\Delta(f;a\bmod q)\bigr|, \] where $a\bmod q$ denotes the reduction of $a$. \begin{theorem}[{\cite[Cor.~2.19]{OA}, case $r=3$}]\label{thm:E3} Let $\omega,\delta>0$ be fixed with $240\omega+80\delta<3$. Then for all fixed $L,\eps>0$, \[ E_3(\Lambda_J;a;\omega,\delta,\eps)\ll x(\log x)^{-L} \] uniformly for all finite sets $I$ of primes, all primitive classes $a\bmod P_I$ and all intervals $J\subseteq[x,2x)$. \end{theorem} The underlying bilinear estimate is \cite[Prop.~1]{St}, which Stadlmann proved for $x^\delta$-smooth moduli under the conditions \[ 72\omega+24\delta<1,\qquad48\omega+16\delta+4\sigma<1,\qquad64\omega+20\delta+2\sigma<1, \] remarking that the proof can be adapted to triply densely divisible moduli \cite[\S2.1.1]{St}. The adaptation is carried out in \cite[Prop.~2.18 and \S A.4]{OA}, and \cite[Cor.~2.19]{OA} combines it with the Type~III estimate \cite[Thm.~2.8(v)]{P8a} and the Heath-Brown identity, taking $\sigma$ slightly larger than $\frac1{10}$ (explicitly, $\sigma=\frac1{10}+(3-240\omega-80\delta)/40$). At $\sigma=\frac1{10}$ the second condition is $240\omega+80\delta<3$, and it implies the other two, since $72\omega+24\delta=\frac3{10}(240\omega+80\delta)$ and $64\omega+20\delta<\frac4{15}(240\omega+80\delta)$. The same condition, written $80\omega+\frac{80}3\delta<1$, appears in Stadlmann's estimate for smooth moduli \cite[Cor.~2]{St}. \begin{theorem}[Bombieri--Vinogradov {\cite{Bo,Vi}; see \cite[Thm.~2.3]{P8b}}]\label{thm:BV} For all fixed $L,\eps>0$, \[ \sum_{q\le x^{1/2-\eps}}\max_{(a,q)=1}|\Delta(\Lambda_J;a\bmod q)|\ll x(\log x)^{-L}, \] uniformly for all intervals $J\subseteq[x,2x)$. \end{theorem} \subsection{The sieve framework}\label{sec:framework} Let $k\ge2$ and $m\ge1$ be fixed, and let $(h_1,\dots,h_k)$ be a fixed admissible tuple; after translation we may assume $h_i\ge0$. Put $w:=\log\log\log x$, $W:=\prod_{p\le w}p$ and $B:=\frac{\varphi(W)}{W}\log x$, and let $b\bmod W$ be a class with $(b+h_i,W)=1$ for all $i$ (it exists by admissibility). For a smooth compactly supported $f:[0,\infty)\to\R$ put \[ \lambda_f(n):=\sum_{d\mid n}\mu(d)f(\log_x d),\qquad S(f):=\sup\bigl(\{0\}\cup\{t\ge0:f(t)\ne0\}\bigr). \] For a square-integrable $F:[0,\infty)^k\to\R$ with bounded support put \[ I(F):=\int_{[0,\infty)^k}F^2,\qquad J_i(F):=\int_{[0,\infty)^{k-1}}\Bigl(\int_0^\infty F\dd t_i\Bigr)^2\prod_{j\ne i}\dd t_j\qquad(1\le i\le k), \] and, if $F\ne0$, $Q(F):=\sum_{i=1}^kJ_i(F)/I(F)$. Let $M_k$ be the supremum of $Q(F)$ over all such $F\ne0$ supported in the simplex $\{t_1+\dots+t_k\le1\}$. \begin{lemma}[{\cite[Lemma~3.4]{P8b}}]\label{lem:crit} Suppose that for every admissible $k$-tuple and every $b$ as above there are a function $\nu:\N\to[0,\infty)$ and fixed $\alpha_0>0$ and $\alpha_1,\dots,\alpha_k\ge0$ such that \begin{align*} \sum_{\substack{x\le n\le2x\\ n\equiv b\ (W)}}\nu(n)&\le(\alpha_0+o(1))\,B^{-k}\frac xW,\\ \sum_{\substack{x\le n\le2x\\ n\equiv b\ (W)}}\nu(n)\,\theta(n+h_i)&\ge(\alpha_i-o(1))\,B^{1-k}\frac x{\varphi(W)}\qquad(1\le i\le k), \end{align*} and $(\alpha_1+\dots+\alpha_k)/\alpha_0>m$. Then $\DHL[k,m+1]$ holds. \end{lemma} \begin{lemma}[{\cite[Thm.~3.6(i)]{P8b}}]\label{lem:nonprime} Let $F_i,G_i$ $(1\le i\le k)$ be fixed smooth compactly supported functions on $[0,\infty)$ with $\sum_{i=1}^k\bigl(S(F_i)+S(G_i)\bigr)<1$. Then \[ \sum_{\substack{x\le n\le2x\\ n\equiv b\ (W)}}\prod_{i=1}^k\lambda_{F_i}(n+h_i)\lambda_{G_i}(n+h_i)=(c_0+o(1))\,B^{-k}\frac xW,\qquad c_0:=\prod_{i=1}^k\int_0^\infty F_i'G_i'. \] \end{lemma} \section{A sieve criterion on a new region}\label{sec:criterion} \subsection{The regions} \begin{definition}\label{def:region} For $k\ge1$ and $\sigma,u_0,\kappa>0$ let $\cR_k(\sigma;u_0,\kappa)$ be the set of $t\in[0,\infty)^k$ such that $t_1+\dots+t_k\le\sigma$ and \begin{equation}\label{eq:regioncond} \tfrac32 v+\sum_{i:\,t_i\ge v}t_i\le\kappa\qquad\text{for every }v\text{ with }u_0u_0 . \end{equation} Since the maps $t\mapsto t_{(j)}$ are continuous, each set $\{t:\ t_{(j)}\le u_0\ \text{or}\ \frac32t_{(j)}+t_{(1)}+\dots+t_{(j)}\le\kappa\}$ is closed, and hence so is $\cR_k(\sigma;u_0,\kappa)$. Condition \eqref{eq:regionsorted} with $j=1$ caps every coordinate larger than $u_0$ at $\frac25\kappa$. In general, \eqref{eq:regioncond} says that for every $v$ with $u_0x^\delta$ of a sieve modulus, measured in units of $(\frac14+\omega)\log x$, and \eqref{eq:regioncond} is what is needed to apply Proposition~\ref{prop:lcm}. \begin{lemma}\label{lem:region} Let $k\ge1$, $\sigma,u_0,\kappa>0$ and $t\in\cR_k(\sigma;u_0,\kappa)$. \begin{enumerate}[label=\textup{(\roman*)}] \item If $t'\in[0,\infty)^k$ and $t'_i\le t_i$ for all $i$, then $t'\in\cR_k(\sigma;u_0,\kappa)$. \item If $\lambda>0$, then $\lambda t\in\cR_k(\lambda\sigma;\lambda u_0,\lambda\kappa)$. \item If $e>0$, $t'\in[0,\infty)^k$ and $|t'_i-t_i|\le e$ for all $i$, then $t'\in\cR_k\bigl(\sigma+ke;\,u_0+e,\,\kappa+(k+\tfrac32)e\bigr)$. \end{enumerate} Moreover $\cR_k(\sigma;u_0,\kappa)\subseteq\cR_k(\sigma';u'_0,\kappa')$ whenever $\sigma\le\sigma'$, $u_0\le u'_0$ and $\kappa\le\kappa'$. \end{lemma} \begin{proof} (i) Clearly $\sum t'_i\le\sigma$. If $u_00$ be fixed with $240\omega+80\delta<3$, and let $\eps>0$ be fixed. Let $1\le i_0\le k$, and for $i\ne i_0$ let $F_i,G_i$ be fixed smooth compactly supported functions on $[0,\infty)$. Put $s_i:=S(F_i)$ and $s'_i:=S(G_i)$, and assume that \begin{equation}\label{eq:sizecond} \sum_{i\ne i_0}(s_i+s'_i)\le\tfrac12+2\omega-\eps, \end{equation} \begin{equation}\label{eq:ddcond} \tfrac32u+\sum_{i\ne i_0:\,s_i\ge u}s_i\le\tfrac14+\tfrac\delta2-\eps\qquad\text{for every }u\text{ with }\delta0$ \begin{equation}\label{eq:errorsum} \sum_{\mathbf d,\mathbf d'}\prod_{i\ne i_0}|F_i(\log_xd_i)G_i(\log_xd'_i)|\,\bigl|\Delta\bigl(\theta_0;a_{\mathbf d,\mathbf d'}\bmod q_{\mathbf d,\mathbf d'}\bigr)\bigr|\ll x(\log x)^{-L}, \end{equation} the sum running over $\mathbf d,\mathbf d'$ with $q_{\mathbf d,\mathbf d'}$ squarefree. For such $\mathbf d,\mathbf d'$ the numbers $[d_i,d'_i]$ are pairwise coprime and coprime to $W$, so with $D:=\prod_{i\ne i_0}d_i$ and $E:=\prod_{i\ne i_0}d'_i$ we have $q_{\mathbf d,\mathbf d'}=W[D,E]$. Only $\mathbf d,\mathbf d'$ with $\log_xd_i\le s_i$ and $\log_xd'_i\le s'_i$ contribute. Put $X:=x^{1/2-\eps}$ and $Y:=x^\delta$, and split \eqref{eq:errorsum} according to whether $[D,E]\le X$ or $[D,E]>X$. \emph{Terms with $[D,E]\le X$.} Here $q\le WX\le x^{1/2-\eps/2}$, and each $q$ arises from $\ll\tau(q)^{O(1)}$ pairs $(\mathbf d,\mathbf d')$, where $\tau$ is the divisor function. As in \cite[\S4.2]{P8b} (Cauchy--Schwarz against the trivial bound to remove $\tau(q)^{O(1)}$, replacement of $\theta$ by $\Lambda$, and removal of the $O(1)$ integers of $[x+h_{i_0},2x+h_{i_0}]$ beyond $2x$), the contribution of these terms is $\ll x(\log x)^{-L}$ by Theorem~\ref{thm:BV}. \emph{Terms with $[D,E]>X$.} We claim that then $q=W[D,E]\in\cD^{(3)}(Y)$. Let $p\mid D$ with $p>Y$ and put $u:=\log_xp$, so $u>\delta$. Since the $d_i$ are pairwise coprime, $p$ divides exactly one $d_i$, and then $u\le\log_xd_i\le s_i$; in particular $u\le\max_{i\ne i_0}s_i$. Every prime factor of $D$ that is $\ge p$ divides some $d_i$ with $d_i\ge p$, and such $d_i$ satisfy $s_i\ge\log_xd_i\ge u$. Hence $D_{\ge p}\le\prod_{i\ne i_0:\,s_i\ge u}d_i\le x^{\sum_{i\ne i_0:\,s_i\ge u}s_i}$, and by \eqref{eq:ddcond}, with $A:=(XY)^{1/2}$, \[ \log_x\bigl(p^{3/2}D_{\ge p}\bigr)\le\tfrac32u+\sum_{i\ne i_0:\,s_i\ge u}s_i\le\tfrac14+\tfrac\delta2-\eps<\tfrac14+\tfrac\delta2-\tfrac\eps2=\log_xA. \] The same holds for $E$. By Proposition~\ref{prop:lcm}, every prime $p\mid[D,E]$ with $p>Y$ satisfies $p^3Y$, then $p\nmid W$ (as $ww$, $a\equiv h_{i_0}-h_i\pmod p$ for some $i\ne i_0$; these classes are primitive because $|h_i-h_j|0$ with $240\omega+80\delta<3$, and put $\varrho:=\frac14+\omega$. Let $u_0,\kappa>0$ satisfy \[ u_0<\frac\delta\varrho\qquad\text{and}\qquad\kappa<\frac{1/4+\delta/2}{\varrho}, \] and put $\cR:=\cR_k(u_0,\kappa)$. If $M_k^{\cR}>m/\varrho$, then $\DHL[k,m+1]$ holds. \end{theorem} \begin{proof} Let $F$ be square-integrable with bounded support contained in $\cR$, with $Q(F)>m/\varrho$. We follow \cite[\S\S5.1--5.2]{P8b} and indicate the changes. Below, $\supp$ denotes the closed (essential) support; all regions $\cR_k(\cdot;\cdot,\cdot)$ are closed, so they contain the supports of the functions vanishing outside them. Let $\delta_1>0$ be small and fixed, and let $\delta_2\in(0,\delta_1)$ be fixed and small in terms of $\delta_1$; the precise requirements are collected in Step~5. \emph{Step 1 (rescaling).} Let $\lambda:=\varrho-\delta_1$ and $F_1(t):=F(t/\lambda)$. Since $I(F_1)=\lambda^kI(F)$ and $J_i(F_1)=\lambda^{k+1}J_i(F)$, we have $Q(F_1)>m$ if $\delta_1$ is small, and $\supp F_1\subseteq\cR_k(\lambda;\lambda u_0,\lambda\kappa)$ by Lemma~\ref{lem:region}(ii). In these coordinates $t_i$ will be $\log_xd_i$. \emph{Step 2 (shift and mollification).} As in \cite[\S5.1]{P8b}, translating $F_1$ by $\delta_2$ in every coordinate and convolving with a smooth approximation to the identity supported in $[-\delta_2/2,\delta_2/2]^k$ gives a smooth compactly supported $F_3$ with $Q(F_3)>m$ (if $\delta_2$ is small), supported in $[\delta_2/2,\infty)^k$, every point of whose support lies within sup-distance $\frac32\delta_2$ of $\supp F_1$. By Lemma~\ref{lem:region}(iii), $\supp F_3\subseteq\cR_k\bigl(\lambda+\tfrac32k\delta_2;\,\lambda u_0+\tfrac32\delta_2,\,\lambda\kappa+\tfrac32(k+\tfrac32)\delta_2\bigr)$. \emph{Step 3 (primitive).} Put $f_3(t):=\int_{s\ge t}F_3(s)\dd s$, the integral over $s\in\R^k$ with $s_i\ge t_i$ for all $i$. Then $f_3$ is smooth. Let $\Sigma_3$ be the closure of $\{t\in[0,\infty)^k:f_3(t)\ne0\}$. Every point of $\Sigma_3$ lies coordinatewise below a point of the compact set $\supp F_3$ (the set of such points of $[0,\infty)^k$ is closed), so by Lemma~\ref{lem:region}(i) $\Sigma_3$ lies in the same region as $\supp F_3$. As in \cite[\S5.1]{P8b}, $I(F_3)=\tilde I(f_3)$ and $J_i(F_3)=\tilde J_i(f_3)$, where $\tilde I(f):=\int_{[0,\infty)^k}|\partial_1\cdots\partial_kf|^2$ and $\tilde J_i(f):=\int_{[0,\infty)^{k-1}}|(\prod_{j\ne i}\partial_j)f|_{t_i=0}|^2\prod_{j\ne i}\dd t_j$. \emph{Step 4 (tensor products).} As in \cite[\S5.1]{P8b}, $f_3$ is the limit on $[0,\infty)^k$, in the topology of uniform convergence of all derivatives, of finite sums $\sum_jc_j\prod_{i=1}^kf_{i,j}(t_i)$ of tensor products of smooth compactly supported functions. Moreover each component $\prod_if_{i,j}(t_i)$ may be taken to be supported in a box contained in the $\delta_2$-neighbourhood of $\Sigma_3$ in the sup-norm. (Use a smooth partition of unity of tensor-product form subordinate to a grid of cubes of side $\delta_2/2$; approximate each localised piece by tensor products via the Stone--Weierstrass theorem on a slightly larger cube; multiply by a tensor-product cutoff; and mollify with a tensor-product approximate identity, as in \cite{P8b}.) Fix such a sum $f_4=\sum_{j=1}^Jc_j\prod_if_{i,j}(t_i)$ with $\sum_i\tilde J_i(f_4)/\tilde I(f_4)>m$, discarding components that vanish identically on $[0,\infty)^k$. The box supporting the $j$th component then meets $[0,\infty)^k$, so its upper corner lies in $[0,\infty)^k$, within sup-distance $\delta_2$ of $\Sigma_3$; and $(S(f_{1,j}),\dots,S(f_{k,j}))$ lies coordinatewise below that corner. Put \[ \sigma_2:=\lambda+3k\delta_2,\qquad u_2:=\lambda u_0+3\delta_2,\qquad \kappa_2:=\lambda\kappa+3(k+\tfrac32)\delta_2 . \] By Lemma~\ref{lem:region}, for every $j$, \begin{equation}\label{eq:corners} \bigl(S(f_{1,j}),\dots,S(f_{k,j})\bigr)\in\cR_k(\sigma_2;u_2,\kappa_2). \end{equation} \emph{Step 5 (the sieve weights).} Put \[ \nu(n):=\Bigl(\sum_{j=1}^Jc_j\prod_{i=1}^k\lambda_{f_{i,j}}(n+h_i)\Bigr)^2\ge0. \] Let $\eps:=\min\{\delta_1,\ \frac12(\frac14+\frac\delta2-\varrho\kappa)\}>0$, and choose $\delta_2$ so small that $6k\delta_2\le\delta_1$, $\varrho u_0+3\delta_2<\delta$ and $3(k+\frac32)\delta_2\le\eps$. Since $\sum_i(S(f_{i,j})+S(f_{i,j'}))\le2\sigma_2<1$, Lemma~\ref{lem:nonprime} applied to each pair $(j,j')$ gives, as in \cite[\S5.1]{P8b}, \[ \sum_{\substack{x\le n\le2x\\ n\equiv b\ (W)}}\nu(n)=(\tilde I(f_4)+o(1))\,B^{-k}\frac xW. \] Fix $i_0$. If $n+h_{i_0}$ is prime, then $\log_x(n+h_{i_0})\ge1>S(f_{i_0,j})$, so $\lambda_{f_{i_0,j}}(n+h_{i_0})=f_{i_0,j}(0)$; hence the sum of $\nu(n)\theta(n+h_{i_0})$ expands into sums as in Proposition~\ref{prop:primesums} with $F_i=f_{i,j}$ and $G_i=f_{i,j'}$ $(i\ne i_0)$. We check its hypotheses. By \eqref{eq:corners}, $\sum_{i\ne i_0}(s_i+s'_i)\le2\sigma_2=2\varrho-2\delta_1+6k\delta_2\le\frac12+2\omega-\eps$, which is \eqref{eq:sizecond}. Let $\delta0$, and put \[ c:=\frac\gamma{\log k},\qquad T:=\frac\beta{\log k},\qquad g(t):=\frac{\one_{[0,T]}(t)}{c+(k-1)t}. \] (In \cite[\S6]{P8b} and in our programs, $\gamma$ is called $\theta$.) Let \[ m_2:=\int_0^Tg^2=\frac{T}{c\,(c+(k-1)T)}, \] and let $G(y):=\int_0^{\min(y,T)}g=\log\bigl(1+(k-1)\min(y,T)/c\bigr)/(k-1)$ for $y\ge0$ and $G(y):=0$ for $y<0$. Let $X_1,X_2,\dots$ be independent random variables with density $g^2/m_2$ on $[0,T]$, and $S_n:=X_1+\dots+X_n$. For a measurable $\psi:[0,\infty)\to[0,1]$ vanishing on $(1,\infty)$ let $F_\psi$ be as in \eqref{eq:trial} and \[ \Psi(s):=\int_0^T\psi(s+t)\,g(t)\dd t\qquad(s\ge0). \] \begin{lemma}\label{lem:quotient} We have $I(F_\psi)=m_2^k\,\E[\psi(S_k)^2]$ and $J_i(F_\psi)=m_2^{k-1}\,\E[\Psi(S_{k-1})^2]$ for $1\le i\le k$. Hence, if $F_\psi\ne0$, \[ Q(F_\psi)=\frac k{m_2}\cdot\frac{\E[\Psi(S_{k-1})^2]}{\E[\psi(S_k)^2]}. \] \end{lemma} \begin{proof} The first identity is the definition of $I$. For the second, $\int_0^\infty F_\psi\dd t_k=\prod_{i\kappa . \end{equation} \emph{Case (a): \eqref{eq:violation} holds for some $v\in(u_0,\max t']$ with the sum restricted to $i\kappa-\frac32v\ge A_l$; since each $t_i\le T$, more than $A_l/T$ of the $t_i$ with $it$, then $t$ does not contribute to the sum in \eqref{eq:violation}, and $v\le\max(t',t)$ forces $v\le\max t'$, which is excluded in case (b). Hence $v\le t$. Every $t$ in the interval $(t^*(t'),\min(T,1-s')]$ is the first member of such a pair, and this interval is nonempty because $\Psi_\cR(t')\ne\Psi(s')$. Taking such pairs $(t,v)$ with $t$ tending to $t^*(t')$ and passing to a subsequence with $v$ in a fixed cell $V_l$, we obtain $l$ with $t^*(t')\ge v_l$ and a pair $(t,v)$ with $v_l\le v\le t$. Then $\Psi(s')-\Psi_\cR(t')\le G(T)-G(v_l)$, so $\Psi(s')^2-\Psi_\cR(t')^2\le2G(T)(G(T)-G(v_l))$. From \eqref{eq:violation} and $t\le T$, $\sum_{i\kappa-\frac32v-T\ge A_l-T$, so $N_l(t')\ge n^b_l+1$. Moreover, using $s'\le1-t$ and $t+\sum_{i\kappa-\frac32v$, \[ R_l(t')\le(1-t)-\sum_{in_{\max}), \end{equation} where the $Z_j$ are independent with the law of $X_1$ given $X_10$, with \[ \E e^{-\zeta Z_1}=\frac{1}{m_2\,\Pb(X_10$ and $00$: if $4\sqrt2/\xi\le T$, take $a'=4\sqrt2/\xi$ and use $F_X(a')\le f_X(0)a'$; otherwise the right side exceeds $\frac32f_X(0)T\ge\frac32$. \item For complex $\xi$ with $|\mathrm{Im}\,\xi|\le\frac12$: $|\Phi(\xi)|\le\E e^{X_1/2}\le1+\E X_1\cdot(e^{T/2}-1)/T$ by convexity, and $K_y(\xi):=(1-e^{-i\xi y})/(i\xi)=\int_0^ye^{-i\xi s}\dd s$ satisfies $|K_y(\xi)|\le y\,e^{y/2}$; for real $\xi>0$, $|K_y(\xi)|\le\min(y,2/\xi)$. \end{enumerate} \begin{lemma}\label{lem:inversion} For $n\ge2$ and $y>0$, $\displaystyle C_n(y)=\frac1\pi\,\mathrm{Re}\int_0^\infty\Phi(\xi)^nK_y(\xi)\dd\xi$, the integral converging absolutely. \end{lemma} \begin{proof} By (b), $\Phi^n$ is integrable for $n\ge2$, so $S_n$ has the continuous density \[ f_n(s)=\frac1{2\pi}\int_\R\Phi(\xi)^ne^{-i\xi s}\dd\xi, \] which vanishes for $s<0$. Integrating over $s\in[0,y]$ and using Fubini's theorem gives $C_n(y)=\frac1{2\pi}\int_\R\Phi^nK_y$, and the integrand at $-\xi$ is the complex conjugate of the integrand at $\xi$. \end{proof} We evaluate the integral in Lemma~\ref{lem:inversion} for $n\in\{k-1,k\}$ and all $y$ needed simultaneously, as follows. \begin{itemize}[leftmargin=1.5em] \item On $[0,\Xi_1]$, where $\Xi_1$ is an integer with $|\Phi(\Xi_1)|^{n}0$. \subsection{Results} Table~\ref{tab:cert} lists the certified values. The exact binary64 values of $\gamma$ and $\beta$, and the cells and values of $\psi$, are included in the ancillary files. \begin{table}[ht] \centering \caption{Certified lower bounds for $M_k^{\cR}$, $\cR=\cR_k(u_0,\kappa)$ with \eqref{eq:params}. Here $Q_{\rm low}\le Q(F_\psi)$, ``loss'' bounds the term subtracted in Lemma~\ref{lem:restrict}, and the margin is $Q_{\rm low}-\text{loss}-m/\varrho$. The lattice spacing is $\eta=2^{-18}$ for $m=2$ and $\eta=2^{-19}$ for $m\ge3$. All bounds are rounded in the safe direction.}\label{tab:cert} \small \setlength{\tabcolsep}{5pt} \begin{tabular}{rrllllll} \toprule $m$ & $k$ & $\gamma$ & $\beta$ & $Q_{\rm low}$ & loss & $m/\varrho$ & margin \\ \midrule 2 & $2{,}355$ & $1.028016828$ & $2.8$ & $7.6201538$ & $3.3\cdot10^{-7}$ & $7.6200346$ & $1.18\cdot10^{-4}$ \\ 3 & $111{,}300$ & $1.021466024$ & $3.929974771$ & $11.4301517$ & $2.9\cdot10^{-19}$ & $11.4300519$ & $9.98\cdot10^{-5}$ \\ 4 & $5{,}129{,}500$ & $1.017798184$ & $3.310796618$ & $15.2401167$ & $3.6\cdot10^{-34}$ & $15.2400692$ & $4.75\cdot10^{-5}$ \\ 5 & $234{,}360{,}000$ & $1.014304631$ & $3.373928705$ & $19.0501196$ & $3.9\cdot10^{-34}$ & $19.0500865$ & $3.31\cdot10^{-5}$ \\ \bottomrule \end{tabular} \end{table} The certified lower bounds lie $1$--$4\cdot10^{-4}$ below floating-point evaluations of $Q(F_\psi)$. The difference comes almost entirely from replacing $\Psi$ by its lower bound $\ell_r$ on lattice cells, and a finer lattice would allow slightly smaller $k$. \section{Admissible tuples}\label{sec:tuples} Table~\ref{tab:tuples} lists the admissible tuples used. \begin{table}[ht] \centering \caption{Admissible $k$-tuples.}\label{tab:tuples} \small \begin{tabular}{rrlr} \toprule $m$ & $k$ & construction & diameter \\ \midrule 2 & $2{,}355$ & database \cite{Su} & $20{,}370$ \\ 3 & $111{,}300$ & greedy sieve on $[-558\,707,\ 838\,061]$, $z=300$ & $1{,}380{,}156$ \\ 4 & $5{,}129{,}500$ & greedy sieve on $[-38\,025\,000,\ 46\,475\,000]$, $z=10^4$ & $82{,}959{,}170$ \\ 5 & $234{,}360{,}000$ & the first $k$ primes greater than $k$ & $5{,}040{,}082{,}836$ \\ \bottomrule \end{tabular} \end{table} For $m=2$ we used the admissible $2355$-tuple of diameter $20{,}370$ from the database of narrow admissible tuples \cite{Su}. For $m=3,4$ we used a variant of the shifted greedy sieve of \cite[\S10.2.2]{P8b}: starting from the even integers in the interval of Table~\ref{tab:tuples}, remove those divisible by an odd prime $p\le z$; then, for each prime $zk$. For $k=234{,}360{,}000$ these primes run from $234{,}360{,}017$ to $5{,}274{,}442{,}853$, since $\pi(234{,}360{,}000)=12{,}868{,}673$ and $\pi(5{,}274{,}442{,}853)=247{,}228{,}673$. We computed them with a segmented sieve and confirmed these values with an independent prime-counting computation. Admissibility of the tuples for $m=2,3,4$ was checked at every prime $p\le k$ by two independently written programs. One counts residues for small $p$ and probes for an empty class for large $p$. The other finds, for every $p\le k$, a residue class modulo $p$ and verifies directly that it contains no element of the tuple. \section{Proof of Theorem~\ref{thm:main}}\label{sec:proof} Let $\omega,\delta,\varrho,u_0,\kappa$ be as in \eqref{eq:params}; then $240\omega+80\delta<3$, $u_0<\delta/\varrho$ and $\kappa<(\frac14+\frac\delta2)/\varrho$. Let $(m,k)$ be one of the rows of Table~\ref{tab:cert}, with the corresponding $\gamma,\beta,\psi$, and let $\cR:=\cR_k(u_0,\kappa)$, a closed, permutation-invariant down-set by \S\ref{sec:criterion} and Lemma~\ref{lem:region}(i). The function $F_\psi\one_\cR$ is square-integrable, has bounded support contained in $\cR$, and by Lemma~\ref{lem:restrict} and Table~\ref{tab:cert} satisfies \[ M_k^{\cR}\ge Q(F_\psi\one_\cR)\ge Q_{\rm low}-\text{loss}>\frac m\varrho . \] (In particular $F_\psi\one_\cR\ne0$.) By Theorem~\ref{thm:criterion}, $\DHL[k,m+1]$ holds. Combined with the admissible $k$-tuples of Table~\ref{tab:tuples}, this gives the bounds for $H_m$ stated in Theorem~\ref{thm:main}. \qed \section{Remarks}\label{sec:remarks} \begin{enumerate}[leftmargin=1.5em] \item The cost of the region $\cR_k(u_0,\kappa)$ is negligible for these trial functions: the restriction loss is at most $3.3\cdot10^{-7}$ for $m=2$ and below $3\cdot10^{-19}$ for $m\ge3$. For $m=2$ the relevant constraint is rather the cap $\max_it_i\le\frac25\kappa\approx0.381$: coordinates above it are excluded from the support, and we kept $T$ below it, using $\beta=2.8$, i.e.\ $T\approx0.361$, whereas without the cap the optimal $\beta$ for this family would be about $3.8$, i.e.\ $T\approx0.49$. \item The threshold $m/\varrho$ is limited by the condition $240\omega+80\delta<3$ of Theorem~\ref{thm:E3}. The quotients of our trial functions are $\log k+O(1)$: they are at most $M_k\le\frac k{k-1}\log k$ \cite[Cor.~6.4]{P8b}, and in our range they exceed by about $0.05$ the quotients of the product trial function \eqref{eq:producttrial}, which are $\log k-O(1)$ \cite[\S6]{P8b}, \cite{Ro}. Hence an equidistribution estimate for triply densely divisible moduli at a level $\frac12+2\omega'$ with $\varrho'=\frac14+\omega'>\varrho$ would reduce the required $k$ by a factor of roughly $\exp(m/\varrho-m/\varrho')$. \item Since $240\omega+80\delta<3$ forces $\varrho<\frac14+\frac1{80}=\frac{21}{80}$, the threshold $m/\varrho$ in Theorem~\ref{thm:criterion} exceeds $\frac{80}{21}m\approx3.8095\,m$, while $M_k^{\cR}\le M_k\le\frac k{k-1}\log k$. So for large $m$ the method needs $\log k\ge(\frac{80}{21}+o(1))m$ and cannot improve Stadlmann's asymptotic bound $H_m\ll\exp(3.8075\,m)$ \cite[Thm.~2]{St}; its gain is for small $m$. \item The margins in Table~\ref{tab:cert} are small but rigorous. The values of $k$ were found by a coarse search, and slightly smaller values may be attainable with the same method. \end{enumerate} \section*{Acknowledgements} The computations, the adaptation of the Polymath framework in \S\S\ref{sec:criterion}--\ref{sec:trial}, and the drafting of this paper were carried out with substantial assistance from Claude, an AI system developed by Anthropic (the sessions were configured to use the model Claude Opus 5.5). Further sessions of the same system re-derived the arguments of \S\S\ref{sec:criterion}--\ref{sec:cert}, audited the certification code, recomputed several quantities with separately written code, and re-checked the admissible tuples and the citations. \section*{Data and code} The ancillary files contain: the programs used for the certificates (\S\ref{sec:cert}) and their exact inputs ($\gamma$, $\beta$, the cells and the values of $\psi$ for each $m$); the output of a complete re-run of the four certificates with these programs; the admissible tuples for $m=2,3$; the program that constructs the tuple for $m=4$, with the SHA-256 checksum of its output; the program that computes the tuple for $m=5$ and an independent check of it; the two admissibility checkers; a test of the floating-point sine and cosine and the program used to intercept FLINT's polynomial multiplication (\S\ref{sec:cert}); and logs of all these computations. 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