GPT 6 Astra Ultra attempt on Math-5948
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Erdős Problem 858
Statement and result.
Let $M(N)$ be the maximum of $\sum_{a\in A}1/a$ over $A\subseteq\{1,\ldots,N\}$ having no pair $a,b$ with $b=at$, $t>1$, and least prime factor $P^-(t)>a$. We reconstruct the known asymptotic solution \[ M(N)=(c+o(1))\log N,\qquad c=0.6187712111\ldots, \] with an integral definition of $c$ below. The restriction $t>1$ excludes the meaningless self-pair. The argument follows the note linked by the problem page and credited there to Przemysław Chojecki and GPT-5.4 Pro.The divisibility tree.
Write $a\prec b$ when $b=at$, $t>1$, and every prime divisor of $t$ exceeds $a$. This relation is transitive: in a product of two successive quotients, the primes of the first exceed $a$, and those of the second exceed the intermediate integer and hence $a$.Factor $n=p_1\cdots p_s$ with $p_1\leq\cdots\leq p_s$, and let $P_j=p_1\cdots p_j$, $P_0=1$. The proper ancestors of $n$ are exactly those $P_j$, $j<s$, for which $p_{j+1}>P_j$. Indeed, if $a\prec n$, every prime factor of $n$ at most $a$, with its full multiplicity in $n$, belongs to $a$. All prime factors of $a$ are at most $a$, so $a$ is precisely an initial prefix product. The converse is immediate.
These ancestors form a chain. Let $\pi(n)$ be the largest proper ancestor of $n>1$; every such $n$ has ancestor 1. Joining $n$ to $\pi(n)$ gives a rooted tree on $\{1,\ldots,N\}$, and the admissible sets in the question are exactly its antichains.
Let $F_N(a)$ be the maximum reciprocal weight of an antichain in the subtree rooted at $a$. Distinct child subtrees are incomparable, so \[ F_N(a)=\max\left\{\frac1a,\ \sum_{\pi(b)=a}F_N(b)\right\}, \qquad B_N(a)=a\sum_{\pi(b)=a}F_N(b). \tag{1} \] In particular $M(N)=F_N(1)$. At $a$, continuing to the children is optimal exactly when $B_N(a)\geq1$, with continuation chosen at a tie.
A threshold is eventually optimal.
Every $ap\leq N$ with prime $p>a$ is a child of $a$: the prefix characterization leaves no ancestor strictly between them. Define \[ P_N(a)=\sum_{a<p\leq N/a}\frac1p, \qquad Q_N(a)=\sum_{\substack{a<p\leq q\\p,q\text{ prime}\\apq\leq N}}\frac1{pq}. \] Let $L=\lfloor N^{1/4}\rfloor$. For $a\leq L$, $1$ and the prime children give \[ B_N(a)\geq P_N(a)\geq P_N(L)=\log3+o(1)>1, \tag{2} \] by Mertens' estimate for reciprocal primes.If $a>L$, then $a>N^{1/4}$. For any child $n=at$, the quotient $t\leq N/a<a^3$ has every prime factor above $a$, so it is either a prime or a product of two primes, with repetition allowed. Conversely every $apq\leq N$ with $a<p\leq q$ is a child. Its only possible intermediate ancestor is $ap$, but $ap>a^2>\sqrt N$ and $q\leq N/(ap)<\sqrt N<ap$, which rules that out. All these children exceed $a^2>\sqrt N$ and are leaves: any proper descendant of $b$ exceeds $b^2$. Hence \[ B_N(a)=P_N(a)+Q_N(a)\qquad(a>L). \tag{3} \] The right-hand side is nonincreasing in the integer $a$, because both summation domains shrink, and is zero for $a\geq\sqrt N$. Equations $2$--$3$ imply that, for all sufficiently large $N$, there is an integer $K_N\geq L$ for which \[ B_N(a)\geq1\ (a\leq K_N),\qquad B_N(a)<1\ (a>K_N). \] Thus the optimal policy continues below this threshold and stops above it. In particular, with $\pi(1)=0$, the frontier \[ A_N(K)=\{n\leq N:\pi(n)\leq K<n\} \] has maximum weight when $K=K_N$. This establishes eventual exact frontier optimality; it does not assert an exact frontier theorem for every small $N$.
Sweeping the frontier.
Set $A_N(0)=\{1\}$, $S_N(K)=\sum_{n\in A_N(K)}1/n$, and $C_N(a)=\sum_{\pi(b)=a}1/b$. Passing from $K-1$ to $K$ removes $K$ and inserts its children, so \[ S_N(K)-S_N(K-1)=C_N(K)-1/K. \] Every $n>1$ is exactly one child, whence $\sum_a C_N(a)=H_N-1$. Also $C_N(a)=0$ for $a\geq\sqrt N$. Writing $J=\lfloor\sqrt N\rfloor$, we obtain, for $L\leq K\leq J$, \[ S_N(K)=H_N-H_J+ \sum_{K<a\leq J}\frac{1-P_N(a)-Q_N(a)}a. \tag{4} \] Here $a>K\geq L$, so $3$ applies.Uniform asymptotics above the quarter-power layer.
For $u\in[1/4,1/2]$, define \[ \Phi(u)=\log\frac{1-u}{u}+ \begin{cases} \displaystyle\int_u^{(1-u)/2}\frac1v \log\frac{1-u-v}{v}\,dv,&u<1/3,\\[4pt] 0,&u\geq1/3. \end{cases} \tag{5} \] Uniformly for integers $a\in(N^{1/4},\sqrt N]$, with $u=\log a/\log N$, Mertens' estimate gives \[ P_N(a)=\log\frac{1-u}{u}+o(1),\qquad P_N(a)+Q_N(a)=\Phi(u)+o(1). \tag{6} \] For clarity, the second estimate follows by summing first over the smaller prime $p$, with $v=\log p/\log N$. The inner prime sum is \[ \sum_{p\leq q\leq N/(ap)}\frac1q =\log\frac{1-u-v}{v}+o(1), \qquad u<v\leq(1-u)/2. \] The lower-endpoint correction $1/p$ tends uniformly to zero. Mertens' formula and partial summation convert the outer reciprocal-prime sum to the integral in $5$. Uniformity follows because all logarithmic coordinates lie in the compact interval $[1/4,1/2]$, the integrand and its first derivatives are bounded there on the stated domain, and the total outer reciprocal-prime weight is bounded. If $u\geq1/3$, no such semiprime quotient exists and $Q_N(a)=0$.The function $\Phi$ is continuous and strictly decreasing. Its first term is strictly decreasing; on the integral's domain its positive integrand decreases as $u$ increases, while the integration interval shrinks. Moreover \[ \Phi(1/4)\geq\log3>1,\qquad \Phi(1/3)=\log2<1. \] There is therefore a unique $\alpha\in(1/4,1/3)$ with $\Phi(\alpha)=1$. Equation $6$, the threshold property, and strict monotonicity imply \[ \frac{\log K_N}{\log N}\longrightarrow\alpha. \] Indeed, at exponents at least a fixed distance below or above $\alpha$, $6$ puts $B_N$ uniformly above or below 1.
The extremal constant.
Insert $K=K_N$ into $4$. The uniform error in $6$, summed against $1/a$, is $o(\log N)$. Since $H_N-H_J=\tfrac12\log N+O(1)$, the remaining harmonic Riemann sum gives \[ \boxed{\quad M(N)=(c+o(1))\log N,\qquad c=\frac12+\int_\alpha^{1/2}(1-\Phi(u))\,du, \quad\Phi(\alpha)=1.\quad} \] Numerical quadrature yields $\alpha\approx0.28043830989$ and $c\approx0.6187712111$. These decimal values are illustrative; the integral and unique-root characterization define the constant rigorously.Attribution and assessment.
This reconstructs the Bellman-recursion and quarter-power-layer proof in The asymptotic constant in Erdős problem #858, https://www.ulam.ai/research/erdos858-asymptotic.pdf, linked and credited on https://www.erdosproblems.com/858, checked 24 September 2026. Mertens' reciprocal-prime estimate is the standard external analytic input; the tree structure, threshold argument, frontier identity, and deduction of the asymptotic are supplied above. No novelty or local Lean verification is claimed.Completion rate estimate: 100%.