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2026-08-29 · article unsolved problemscriticalitythe structure of proof

Problems remain only at the exact edge — what can be proved is always only the side with no slack

Line up the mathematical problems that have gone unsolved for a long time, and every one of them sits at strict criticality. That is not a coincidence but the result of selection, and what can be proved is always only the side with no slack — the witnessable side, the positive-proportion side. This article is about why, and about one distinction that actually gets used, which comes out of it.

This article cuts across. What each individual problem is, and what was measured on this machine, is on the side of the article for that problem — Collatz / Riemann / Erdős #169 / Lovász / BSD. What is dealt with here is only what becomes visible when they are lined up against a single measure.

Leanmachine-checked (Lean 4 + mathlib, standard axioms only, no sorryAx, no native_decide; theorem names given) paperproved, not yet machine-checked computationchecked on this machine, within the range stated; not a claim made to the outside knowna restatement, a known theorem, or a check of the literature

The order of this article
  1. Observation — strict criticality appears in all five problems
  2. Why — problems with slack have already fallen to methods that use the slack
  3. Why proofs lean to one side — "there is no slack" can be witnessed
  4. The third column — a positive proportion can be hit with averages; a zero-proportion defect is invisible to them
  5. So "how much is understood" is not the distance to a settlement
  6. Counterexamples — four that were crossed even at criticality
  7. Correction — what criticality blocks is only "methods that use slack"
  8. The usable form — identify at the outset the quantity whose being pushed down is the proof
  9. The range within which this claim holds
  10. Sources and reproduction

01

Observation — strict criticality appears in all five problems

ProblemThe criticality that appearsStrict?
The Collatz conjectureIn the family of maps (qn+r)/pv, the only integer multiplier for which the expected ratio is 1 is q = 3strict (LeanShiori.qcrit_eq_three)
The Riemann hypothesisΛ = 0 exactly (Λ ≥ 0 is a theorem, Λ ≤ 0 is the conjecture)strict (Rodgers–Tao 2018)
The Erdős conjecture on arithmetic progressionsThe logarithmic exponent θ = 1 is the boundary between divergence and convergence. k=4 is just below itstrict (the convergence condition of the dyadic sum)
The Lovász conjectureAll four known exceptions (five if K₂ is counted) have "no cycle but a path"fact (confirmed by constructing the four)
The Szekeres setExactly optimal for M ≤ 52, beaten at M = 53strict (integer programming)

All five critical. And not "roughly" but "exactly".
These are different problems from different fields. Is this a coincidence?


02

Why — problems with slack have already fallen to methods that use the slack

Most proofs in mathematics have the shape "it holds with slack to spare". You bound something slightly larger than the quantity you want and conclude that there is still enough. Problems on which that move works get solved by that move.

What is left is the problems where that move cannot work in principle — that is, the critical ones.
So when you gather the unsolved problems and look at them, criticality is all you see. It is the result of selection.

The sharpest evidence is inside a single problem

Compare different problems and you cannot tell whether the difference is one of difficulty or of criticality. Within a single problem, only the side with slack has fallen — that shape turns up four times.

ProblemThe side with slackThe side without slack

The Erdős arithmetic progression conjecture is the clearest. k = 3 was settled because the exponent of the upper bound went past 1 (slack appeared); k = 4 is unsolved because it has not gone past 1. And for k=4, the very people who produced that upper bound write in their paper that "this is the limit of our method".

The limit of the method and the position of the criticality are in the same place.
That is no coincidence. The reach of a method is "the range where there is slack", and criticality is its edge.


03

Why proofs lean to one side — "there is no slack" can be witnessed

In a critical problem, what can be proved is always the "no slack" side. This comes not from a difference in difficulty but from a difference in the shape of the evidence.

to show "there is no slack"exhibit oneit is enough to find one piece of evidence somewhere that kills the slack. You can point at it
to show "criticality is not crossed"speak about allyou have to say there is no exception anywhere. There is nothing to point at
Theorem provedWhat was witnessed
Λ ≥ 0 (Rodgers–Tao 2018)The irregularity of the zeros. If Λ < 0, the zeros would have to be more regular than they actually are — and that was shown not to be so
q = 3 is the only criticalityThe single line p²−p−1 > p for p ≥ 3
The Lovász conjecture has four exceptionsThe four graphs were constructed
Szekeres is not optimal at M=53One 17-element set better than it was found
The wall at k=4That the method does not reach was said from the side of the method

Meanwhile the Riemann hypothesis (Λ ≤ 0), the convergence of Collatz and the Lovász conjecture all have to say "there is no exception anywhere". There is nothing to point at.

This asymmetry shows up most clearly in Λ

What Λ is, and why these two directions demand exactly opposite information, is written on the side of the Riemann hypothesis. Only the shape is extracted here.

What is to be shownInformation neededIn hand?
Λ ≥ 0 (no slack)A lower bound on the irregularity of the zerosyes (unconditionally)
Λ ≤ 0 (= the Riemann hypothesis)An upper bound on the irregularity of the zerosNo. And that is as hard as the Riemann hypothesis itself

The two directions demand opposite kinds of information. And only one of them is in hand.
The answer to "why could only one side be proved" is here.


04

The third column — a positive proportion can be hit with averages; a zero-proportion defect is invisible to them

known "Witnessable" can be restated one step further. The side that is proved is a claim about a positive-proportion phenomenon; the side that is not proved is a claim about the absence of a zero-proportion defect.

ProblemThe positive-proportion side (proved)The zero-proportion side (open)
The Riemann hypothesisThe zeros are not equally spaced in local average ⟹ Λ ≥ 0 (Rodgers–Tao). A claim about a positive proportion of the zeros, within reach of tools that take averagesNot one zero lies off the critical line ⟺ Λ ≤ 0. Zeros off the line, if any, could have density 0
The Collatz conjectureAlmost every orbit attains an almost bounded value (Tao 2019). A claim about a positive proportion of orbitsThere is no cycle; no orbit diverges. A claim about a single orbit

Something of density 0 is not seen by any correlation, any moment, or any asymptotic formula. Knowing that the zeros are perfectly regular by every measure would not give the Riemann hypothesis.
Averages see what is crowded and not what is sparse. Only one side could be proved because only one side is a claim about the crowded part. The same tools proved the one and did not prove the other.

Logical form does not explain the direction. Λ ≤ 0 ⟺ ∀ρ: Re ρ = 1/2 is Π₁, and Λ ≥ 0 ⟺ ∀t<0 ∃ a non-real zero is Π₂; the one higher in the hierarchy is the one that is proved. It is not the number of quantifiers but the density of the evidence — a positive proportion or a zero proportion — that fixes the direction.


05

So "how much is understood" is not the distance to a settlement

Only the witnessable side gets filled in, so no amount of partial results piles up into getting closer to a settlement.

ProblemThe quantity that is movingHistoryWhy it is not enough

"67.250 % of the zeros lie on the critical line" is a theorem. "The Riemann hypothesis is 67.250 % proved" is not.
The former is a theorem about a different proposition, and a state of being 67 % proved does not exist.

The same applies to the verified range, to the lower bound on the length of a cycle, and to the number of graphs examined. All of them are only widening "the range in which no counterexample has yet been found", which is not a proof that there is none.


06

Counterexamples — four that were crossed even at criticality

The claim so far is, as it stands, false. There are problems that were critical and yet were solved.

ProblemWas it critical?WhoWhat crossed it

The sensitivity conjecture is especially telling. Even though the value √n is attained exactly (critical), it was solved in 2 pages. "Critical, therefore unsolvable" is false.


07

Correction — what criticality blocks is only "methods that use slack"

Being critical does not mean being unsolvable.
What criticality blocks is only one kind of move: make some slack and push with an inequality.
Every method that has walked that road stops there. The only ones that do not stop are the ones that bring in a different structure.

And when the four that crossed are lined up, they have the same shape.

What was crossedThe language brought inThe language of the original problem
The sensitivity conjectureEigenvalues of a matrix (a signed hypercube)combinatorics, Boolean functions
Fermat's Last TheoremModularity (modular forms and elliptic curves)Diophantine equations
The Poincaré conjectureRicci flow and surgery (geometric analysis)topology
The prime number theoremComplex analysis (the location of zeros in the complex plane)number theory

All four bring in a language from outside the problem.
And in Fermat's Last Theorem, not one of 150 years' worth of partial results was used. It was not crossed from the side that had been piling up; what crossed it came from outside.

What crossed was not quantity but shape.


08

The usable form — identify at the outset the quantity whose being pushed down is the proof

Everything so far comes down to one practical distinction.

When taking on a critical problem, the first thing to do is to identify "the quantity whose being pushed all the way down is itself the proof".
If there is none, then no progress at all is headed towards a settlement.

When there is one — moving it gets you closer

Progress on "the quantity whose being pushed down is the proof" (vertical axis logarithmic)dashed = reach it and it is a proof
ProblemQuantityTargetNow

Λ moved from 0.5 to 0.22, and then to 0.2. Make it 0, and that is the proof itself. From below it is closed by Rodgers–Tao's Λ ≥ 0, so all that is left is pushing the upper bound down to 0 (candidates from 2026 that have not been peer-reviewed reach 0.172 — How far the published logs alone reach).

The twin prime gap has the same structure. Until 2013 it was not even known to be finite. Then it became 7×10⁷, and then 246. Make it 2 and it is a proof.

When there is none — moving it does not get you closer

Two kinds of "progress"one heads for the target, the other runs past its side
QuantityWhat it becomes if pushed all the way
The upper bound on Λ to 0The proof of the Riemann hypothesis itself
The twin prime gap to 2The proof of the twin prime conjecture itself
The logarithmic exponent θ above 1The proof of the Erdős arithmetic progression conjecture itself
The proportion κ of zeros to 100 %A different proposition. That all the zeros are on the line and that the proportion is 1 are different things
Extending the verified range of CollatzA different proposition. It is not a proof that there is no counterexample
Increasing the number of graphs examinedA different proposition. It is a search for a counterexample, not a proof that there is none

Two completely different things wear the face of the same "progress".
One is advancing towards the target. The other is running past the side of it, at the same speed.
Decide which one it is at the outset.


09

The range within which this claim holds

Content
holdsIn the problems listed here, only "the side with slack" has been solved within a single problem (four cases)
holdsThe results that were proved all have a "witnessable" shape (five cases), and are on the positive-proportion side (two cases)
holdsProblems split in two according to whether or not there is "a quantity whose being pushed down is the proof"
does not holdThat this is a law. The possibility that the chosen problems are a biased sample has not been ruled out
does not holdThe definition of "criticality". A different quantity is called critical in each problem (a multiplier, a constant, an exponent, a number of exceptions). There is no unified definition
does not hold"A density-0 defect is invisible to every average" is stated as a principle, not as a theorem. As a theorem it would need the form "every averaging functional of the zero configuration is invariant under moving finitely many zeros"
does not holdThe description of the four that crossed as "bringing in a language from outside" is hindsight. It was not known at the time that it was a language from outside

On novelty

Every part of this article is already known.

PartState
"Hard problems are what is left because the easy ones were solved"A mere truth value. Not new
"Λ ≥ 0 comes out of a lower bound on the irregularity"Rodgers–Tao's argument itself
"Λ is a quantity whose being pushed down is a proof; κ is not"A known distinction
"A density-0 set is invisible to analytic methods"A standard restatement of the limits of analytic methods
"Sieve methods have a parity barrier"Classical

What may be new is only the arrangement. Several problems lined up against the same measure and classified by whether or not there is "a quantity whose being pushed down is the proof" — that was not found within the range searched. But that is "was not found", not "does not exist".


Sources and reproduction

NumberKindSource
Λ ≥ 0theoremRodgers–Tao (2018), arXiv:1801.05914
Λ ≤ 0.2 / 0.22 / 1/2theoremPlatt–Trudgian (2021) / Polymath 15 (2019) / de Bruijn (1950)
Prime pair gap ≤ 7×10⁷ / ≤ 246theoremZhang (2013) / Maynard, Polymath 8b (2014)
The settlement of k=3 (θ = 1+c)theoremBloom–Sisask (2020)
The upper bound for k=4 (θ = c < 1)theoremGreen–Tao (2017)
Almost every Collatz orbittheoremTao (2019), arXiv:1909.03562
The weak Goldbach conjecturetheoremHelfgott (2013)
BSD for rank ≤ 1theoremGross–Zagier (1986), Kolyvagin (1988)
The sensitivity conjecturetheoremHuang (2019)
q = 3 is the only criticalitymachine-checkedShiori.qcrit_eq_three, qcrit_not_int_of_three_le (the Lean verification bundle)
Szekeres is beaten at M=53computed on this machineExact maximisation by integer programming
The construction of the four Lovász exceptionscomputed on this machineVertex transitivity and Hamiltonicity confirmed by machine

* The concrete value of the exponent c for k=4 in Erdős #169 has not been checked. Only the qualitative fact "smaller than 1" is used.

Revised 2026-09-17: fully rewritten.