A finite set forge with an entropy ledger

The Half Entropy Could Not Reach

Build a family of sets, close it under unions, and count which element appears most often. A second live ledger follows the entropy calculation from the sharp independent-sampling threshold to a slightly higher published refereed floor, while keeping Frankl's one-half target visibly open.

Choose sets. The browser checks every ordered pair. If a required union is absent, close the family with one press. Only then does the theorem badge switch on.

Layer one · the family

Make union closure bite

Ground set and presets

Every selected tile is one distinct set.

Sets, mCalculating
Ordered pairs checkedCalculating
Most frequentCalculating
Maximum fractionCalculating

Checking closure

elementinteger frequencyfractionfrom refereed floorfrom one halfshare
Layer two · the entropy ledger

Let every union report where it went

Draw two sets independently and uniformly from your family. The table enumerates the exact distribution of their union. The marginal calculation below it is the independent-coupling mechanism that produced the first sharp threshold.

Ordered drawsCalculating
H(A), bitsCalculating
H(A ∪ B), bitsCalculating
Entropy changeCalculating

Exact union histogram

unioncountprobabilityentropy contribution

Independent element marginals

elementpq = 2p - p²h(p)h(q)

Coupling threshold instrument

Move off equality, then solve back to it

Solving the selected equation
Loading the equation from the live solver

The check

Recomputing the complete receipt

Waiting for live integer arithmetic
Waiting for live root residuals
Show every ordered pair and its union
ABA ∪ Bpresent

Choices, conventions, and approximations

What remains open

Frankl's assertion that some element occurs in at least half of every finite nontrivial union-closed family remains unresolved in the cited peer-reviewed paper published on 1 April 2026. The cited sources supply neither an accepted general proof nor a counterexample. Liu's larger value remains conditional, and Cambie's last reported digits still depend on numerical and graphical global-minimum confirmation rather than a complete calculus or interval proof.

Primary sources and status

  1. Justin Gilmer, A constant lower bound for the union-closed sets conjecture, arXiv:2211.09055, submitted 16 November 2022 and revised 28 November 2022. preprint
  2. Will Sawin, An improved lower bound for the union-closed set conjecture, arXiv:2211.11504, submitted 21 November 2022 and revised 19 June 2023. preprint
  3. Zachary Chase and Shachar Lovett, Approximate union closed conjecture, arXiv:2211.11689, submitted 21 November 2022. preprint
  4. Ryan Alweiss, Brice Huang, and Mark Sellke, Improved Lower Bound for Frankl's Union-Closed Sets Conjecture, The Electronic Journal of Combinatorics 31(3), P3.35, published 20 September 2024, DOI:10.37236/12232. peer-reviewed
  5. Lei Yu, Dimension-Free Bounds for the Union-Closed Sets Conjecture, Entropy 25(5), 767, published 8 May 2023, DOI:10.3390/e25050767. peer-reviewed
  6. Stijn Cambie, Better bounds for the union-closed sets conjecture using the entropy approach, arXiv:2212.12500v2, submitted 23 December 2022 and revised 16 February 2025. preprint
  7. Jingbo Liu, Improving the Lower Bound for the Union-closed Sets Conjecture via Conditionally IID Coupling, arXiv:2306.08824, submitted 15 June 2023. preprint
  8. Rein van der Hout and Kees Roos, Some results and conjectures related to Frankl's union closed conjecture, Journal of Applied and Numerical Optimization 8(1), 11 to 18, published 1 April 2026, DOI:10.23952/jano.8.2026.1.02. peer-reviewed

Offline differential verifier: node research/the-half-entropy-could-not-reach/verify-the-half-entropy-could-not-reach.mjs