Latest result

A reproducible narrowing experiment in the non-polycube lattice search.

complete A₂-sliced census

Long runs expose hidden tilers—and narrow hard survivors

We enumerated every connected union of 9 and 10 consecutive-layer A₂ alcoves in the chosen rigid-lattice model, then used exact translational-quotient screens to remove the easy periodic cases. The size-10 pass alone checked 98,537 tiles. A complete determinant-12 campaign then exhausted all 455 eight-copy quotients for eight recovered size-9 leads: two have exact periodic tilings, while six survive every quotient in that screen. A subsequent determinant-15 campaign found a third hidden tiler: size-10 tile 36194 has a replayed nine-copy translational quotient. For recovered size-9 leader 04636, exhaustive substitution screens now also reject every connected five-copy parent at scale 2 in both symmetry models: 17,707 proper and 931,637 reflected metatiles. The same complete reflected screen now closes leader 01085 across 68,758 proper and 1,109,220 reflected five-copy metatiles, with a fresh geometric replay of every obstruction. A ten-million-node continuation also closes most of the hard nine-copy quotient classes for size-10 leaders 36141 and 35323: 81/85 and 77/85 orbit classes are now exact-negative.

This is a search success, not an aperiodicity claim: the survivors are hard benchmark cases whose larger periodic domains—or failure to tile—remain unresolved. Every positive quotient carries a replayed scale-2 quotient-cluster substitution; every reported five-copy rejection has a replayed atomic local obstruction.

22,607
size-9 tiles
98,537
size-10 tiles
3
replayed long-domain discoveries
8 + 9
tile quotient sizes
949,344
04636 five-copy parents excluded
1,177,978
01085 five-copy parents excluded
81 / 85
36141 nine-copy orbits excluded

Playgrounds

Small working environments for testing geometric tree search ideas.

geometric corner tree search

Held Circle Packings

Choose integer bends and search for circles held inside the unit disk by surrounding tangencies. Step through symmetry-reduced branches or open a catalog of verified numerical packings.

Open circle packing search

3D multi-species growth laboratory

Materials Growth Lab: hundreds to one million atoms

Start from 216 known colored atomic positions, learn overlapping cluster types, and watch one search reconstruct the observed window before continuing toward a 1,048,576-atom represented target across crystal, quasicrystal, and amorphous controls.

Open live growth lab

exact aperiodic search laboratory

Penrose Model-Set Tiler

Select genuine P2 kite–dart and P3 rhomb prototiles, mix them on their common exact cyclotomic atom support, and replay every speculative placement, early prune, and rollback.

Open Penrose tiler

live decision laboratory

A₂ Online Tiler

Grow a patch around an arbitrary initial tile, or draw a closed A₂ boundary and ask whether Hat, Turtle, or a mixture tiles it. The search begins unmarked and learns only from exhausted branches.

Open live tiler

step-through experiment

Hat GCTS: failure writes the marking

Start with no marking, try Hat placements, and watch failed branches become sparse geometric mismatch certificates without invalidating the accepted patch.

Open demonstration
A2 Turtle and Hat tiling studio preview

interactive A2 playground

Turtle, Hat, and Custom Tiling Studio

Repeat a Turtle, Hat, or custom closed lattice loop around a single tile, Trefoil, or Hexagon center. Includes an exact A2 point editor and online mismatch learning.

Open studio
3D lattice tiler preview

interactive playground

3D Lattice Tiler

A browser-only JavaScript playground for lattice polyhedra and polycubes on Z^3, with mixed tile systems, custom polycubes, live search metrics, and search-tree inspection.

Launch playground

What GCTS Studies

GCTS sits near constraint programming, exact cover, tiling search, and geometric deep learning, but emphasizes the growing search tree itself: frontier choices, symmetry classes of moves, reusable patches, and checkable local certificates.