Plain language
What this result means
The feasibility rule is crisp, but the search space mixes positions with rotations and many possible contact graphs. Escaping the established eight-corner topology exposed a packing family that two strong prior methods had missed.
- All 55 cube pairs have a certified separating axis; the smallest certified gap is 4.69×10^-7.
- The C₃ structure contains two body-diagonal cubes, three near face centers, three edge-shifted cubes, and three tilted cubes.
- The result was a best-known improvement when produced. Friedman's live table now lists a smaller 2.88295+ construction by Haowei Lin.
Visual notes
How to read the result
Result table
A new C₃-symmetric packing beat both AlphaEvolve and the published 2026 benchmark.
| Cell | Baseline | Numaro | Delta | Note |
|---|---|---|---|---|
| Friedman 1998 | 2.912096 | 2.891999838 | -0.020096 | certified beat |
| AlphaEvolve 2025 | 2.894531 | 2.891999838 | -0.002531 | same objective reproduced |
| Berthold et al. 2026 | 2.894446781 | 2.891999838 | -0.002447 | published benchmark at discovery |
| Current public table | 2.88295+ | 2.891999838 | superseded | Haowei Lin, July 2026 |
Method
How it was found
Batched penalty optimization searched cube centers and unit quaternions under containment and separating-axis penalties, with diverse structural seeds rather than a fixed eight-corner template.
- Calibrated the objective on the published AlphaEvolve coordinates.
- Ran GPU multistart search across structurally different seeds.
- Refined the new C₃-symmetric basin near its feasibility wall.
- Certified containment and pair separation with interval arithmetic and two independent geometric checks.
Verification
How it was checked
The standalone verifier uses 200-bit interval separating-axis tests, convex-QP minimum distances, and point-in-cube sampling. It certifies all 55 pairs as separated and the bounding side at 2.891999838304098.
Scope
What is not being claimed
This is a feasible packing, not an optimality proof, and it is no longer the smallest public value. Its durable contribution is the independently certified C₃-symmetric construction that beat the published benchmark at discovery.
References
Baseline sources
Citation
How to cite
Numaro AI Autoresearch. "Eleven freely rotated cubes in a smaller containing cube." Numaro Research Report NUMARO-2026-019, 2026.
@techreport{numaro2026Packing11Unit,
title = {Eleven freely rotated cubes in a smaller containing cube},
author = {Numaro AI Autoresearch},
institution = {Numaro},
number = {NUMARO-2026-019},
year = {2026},
url = {https://numaro.tech/research/packing-11-unit-cubes-2026/}
}