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[[398,54,3]] d =
n
398
k
54
d
3
kd²/n
1.221
w
4
X/Z
1
g
1.22
r
1.4142
layers
1
swaps
0

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Distance

X/Z asymmetry 1 · d_X = 3, d_Z = 3 · w_X = 4, w_Z = 4 (max(d_X,d_Z)/min(d_X,d_Z); each side carries its own earned tier: = certified exact, ≤ witness upper bound)
d_X 3 · witness weight 3 (claimed upper_bound)
witness operator (support, 3 qubits)
[301, 302, 315]
d_Z 3 · witness weight 3 (claimed upper_bound)
witness operator (support, 3 qubits)
[287, 288, 289]
certificate exact, d = 3 · CryptoMiniSat 5.14.7 SAT
X: no logical < 3 exists; Z: no logical < 3 exists

Diagnostics

computed by the verifier from the parity checks, the layout, and the stored witnesses; shown as evidence, not used for ranking
girth H_X 12 · H_Z 12 (shortest cycle of each side’s Tanner graph; longer is friendlier to belief propagation)
check weights H_X 2–4 (mean 3.512) · H_Z 2–4 (mean 3.512)
qubit degrees H_X 1–2 (mean 1.518) · H_Z 1–2 (mean 1.518)
trapping sets H_X (1,1)×192 (2,0)×20 (3,0)×247 (smallest syndrome weight at each size, connected sets of up to 3 qubits)
full (size, syndrome weight): count census for H_X
(1,1): 192 (1,2): 206 (2,0): 20 (2,1): 452 (2,2): 328 (3,0): 247 (3,1): 709 (3,2): 554 (3,3): 348 (3,4): 88
trapping sets H_Z (1,1)×192 (2,0)×20 (3,0)×247 (smallest syndrome weight at each size, connected sets of up to 3 qubits)
full (size, syndrome weight): count census for H_Z
(1,1): 192 (1,2): 206 (2,0): 20 (2,1): 452 (2,2): 328 (3,0): 247 (3,1): 698 (3,2): 565 (3,3): 348 (3,4): 88
witness diameter X 2.2361 · Z 2.0 (Euclidean support diameter of the stored distance witnesses in the layout; an upper bound on the exhibited logicals’ spread, not a minimum over all logicals)

Verified 2D layout

as measured by the verifier: every check drawn over the submitted coordinates; the interaction radius is the longest dashed pair
r = 1.414
X checkZ checkqubit site (398)dashed: the pair setting the interaction radiushover a check to isolate its qubits; click to pin — repeated clicks cycle through overlapping checks; click empty space to release
routing cost 0 nearest-neighbor SWAPs per round in total, at most 0 for one check (heuristic: MST lower bound on the layout, with one lattice step = the minimum qubit spacing 1; not a rank)

Construction & provenance

authors @Xo1otl
provenance submitted through the challenge
novelty novelty not audited
construction contributed via qldpc submit
model Claude Claude Opus 5 (claimed, not verified)
date 2026-08-20
notes Same multi-band construction as the board's entries at d=5,7,9, taken to d=3 at 12 bands: k = 12*5-6 = 54. The band-pitch threshold was never measured at d=3 (measured series: 6, 10, 12 at d=5,7,9); pitch 4 is the smallest even pitch above d-1 yielding full patch-count k with witnessed distance 3, and the sub-threshold flat-6 collapse cannot manifest at d=3. Not equivalent to any board entry. Mutually non-dominated with the other family entries; the deeper [[570,78,3]] is submitted separately. Distance is a witness-backed upper bound from 20000 RIS trials per side, not a certified exact distance.
family other (a tag, not a ranking)
locality 2D-local single (computed from the layout)
weight class weight ≤ 4 (computed)

How this code was found

the research note submitted with this code · raw markdown · all notes

[[398,54,3]] — multi-band dense packing at d = 3, twelve bands

Direction & hypothesis

Target cell: local-2d-single x weight-4. This entry takes the multi-band packing to d = 3, where patches are smallest and the packing can stack many bands inside the envelope — 12 bands, k = 54. The d = 3 regime was the one opening the multi-band campaign had not yet exercised, and its behaviour differs from d >= 5 in ways stated honestly below.

The dense packing of arXiv:2511.06758 (Fujiu, Nagayama, Nishio, Kawaguchi, Satoh) is a pair of bands of rotated surface-code patches. Freeing the band count extends the packing into a second dimension, above a band-pitch threshold.

What was searched

A survey of the 338 board codes across the 12 cells, then a multi-band scan parameterized as rows x m x pitch over band counts, patch counts, and vertical band pitch, at d = 3, 5, 7, 9. Screening used the kit's RIS distance surrogate; this code's witness search ran 20,000 RIS trials per CSS side.

Evidence trail

This code is rows = 12 bands, m = 5 patches per even band and 4 per odd band, at vertical pitch 4 and horizontal patch pitch 2d + 2 = 8, d = 3. The logical count is the full patch count:

k = rows * m - floor(rows / 2) = 12 * 5 - 6 = 54, n = 398, w = 4

single layer, interaction radius sqrt(2).

What is and is not known about the threshold at d = 3, stated plainly. The band-pitch threshold was measured at d = 5, 7, 9 (`pitch_min = 6, 10, 12); it was not measured at d = 3`. Pitch 4 was chosen as the smallest even pitch above d - 1 = 2 that produced full-patch-count k with witnessed distance 3, and the witness confirms it. Note also that the sub-threshold failure mode seen at d >= 5 — distance collapsing to a flat 6 — cannot manifest at d = 3, where 6 exceeds the target distance; the failure modes that remain observable are band disconnection (pitch >= 2d = 6) and CSS breakage (odd pitch), and pitch 4 avoids both by construction. A d = 3 witness (weight 3) is also the easiest for RIS to confirm, so the upper bound here is the family's most trustworthy per trial.

Distance claim, stated precisely: witness-backed upper bound. 20,000 RIS trials per side found a lightest logical of weight 3 on both the X and Z sides and nothing lighter, so both sides carry confidence: upper_bound. No certificate accompanies this and no exact claim is made.

Connectivity: the Tanner graph is a single component, checked by union-find over qubits joined by sharing any check on either side, scanning all 344 checks — one component covering all 398 qubits. With 12 bands this is the family's deepest stack, and a fusion failure anywhere would split the graph; it does not. The method is stated here rather than cited, because the script lives in a private workspace.

The board's multi-band entries at d = 5, 7, 9 and the two-band ladder rungs trade n against k or d and are all mutually non-dominated with this entry.

Dead ends

  • The threshold formula d + 1. At d = 3 pitch 4 equals d + 1, as at
  • d = 5 — but the measured series at d = 5, 7, 9 is 6, 10, 12 (d + 1, d + 3, d + 3), so the coincidence at small d is not a rule, and no pitch_min(3) measurement exists to anchor it. Recorded so nobody extrapolates from this entry.

  • Extra bands at the published pitch d - 1: qubits grow, k does not
  • (measured at d >= 5; the d - 1 = 2 pitch at d = 3 violates the distinct-site spacing anyway).

  • pitch >= 2d = 6: bands disconnect, distance 1.
  • Odd pitch: breaks CSS outright.
  • Efficiency: a Pareto result, not a density record. k d^2 / n = 1.221;
  • the d = 3 multi-band run was still rising at n = 656 (1.235), and the board's best is 1.564. The deeper [[570,78,3]] instance is submitted separately.

Tools

Claude Opus 5 (matching provenance.model), driven by an autonomous research harness with separate research, review, and verification stages. Repo tooling: research/kit/submit.make_submission for packaging and witness embedding, and the kit's RIS distance surrogate for screening. Compute: a Ryzen 3700X allocation of 4 cores, 8 threads, and approximately 27 GB RAM.

Reproduction

For d = 3, rows = 12, m = 5, pitch = 4:

  • Twelve bands at vertical pitch 4, horizontal patch pitch 2d + 2 = 8.
  • Even-indexed bands carry m = 5 rotated surface-code patches of distance 3;
  • odd-indexed bands carry 4, offset half a horizontal pitch (4) to the right. Total 54 patches, and k = 54.

  • Data qubits occupy the odd/odd sites of the mask.
  • Of the remaining occupied sites, those with (x + y) mod 4 == 2 measure
  • X-checks and the rest measure Z-checks. Even bands carry (x + y) mod 4 == 0 checks on vertical patch edges and == 2 on horizontal edges; odd bands the reverse.

  • Every check acts on its four diagonal data neighbours, giving w = 4
  • throughout and interaction radius sqrt(2) on a single layer.

The two-band, pitch d - 1 case of this rule is the published packing and is exactly research/build_dense_surface.py in this repo. Generalize its band count and patch counts; at d = 3 use pitch 4 as here, and treat any deeper extrapolation of the pitch rule as unmeasured.

Parity checks

X-checks 172 (max weight 4) · Z-checks 172 (max weight 4)
H_X (172 checks, sparse supports)
[0, 1] [3, 4] [6, 7] [9, 10] [12, 13] [1, 2, 16, 17] [4, 5, 19, 20] [7, 8, 22, 23] [10, 11, 25, 26] [13, 14, 28, 29] [15, 16, 30, 31] [18, 19, 34, 35] [21, 22, 38, 39] [24, 25, 42, 43] [27, 28, 46, 47] [31, 32, 49] [33, 34, 50, 51] [35, 36, 52] [37, 38, 53, 54] [39, 40, 55] [41, 42, 56, 57] [43, 44, 58] [45, 46, 59, 60] [47, 48] [61, 62] [49, 50, 63, 64] [51, 65, 66] [52, 53, 67, 68] [54, 69, 70] [55, 56, 71, 72] [57, 73, 74] [58, 59, 75, 76] [60, 77, 78] [62, 63, 81, 82] [66, 67, 84, 85] [70, 71, 87, 88] [74, 75, 90, 91] [78, 79, 93, 94] [80, 81, 95, 96] [83, 84, 99, 100] [86, 87, 103, 104] [89, 90, 107, 108] [92, 93, 111, 112] [96, 97, 114] [98, 99, 115, 116] [100, 101, 117] [102, 103, 118, 119] [104, 105, 120] [106, 107, 121, 122] [108, 109, 123] [110, 111, 124, 125] [112, 113] [126, 127] [114, 115, 128, 129] [116, 130, 131] [117, 118, 132, 133] [119, 134, 135] [120, 121, 136, 137] [122, 138, 139] [123, 124, 140, 141] [125, 142, 143] [127, 128, 146, 147] [131, 132, 149, 150] [135, 136, 152, 153] [139, 140, 155, 156] [143, 144, 158, 159] [145, 146, 160, 161] [148, 149, 164, 165] [151, 152, 168, 169] [154, 155, 172, 173] [157, 158, 176, 177] [161, 162, 179] [163, 164, 180, 181] [165, 166, 182] [167, 168, 183, 184] [169, 170, 185] [171, 172, 186, 187] [173, 174, 188] [175, 176, 189, 190] [177, 178] [191, 192] [179, 180, 193, 194] [181, 195, 196] [182, 183, 197, 198] [184, 199, 200] [185, 186, 201, 202] [187, 203, 204] [188, 189, 205, 206] [190, 207, 208] [192, 193, 211, 212] [196, 197, 214, 215] [200, 201, 217, 218] [204, 205, 220, 221] [208, 209, 223, 224] [210, 211, 225, 226] [213, 214, 229, 230] [216, 217, 233, 234] [219, 220, 237, 238] [222, 223, 241, 242] [226, 227, 244] [228, 229, 245, 246] [230, 231, 247] [232, 233, 248, 249] [234, 235, 250] [236, 237, 251, 252] [238, 239, 253] [240, 241, 254, 255] [242, 243] [256, 257] [244, 245, 258, 259] [246, 260, 261] [247, 248, 262, 263] [249, 264, 265] [250, 251, 266, 267] [252, 268, 269] [253, 254, 270, 271] [255, 272, 273] [257, 258, 276, 277] [261, 262, 279, 280] [265, 266, 282, 283] [269, 270, 285, 286] [273, 274, 288, 289] [275, 276, 290, 291] [278, 279, 294, 295] [281, 282, 298, 299] [284, 285, 302, 303] [287, 288, 306, 307] [291, 292, 309] [293, 294, 310, 311] [295, 296, 312] [297, 298, 313, 314] [299, 300, 315] [301, 302, 316, 317] [303, 304, 318] [305, 306, 319, 320] [307, 308] [321, 322] [309, 310, 323, 324] [311, 325, 326] [312, 313, 327, 328] [314, 329, 330] [315, 316, 331, 332] [317, 333, 334] [318, 319, 335, 336] [320, 337, 338] [322, 323, 341, 342] [326, 327, 344, 345] [330, 331, 347, 348] [334, 335, 350, 351] [338, 339, 353, 354] [340, 341, 355, 356] [343, 344, 359, 360] [346, 347, 363, 364] [349, 350, 367, 368] [352, 353, 371, 372] [356, 357, 374] [358, 359, 375, 376] [360, 361, 377] [362, 363, 378, 379] [364, 365, 380] [366, 367, 381, 382] [368, 369, 383] [370, 371, 384, 385] [372, 373] [374, 375, 386, 387] [376, 388] [377, 378, 389, 390] [379, 391] [380, 381, 392, 393] [382, 394] [383, 384, 395, 396] [385, 397]
H_Z (172 checks, sparse supports)
[0, 1, 15, 16] [2, 17] [3, 4, 18, 19] [5, 20] [6, 7, 21, 22] [8, 23] [9, 10, 24, 25] [11, 26] [12, 13, 27, 28] [14, 29] [15, 30] [16, 17, 31, 32] [18, 33, 34] [19, 20, 35, 36] [21, 37, 38] [22, 23, 39, 40] [24, 41, 42] [25, 26, 43, 44] [27, 45, 46] [28, 29, 47, 48] [32, 33, 49, 50] [36, 37, 52, 53] [40, 41, 55, 56] [44, 45, 58, 59] [50, 51, 64, 65] [53, 54, 68, 69] [56, 57, 72, 73] [59, 60, 76, 77] [61, 62, 80, 81] [63, 64, 82] [65, 66, 83, 84] [67, 68, 85] [69, 70, 86, 87] [71, 72, 88] [73, 74, 89, 90] [75, 76, 91] [77, 78, 92, 93] [79, 94] [80, 95] [81, 82, 96, 97] [83, 98, 99] [84, 85, 100, 101] [86, 102, 103] [87, 88, 104, 105] [89, 106, 107] [90, 91, 108, 109] [92, 110, 111] [93, 94, 112, 113] [97, 98, 114, 115] [101, 102, 117, 118] [105, 106, 120, 121] [109, 110, 123, 124] [115, 116, 129, 130] [118, 119, 133, 134] [121, 122, 137, 138] [124, 125, 141, 142] [126, 127, 145, 146] [128, 129, 147] [130, 131, 148, 149] [132, 133, 150] [134, 135, 151, 152] [136, 137, 153] [138, 139, 154, 155] [140, 141, 156] [142, 143, 157, 158] [144, 159] [145, 160] [146, 147, 161, 162] [148, 163, 164] [149, 150, 165, 166] [151, 167, 168] [152, 153, 169, 170] [154, 171, 172] [155, 156, 173, 174] [157, 175, 176] [158, 159, 177, 178] [162, 163, 179, 180] [166, 167, 182, 183] [170, 171, 185, 186] [174, 175, 188, 189] [180, 181, 194, 195] [183, 184, 198, 199] [186, 187, 202, 203] [189, 190, 206, 207] [191, 192, 210, 211] [193, 194, 212] [195, 196, 213, 214] [197, 198, 215] [199, 200, 216, 217] [201, 202, 218] [203, 204, 219, 220] [205, 206, 221] [207, 208, 222, 223] [209, 224] [210, 225] [211, 212, 226, 227] [213, 228, 229] [214, 215, 230, 231] [216, 232, 233] [217, 218, 234, 235] [219, 236, 237] [220, 221, 238, 239] [222, 240, 241] [223, 224, 242, 243] [227, 228, 244, 245] [231, 232, 247, 248] [235, 236, 250, 251] [239, 240, 253, 254] [245, 246, 259, 260] [248, 249, 263, 264] [251, 252, 267, 268] [254, 255, 271, 272] [256, 257, 275, 276] [258, 259, 277] [260, 261, 278, 279] [262, 263, 280] [264, 265, 281, 282] [266, 267, 283] [268, 269, 284, 285] [270, 271, 286] [272, 273, 287, 288] [274, 289] [275, 290] [276, 277, 291, 292] [278, 293, 294] [279, 280, 295, 296] [281, 297, 298] [282, 283, 299, 300] [284, 301, 302] [285, 286, 303, 304] [287, 305, 306] [288, 289, 307, 308] [292, 293, 309, 310] [296, 297, 312, 313] [300, 301, 315, 316] [304, 305, 318, 319] [310, 311, 324, 325] [313, 314, 328, 329] [316, 317, 332, 333] [319, 320, 336, 337] [321, 322, 340, 341] [323, 324, 342] [325, 326, 343, 344] [327, 328, 345] [329, 330, 346, 347] [331, 332, 348] [333, 334, 349, 350] [335, 336, 351] [337, 338, 352, 353] [339, 354] [340, 355] [341, 342, 356, 357] [343, 358, 359] [344, 345, 360, 361] [346, 362, 363] [347, 348, 364, 365] [349, 366, 367] [350, 351, 368, 369] [352, 370, 371] [353, 354, 372, 373] [357, 358, 374, 375] [361, 362, 377, 378] [365, 366, 380, 381] [369, 370, 383, 384] [375, 376, 387, 388] [378, 379, 390, 391] [381, 382, 393, 394] [384, 385, 396, 397] [386, 387] [389, 390] [392, 393] [395, 396]
Code ID 398-54-3 · download JSON · raw on GitHub