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esh-pfi-infrastructure/services/semif-serve/bench-jev-2026-09-30/tables.md
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vh 475d6d6bcb docs: Jev candidate bench vs SemIf (fv-ml1 GPU 3) — Intern-Decision-4B is the replacement if SemIf is displaced
Operator ask relayed by brokkr-smithy-dev. Positive control (SemIf 187/231,
hard 0.613) reproduced exactly; negative control and a 4-restart noise floor
(0 flips) measured. On our replaced-baseline sets no candidate beats SemIf-with-
rotations beyond the ~4-pt floor; Intern-Decision-4B native matches it at one
ordering, is better on Wyrd, fits 9.7/10.3 GB and is 1.5-2.3x faster. JevBench
rank does not transfer. Raw per-item data kept out of git.
2026-09-30 05:00:45 -07:00

25 KiB
Raw Blame History

Key table

system fits 12 GiB? rest / peak MiB JevBench all /231 · hard /111 pooled /259 single · rot Wyrd /84 single · rot Δ pooled vs SemIf single (95% CI) Δ pooled vs SemIf rot (95% CI) 21 criteria, ms 16 × ~3,900 tok, ms
SemIf (Qwen3.5-4B), baseline yes: 9242 (9242–9250) / 12918 (12886–12918) 187 · 68 217 · 232 71 · 71 baseline baseline 131 (131–132) 505 (502–519)
Plumb-4B, native yes: 12064 / 12064 207 (206–207) · 89 (88–89) 224 (224–226) · 227 (227–228) 65 · 67 +2.7 (-2.7..+7.9) -1.9 (-5.4..+1.5) 294 (292–295) 3378 (3374–3384)
Plumb-4B, drop-in yes: 9242 / 12918 206 · 88 221 · 224 66 · 67 +1.5 (-3.7..+6.6) -3.1 (-6.8..+0.4) 131 (131–132) 506 (506–507)
Imajev-4B, native yes: 10404 / 11056 199 · 80 235 · 236 68 · 69 +6.9 (+1.6..+12.2) +1.5 (-2.5..+5.6) 1219 (1212–1230) 5125 (5054–5140)
Intern-Decision-4B, native yes: 9736 / 10290 202 · 83 240 · 236 79 · 77 +8.9 (+4.7..+13.2) +1.5 (-2.0..+5.0) 88 (88–89) 215 (213–216)
Intern-Decision-4B, drop-in yes: 9242 / 12918 202 · 85 232 · 233 74 · 73 +5.8 (+2.7..+9.0) +0.4 (-2.3..+3.1) 132 508 (500–516)
JevK5 v0.2, native yes: 12064 / 12064 198 (198–199) · 81 (81–82) 229 (228–229) · 228 67 (66–67) · 67 +4.6 (-0.8..+9.9) -1.5 (-4.9..+1.9) 291 (291–292) 3360 (3358–3368)
JevK5 v0.2, drop-in yes: 9242 / 12918 200 · 82 232 · 237 72 · 74 +5.8 (+1.1..+10.7) +1.9 (-1.1..+5.1) 132 518 (505–519)
JevK5 v0.3, native yes: 12064 / 12064 202 · 86 227 · 226 66 · 65 +3.9 (-0.9..+8.5) -2.3 (-6.0..+1.4) 291 (291–292) 3363 (3355–3370)
JevK5 v0.3, drop-in yes: 9242 / 12918 201 · 85 227 · 227 69 · 66 +3.9 (-0.8..+8.2) -1.9 (-5.5..+1.8) 133 (131–133) 518 (506–521)

JevBench v1.2.16 public items (positive control + candidate score)

system repeats easy /48 standard /72 hard /111 all /231 all p50 ms
SemIf (Qwen3.5-4B), baseline 4 48 71 68 187 0.810 36
Plumb-4B, native 3 48 70 89 (88–89) 207 (206–207) 0.896 (0.892–0.896) 20
Plumb-4B, drop-in 3 48 70 88 206 0.892 36
Imajev-4B, native 4 48 71 80 199 0.861 62 (62–63)
Intern-Decision-4B, native 4 48 71 83 202 0.874 40
Intern-Decision-4B, drop-in 3 48 69 85 202 0.874 36
JevK5 v0.2, native 3 48 69 81 (81–82) 198 (198–199) 0.857 (0.857–0.861) 20 (20–21)
JevK5 v0.2, drop-in 3 48 70 82 200 0.866 36 (36–37)
JevK5 v0.3, native 3 48 68 86 202 0.874 20 (20–21)
JevK5 v0.3, drop-in 3 48 68 85 201 0.870 36

Replaced-baseline sets, single (caller order)

system pooled /259 authored144 perturb108 Cicada w1 /31 Cicada w2 /31 Wyrd /84 Wyrd place2 /21 Wyrd exit /21
SemIf (Qwen3.5-4B), baseline 217 116 83 30 20 71 21 16
Plumb-4B, native 224 (224–226) 130 (130–132) 84 29 19 65 21 10
Plumb-4B, drop-in 221 129 88 26 20 66 21 12
Imajev-4B, native 235 138 102 29 22 68 20 13
Intern-Decision-4B, native 240 132 100 29 22 79 21 19
Intern-Decision-4B, drop-in 232 128 102 30 19 74 21 17
JevK5 v0.2, native 229 (228–229) 132 85 (85–86) 30 16 67 (66–67) 21 12 (11–12)
JevK5 v0.2, drop-in 232 130 92 30 17 72 21 17
JevK5 v0.3, native 227 135 101 (101–102) 26 17 66 21 12
JevK5 v0.3, drop-in 227 132 99 26 21 69 21 15

Replaced-baseline sets, rotations (n rotations averaged)

system pooled /259 authored144 perturb108 Cicada w1 /31 Cicada w2 /31 Wyrd /84 Wyrd place2 /21 Wyrd exit /21
SemIf (Qwen3.5-4B), baseline 232 131 93 30 19 71 21 18
Plumb-4B, native 227 (227–228) 130 (130–131) 87 30 18 (17–18) 67 21 11
Plumb-4B, drop-in 224 129 92 28 18 67 21 13
Imajev-4B, native 236 138 101 29 23 69 20 13
Intern-Decision-4B, native 236 130 99 29 22 77 21 19
Intern-Decision-4B, drop-in 233 130 102 30 19 73 21 17
JevK5 v0.2, native 228 131 91 (90–91) 30 16 67 21 12
JevK5 v0.2, drop-in 237 133 93 30 16 74 21 20
JevK5 v0.3, native 226 135 101 26 16 65 20 12
JevK5 v0.3, drop-in 227 135 101 26 19 66 20 13

Wyrd as one request per turn (4 decisions over one state: SemIf /decide/shared, native multi-question request)

system repeats Wyrd /84 place /21 place2 /21 exit /21 exit2 /21
SemIf (Qwen3.5-4B), baseline 3 71 17 21 16 17
Plumb-4B, native 2 65 17 21 10 17
Plumb-4B, drop-in 3 66 17 21 12 16
Imajev-4B, native 3 68 19 20 13 16
Intern-Decision-4B, native 3 77 16 21 20 20
Intern-Decision-4B, drop-in 3 74 18 21 17 18
JevK5 v0.2, native 3 67 (66–67) 17 21 12 (11–12) 17
JevK5 v0.2, drop-in 3 73 18 21 18 16
JevK5 v0.3, native 3 66 18 21 12 15
JevK5 v0.3, drop-in 3 69 18 21 15 15

Null control (content-free state) and positive controls inside the spike sets, single ordering

system Cicada w1 blind /31 Wyrd blind /84 Cicada w1 controls /5 Wyrd controls /28
SemIf (Qwen3.5-4B), baseline 16 60 5 21
Plumb-4B, native 15 50 5 20
Plumb-4B, drop-in 15 60 4 21
Imajev-4B, native 16 48 5 24
Intern-Decision-4B, native 16 60 5 27
Intern-Decision-4B, drop-in 16 60 5 23
JevK5 v0.2, native 15 53 5 22 (21–22)
JevK5 v0.2, drop-in 15 60 5 23
JevK5 v0.3, native 16 60 5 20
JevK5 v0.3, drop-in 16 60 5 22

Paired against SemIf (each row's majority top over the repeats; group bootstrap 95% CI; exact McNemar)

system set cond SemIf cand fixed broken Δ pts 95% CI p
Plumb-4B, native pooled single 217/259 224/259 23 16 +2.7 -2.7..+7.9 0.3368
Plumb-4B, native pooled rotations 232/259 227/259 10 15 -1.9 -5.4..+1.5 0.4244
Plumb-4B, native authored144 single 116/144 130/144 22 8 +9.7 +1.4..+18.1 0.0161
Plumb-4B, native authored144 rotations 131/144 130/144 7 8 -0.7 -5.6..+3.5 1.0
Plumb-4B, native cicada-w1 single 30/31 29/31 0 1 -3.2 -9.7..+0.0 1.0
Plumb-4B, native cicada-w1 rotations 30/31 30/31 0 0 +0.0 +0.0..+0.0 1.0
Plumb-4B, native wyrd single 71/84 65/84 1 7 -7.1 -13.1..-1.2 0.0703
Plumb-4B, native wyrd rotations 71/84 67/84 3 7 -4.8 -11.9..+2.4 0.3438
Plumb-4B, native perturbations108 single 83/108 84/108 10 9 +0.9 -9.3..+11.1 1.0
Plumb-4B, native perturbations108 rotations 93/108 87/108 4 10 -5.6 -15.7..+3.7 0.1796
Plumb-4B, native cicada-w2 single 20/31 19/31 1 2 -3.2 -12.9..+6.5 1.0
Plumb-4B, native cicada-w2 rotations 19/31 18/31 1 2 -3.2 -16.1..+6.5 1.0
Plumb-4B, native pooled cand-single-vs-semif-rotations 232/259 224/259 10 18 -3.1 -7.3..+0.8 0.1849
Plumb-4B, native wyrd cand-single-vs-semif-rotations 71/84 65/84 3 9 -7.1 -15.5..+1.2 0.146
Plumb-4B, drop-in pooled single 217/259 221/259 21 17 +1.5 -3.7..+6.6 0.6271
Plumb-4B, drop-in pooled rotations 232/259 224/259 7 15 -3.1 -6.8..+0.4 0.1338
Plumb-4B, drop-in authored144 single 116/144 129/144 20 7 +9.0 +1.4..+16.7 0.0192
Plumb-4B, drop-in authored144 rotations 131/144 129/144 5 7 -1.4 -6.2..+3.5 0.7744
Plumb-4B, drop-in cicada-w1 single 30/31 26/31 0 4 -12.9 -25.8..-3.2 0.125
Plumb-4B, drop-in cicada-w1 rotations 30/31 28/31 0 2 -6.5 -16.1..+0.0 0.5
Plumb-4B, drop-in wyrd single 71/84 66/84 1 6 -6.0 -11.9..+0.0 0.125
Plumb-4B, drop-in wyrd rotations 71/84 67/84 2 6 -4.8 -11.9..+2.4 0.2891
Plumb-4B, drop-in perturbations108 single 83/108 88/108 12 7 +4.6 -5.6..+14.8 0.3593
Plumb-4B, drop-in perturbations108 rotations 93/108 92/108 6 7 -0.9 -10.2..+7.4 1.0
Plumb-4B, drop-in cicada-w2 single 20/31 20/31 1 1 +0.0 -9.7..+9.7 1.0
Plumb-4B, drop-in cicada-w2 rotations 19/31 18/31 0 1 -3.2 -9.7..+0.0 1.0
Plumb-4B, drop-in pooled cand-single-vs-semif-rotations 232/259 221/259 8 19 -4.2 -8.3..-0.4 0.0522
Plumb-4B, drop-in wyrd cand-single-vs-semif-rotations 71/84 66/84 2 7 -6.0 -13.1..+1.2 0.1797
Imajev-4B, native pooled single 217/259 235/259 30 12 +6.9 +1.6..+12.2 0.0079
Imajev-4B, native pooled rotations 232/259 236/259 14 10 +1.5 -2.5..+5.6 0.5413
Imajev-4B, native authored144 single 116/144 138/144 25 3 +15.3 +9.0..+21.5 0.0
Imajev-4B, native authored144 rotations 131/144 138/144 8 1 +4.9 +0.7..+9.0 0.0391
Imajev-4B, native cicada-w1 single 30/31 29/31 0 1 -3.2 -9.7..+0.0 1.0
Imajev-4B, native cicada-w1 rotations 30/31 29/31 0 1 -3.2 -9.7..+0.0 1.0
Imajev-4B, native wyrd single 71/84 68/84 5 8 -3.6 -13.1..+6.0 0.5811
Imajev-4B, native wyrd rotations 71/84 69/84 6 8 -2.4 -11.9..+7.1 0.7905
Imajev-4B, native perturbations108 single 83/108 102/108 20 1 +17.6 +8.3..+27.8 0.0
Imajev-4B, native perturbations108 rotations 93/108 101/108 9 1 +7.4 +1.9..+13.9 0.0215
Imajev-4B, native cicada-w2 single 20/31 22/31 3 1 +6.5 -6.5..+19.4 0.625
Imajev-4B, native cicada-w2 rotations 19/31 23/31 4 0 +12.9 +3.2..+25.8 0.125
Imajev-4B, native pooled cand-single-vs-semif-rotations 232/259 235/259 15 12 +1.2 -3.2..+5.5 0.7011
Imajev-4B, native wyrd cand-single-vs-semif-rotations 71/84 68/84 6 9 -3.6 -14.3..+6.0 0.6072
Intern-Decision-4B, native pooled single 217/259 240/259 28 5 +8.9 +4.7..+13.2 0.0001
Intern-Decision-4B, native pooled rotations 232/259 236/259 12 8 +1.5 -2.0..+5.0 0.5034
Intern-Decision-4B, native authored144 single 116/144 132/144 20 4 +11.1 +4.9..+18.1 0.0015
Intern-Decision-4B, native authored144 rotations 131/144 130/144 5 6 -0.7 -5.6..+4.2 1.0
Intern-Decision-4B, native cicada-w1 single 30/31 29/31 0 1 -3.2 -9.7..+0.0 1.0
Intern-Decision-4B, native cicada-w1 rotations 30/31 29/31 0 1 -3.2 -9.7..+0.0 1.0
Intern-Decision-4B, native wyrd single 71/84 79/84 8 0 +9.5 +3.6..+16.7 0.0078
Intern-Decision-4B, native wyrd rotations 71/84 77/84 7 1 +7.1 +1.2..+13.1 0.0703
Intern-Decision-4B, native perturbations108 single 83/108 100/108 20 3 +15.7 +4.6..+26.9 0.0005
Intern-Decision-4B, native perturbations108 rotations 93/108 99/108 9 3 +5.6 -2.8..+13.0 0.146
Intern-Decision-4B, native cicada-w2 single 20/31 22/31 2 0 +6.5 +0.0..+16.1 0.5
Intern-Decision-4B, native cicada-w2 rotations 19/31 22/31 4 1 +9.7 -3.2..+22.6 0.375
Intern-Decision-4B, native pooled cand-single-vs-semif-rotations 232/259 240/259 14 6 +3.1 -0.4..+6.7 0.1153
Intern-Decision-4B, native wyrd cand-single-vs-semif-rotations 71/84 79/84 9 1 +9.5 +2.4..+16.7 0.0215
Intern-Decision-4B, drop-in pooled single 217/259 232/259 18 3 +5.8 +2.7..+9.0 0.0015
Intern-Decision-4B, drop-in pooled rotations 232/259 233/259 8 7 +0.4 -2.3..+3.1 1.0
Intern-Decision-4B, drop-in authored144 single 116/144 128/144 15 3 +8.3 +3.5..+13.9 0.0075
Intern-Decision-4B, drop-in authored144 rotations 131/144 130/144 5 6 -0.7 -4.9..+3.5 1.0
Intern-Decision-4B, drop-in cicada-w1 single 30/31 30/31 0 0 +0.0 +0.0..+0.0 1.0
Intern-Decision-4B, drop-in cicada-w1 rotations 30/31 30/31 0 0 +0.0 +0.0..+0.0 1.0
Intern-Decision-4B, drop-in wyrd single 71/84 74/84 3 0 +3.6 +0.0..+8.3 0.25
Intern-Decision-4B, drop-in wyrd rotations 71/84 73/84 3 1 +2.4 -2.4..+7.1 0.625
Intern-Decision-4B, drop-in perturbations108 single 83/108 102/108 20 1 +17.6 +7.4..+28.7 0.0
Intern-Decision-4B, drop-in perturbations108 rotations 93/108 102/108 9 0 +8.3 +2.8..+15.7 0.0039
Intern-Decision-4B, drop-in cicada-w2 single 20/31 19/31 0 1 -3.2 -9.7..+0.0 1.0
Intern-Decision-4B, drop-in cicada-w2 rotations 19/31 19/31 0 0 +0.0 +0.0..+0.0 1.0
Intern-Decision-4B, drop-in pooled cand-single-vs-semif-rotations 232/259 232/259 10 10 +0.0 -3.0..+3.1 1.0
Intern-Decision-4B, drop-in wyrd cand-single-vs-semif-rotations 71/84 74/84 4 1 +3.6 -1.2..+8.3 0.375
JevK5 v0.2, native pooled single 217/259 229/259 25 13 +4.6 -0.8..+9.9 0.073
JevK5 v0.2, native pooled rotations 232/259 228/259 9 13 -1.5 -4.9..+1.9 0.5235
JevK5 v0.2, native authored144 single 116/144 132/144 23 7 +11.1 +2.8..+18.8 0.0052
JevK5 v0.2, native authored144 rotations 131/144 131/144 7 7 +0.0 -4.9..+4.9 1.0
JevK5 v0.2, native cicada-w1 single 30/31 30/31 0 0 +0.0 +0.0..+0.0 1.0
JevK5 v0.2, native cicada-w1 rotations 30/31 30/31 0 0 +0.0 +0.0..+0.0 1.0
JevK5 v0.2, native wyrd single 71/84 67/84 2 6 -4.8 -10.7..+1.2 0.2891
JevK5 v0.2, native wyrd rotations 71/84 67/84 2 6 -4.8 -10.7..+1.2 0.2891
JevK5 v0.2, native perturbations108 single 83/108 85/108 10 8 +1.9 -7.4..+11.1 0.8145
JevK5 v0.2, native perturbations108 rotations 93/108 91/108 4 6 -1.9 -10.2..+5.6 0.7539
JevK5 v0.2, native cicada-w2 single 20/31 16/31 0 4 -12.9 -25.8..-3.2 0.125
JevK5 v0.2, native cicada-w2 rotations 19/31 16/31 0 3 -9.7 -19.4..+0.0 0.25
JevK5 v0.2, native pooled cand-single-vs-semif-rotations 232/259 229/259 11 14 -1.2 -5.0..+2.6 0.69
JevK5 v0.2, native wyrd cand-single-vs-semif-rotations 71/84 67/84 3 7 -4.8 -13.1..+2.4 0.3438
JevK5 v0.2, drop-in pooled single 217/259 232/259 24 9 +5.8 +1.1..+10.7 0.0135
JevK5 v0.2, drop-in pooled rotations 232/259 237/259 11 6 +1.9 -1.1..+5.1 0.3323
JevK5 v0.2, drop-in authored144 single 116/144 130/144 21 7 +9.7 +2.1..+17.4 0.0125
JevK5 v0.2, drop-in authored144 rotations 131/144 133/144 6 4 +1.4 -2.8..+5.6 0.7539
JevK5 v0.2, drop-in cicada-w1 single 30/31 30/31 0 0 +0.0 +0.0..+0.0 1.0
JevK5 v0.2, drop-in cicada-w1 rotations 30/31 30/31 0 0 +0.0 +0.0..+0.0 1.0
JevK5 v0.2, drop-in wyrd single 71/84 72/84 3 2 +1.2 -3.6..+6.0 1.0
JevK5 v0.2, drop-in wyrd rotations 71/84 74/84 5 2 +3.6 -2.4..+10.7 0.4531
JevK5 v0.2, drop-in perturbations108 single 83/108 92/108 13 4 +8.3 -0.9..+17.6 0.049
JevK5 v0.2, drop-in perturbations108 rotations 93/108 93/108 4 4 +0.0 -7.4..+6.5 1.0
JevK5 v0.2, drop-in cicada-w2 single 20/31 17/31 0 3 -9.7 -22.6..+0.0 0.25
JevK5 v0.2, drop-in cicada-w2 rotations 19/31 16/31 0 3 -9.7 -19.4..+0.0 0.25
JevK5 v0.2, drop-in pooled cand-single-vs-semif-rotations 232/259 232/259 10 10 +0.0 -3.2..+3.2 1.0
JevK5 v0.2, drop-in wyrd cand-single-vs-semif-rotations 71/84 72/84 3 2 +1.2 -3.6..+6.0 1.0
JevK5 v0.3, native pooled single 217/259 227/259 25 15 +3.9 -0.9..+8.5 0.1539
JevK5 v0.3, native pooled rotations 232/259 226/259 9 15 -2.3 -6.0..+1.4 0.3075
JevK5 v0.3, native authored144 single 116/144 135/144 24 5 +13.2 +6.9..+19.4 0.0005
JevK5 v0.3, native authored144 rotations 131/144 135/144 7 3 +2.8 -1.4..+7.6 0.3438
JevK5 v0.3, native cicada-w1 single 30/31 26/31 0 4 -12.9 -25.8..-3.2 0.125
JevK5 v0.3, native cicada-w1 rotations 30/31 26/31 0 4 -12.9 -25.8..-3.2 0.125
JevK5 v0.3, native wyrd single 71/84 66/84 1 6 -6.0 -10.7..-1.2 0.125
JevK5 v0.3, native wyrd rotations 71/84 65/84 2 8 -7.1 -13.1..-1.2 0.1094
JevK5 v0.3, native perturbations108 single 83/108 101/108 18 0 +16.7 +8.3..+25.9 0.0
JevK5 v0.3, native perturbations108 rotations 93/108 101/108 8 0 +7.4 +1.9..+13.9 0.0078
JevK5 v0.3, native cicada-w2 single 20/31 17/31 0 3 -9.7 -19.4..+0.0 0.25
JevK5 v0.3, native cicada-w2 rotations 19/31 16/31 0 3 -9.7 -19.4..+0.0 0.25
JevK5 v0.3, native pooled cand-single-vs-semif-rotations 232/259 227/259 11 16 -1.9 -5.5..+1.5 0.4421
JevK5 v0.3, native wyrd cand-single-vs-semif-rotations 71/84 66/84 2 7 -6.0 -11.9..+0.0 0.1797
JevK5 v0.3, drop-in pooled single 217/259 227/259 24 14 +3.9 -0.8..+8.2 0.1433
JevK5 v0.3, drop-in pooled rotations 232/259 227/259 10 15 -1.9 -5.5..+1.8 0.4244
JevK5 v0.3, drop-in authored144 single 116/144 132/144 22 6 +11.1 +4.9..+17.4 0.0037
JevK5 v0.3, drop-in authored144 rotations 131/144 135/144 8 4 +2.8 -1.4..+7.6 0.3877
JevK5 v0.3, drop-in cicada-w1 single 30/31 26/31 0 4 -12.9 -25.8..-3.2 0.125
JevK5 v0.3, drop-in cicada-w1 rotations 30/31 26/31 0 4 -12.9 -25.8..-3.2 0.125
JevK5 v0.3, drop-in wyrd single 71/84 69/84 2 4 -2.4 -7.1..+2.4 0.6875
JevK5 v0.3, drop-in wyrd rotations 71/84 66/84 2 7 -6.0 -11.9..+0.0 0.1797
JevK5 v0.3, drop-in perturbations108 single 83/108 99/108 17 1 +14.8 +6.5..+24.1 0.0001
JevK5 v0.3, drop-in perturbations108 rotations 93/108 101/108 8 0 +7.4 +1.9..+13.9 0.0078
JevK5 v0.3, drop-in cicada-w2 single 20/31 21/31 1 0 +3.2 +0.0..+9.7 1.0
JevK5 v0.3, drop-in cicada-w2 rotations 19/31 19/31 0 0 +0.0 +0.0..+0.0 1.0
JevK5 v0.3, drop-in pooled cand-single-vs-semif-rotations 232/259 227/259 10 15 -1.9 -5.2..+1.2 0.4244
JevK5 v0.3, drop-in wyrd cand-single-vs-semif-rotations 71/84 69/84 3 5 -2.4 -8.3..+3.6 0.7266

Noise floors

system A-vs-A in process (authored144): flips, max Δp across restarts, single (560 rows/pair): flips per pair, max Δp across restarts, rotations: flips per pair labelled rows whose top moved in ANY restart pair, single: pooled /259 · perturb /108 · Cicada w2 /31
SemIf (Qwen3.5-4B), baseline 0/144 Δp≤0.000, 0/144 Δp≤0.000, 0/144 Δp≤0.000, 0/144 Δp≤0.000 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000) 0, 0, 0, 0, 0, 0 0 · 0 · 0 (4 repeats)
Plumb-4B, native 0/144 Δp≤0.000, 0/144 Δp≤0.000, 0/144 Δp≤0.000 0 (Δp≤0.000), 2 (Δp≤0.043), 2 (Δp≤0.043) 0, 2, 2 2 · 0 · 0 (3 repeats)
Plumb-4B, drop-in 0/144 Δp≤0.000, 0/144 Δp≤0.000, 0/144 Δp≤0.000 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000) 0, 0, 0 0 · 0 · 0 (3 repeats)
Imajev-4B, native 0/144 Δp≤0.000, 0/144 Δp≤0.000, 0/144 Δp≤0.000, 0/144 Δp≤0.000 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000) 0, 0, 0, 0, 0, 0 0 · 0 · 0 (4 repeats)
Intern-Decision-4B, native 0/144 Δp≤0.000, 0/144 Δp≤0.000, 0/144 Δp≤0.000, 0/144 Δp≤0.000 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000) 0, 0, 0, 0, 0, 0 0 · 0 · 0 (4 repeats)
Intern-Decision-4B, drop-in 0/144 Δp≤0.000, 0/144 Δp≤0.000, 0/144 Δp≤0.000 0 (Δp≤0.128), 0 (Δp≤0.128), 0 (Δp≤0.000) 0, 0, 0 0 · 0 · 0 (3 repeats)
JevK5 v0.2, native 0/144 Δp≤0.000, 0/144 Δp≤0.000, 0/144 Δp≤0.000 0 (Δp≤0.000), 3 (Δp≤0.036), 3 (Δp≤0.036) 0, 2, 2 1 · 1 · 0 (3 repeats)
JevK5 v0.2, drop-in 0/144 Δp≤0.000, 0/144 Δp≤0.000, 0/144 Δp≤0.000 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000) 0, 0, 0 0 · 0 · 0 (3 repeats)
JevK5 v0.3, native 0/144 Δp≤0.000, 0/144 Δp≤0.000, 0/144 Δp≤0.000 1 (Δp≤0.051), 1 (Δp≤0.051), 0 (Δp≤0.000) 1, 1, 0 0 · 1 · 0 (3 repeats)
JevK5 v0.3, drop-in 0/144 Δp≤0.000, 0/144 Δp≤0.000, 0/144 Δp≤0.000 0 (Δp≤0.000), 0 (Δp≤0.000), 0 (Δp≤0.000) 0, 0, 0 0 · 0 · 0 (3 repeats)

Order sensitivity (authored144, single ordering vs the same request reordered) and the negative control

system reversed: label changes /144 reversed: max Δp shuffled: label changes shuffled: max Δp NEG: same top as unrotated /144 NEG: follows the description NEG: right vs original gold
SemIf (Qwen3.5-4B), baseline 30 0.89 29 0.89 14 119 17
Plumb-4B, native 15 0.54 (0.54–0.56) 10 0.44 (0.44–0.45) 24 (24–25) 106 (105–106) 27 (27–28)
Plumb-4B, drop-in 12 0.73 8 0.67 3 126 12
Imajev-4B, native 3 0.72 4 0.68 4 135 5
Intern-Decision-4B, native 8 0.60 5 0.46 10 122 14
Intern-Decision-4B, drop-in 10 0.98 12 (11–12) 0.94 (0.93–0.94) 5 127 10
JevK5 v0.2, native 13 (12–13) 0.72 10 0.64 (0.63–0.64) 20 114 21
JevK5 v0.2, drop-in 15 0.70 12 0.70 4 128 9
JevK5 v0.3, native 8 (7–8) 0.61 11 0.49 20 118 18
JevK5 v0.3, drop-in 4 0.53 5 0.51 4 133 5

Latency at our shape (loopback on fv-ml1, GPU 3; ms; median of all requests, run-median range)

system short1 e2e crit21 e2e crit21 server long1 e2e long16 e2e long16 server tokens crit21 / long16
SemIf (Qwen3.5-4B), baseline 37 (37–38) 131 (131–132) 119 (119–120) 186 (186–187) 505 (502–519) 486 (482–500) 62 / 3900
Plumb-4B, native 16 294 (292–295) 292 (290–293) 215 (212–215) 3378 (3374–3384) 3376 (3372–3382) 2489 / 63302
Plumb-4B, drop-in 37 131 (131–132) 120 (119–120) 186 506 (506–507) 487 (487–488) 62 / 3900
Imajev-4B, native 60 (60–61) 1219 (1212–1230) 1212 (1204–1223) 315 (310–315) 5125 (5054–5140) 5121 (5049–5135) 374 / 7925
Intern-Decision-4B, native 39 88 (88–89) 84 (84–85) 190 (189–191) 215 (213–216) 213 (211–214) 1083 / 4579
Intern-Decision-4B, drop-in 38 (37–38) 132 120 186 (186–188) 508 (500–516) 488 (481–497) 62 / 3900
JevK5 v0.2, native 16 291 (291–292) 289 (289–290) 212 3360 (3358–3368) 3358 (3356–3366) 2489 / 63302
JevK5 v0.2, drop-in 38 132 120 (119–120) 187 (185–188) 518 (505–519) 499 (486–500) 62 / 3900
JevK5 v0.3, native 16 291 (291–292) 289 (289–290) 212 3363 (3355–3370) 3361 (3353–3368) 2489 / 63302
JevK5 v0.3, drop-in 38 (37–39) 133 (131–133) 120 (119–121) 187 (186–188) 518 (506–521) 498 (487–501) 62 / 3900

VRAM (nvidia-smi, whole GPU 3, only our process on it) and capacity under the 12 GiB cap

system rest after warm-up MiB peak in sets+shapes MiB peak in capacity sweep MiB max rows @ short state max rows @ ~3,900 tok
SemIf (Qwen3.5-4B), baseline 9242 (9242–9250) 12918 (12886–12918) 12920 64 (next 96: 422) 16 (next 18: 503)
Plumb-4B, native 12064 12064 12064 128 (no failure up to the last step) 64 (no failure up to the last step)
Plumb-4B, drop-in 9242 12918 12920 64 (next 96: 422) 16 (next 18: 503)
Imajev-4B, native 10404 11056 11056 128 (no failure up to the last step) 64 (no failure up to the last step)
Intern-Decision-4B, native 9736 10290 10290 128 (no failure up to the last step) 64 (no failure up to the last step)
Intern-Decision-4B, drop-in 9242 12918 12920 64 (next 96: 422) 16 (next 18: 503)
JevK5 v0.2, native 12064 12064 12064 128 (no failure up to the last step) 64 (no failure up to the last step)
JevK5 v0.2, drop-in 9242 12918 – – –
JevK5 v0.3, native 12064 12064 – – –
JevK5 v0.3, drop-in 9242 12918 – – –