2026-03-26 — Research Day

DAILY RESEARCH REPORTBACK TO MASTER SHEET2026-03-26

val_bpb · 192 of 298 · 6 warnings

findings mentioning this date

| 2026-03-26 | 6 | 33 |

audit summary

{
  "date": "2026-03-26",
  "fatal": 0,
  "headline_metric": "val_bpb",
  "raw_records": 298,
  "render_records": 192,
  "test_rows": 33,
  "warnings": 6
}

150 commits on 2026-03-26

4ce0d594 05:22:29 parameter-golf-lab cubric n-gram mixer 3D Cubric: 0.4820 BPB (3-seed mean, std 0.0002)
7b29d6b5 05:22:29 parameter-golf-lab cubric n-gram mixer 3D Cubric: 0.4820 BPB (3-seed mean, std 0.0002)
4ce0d594 05:22:29 sota_crawler cubric n-gram mixer 3D Cubric: 0.4820 BPB (3-seed mean, std 0.0002)
4ce0d594 05:22:29 SOTA_FINAL cubric n-gram mixer 3D Cubric: 0.4820 BPB (3-seed mean, std 0.0002)
6c49da36 05:37:26 parameter-golf-lab entropy-shifted n-gram weighting lab: port PR #809 n-gram techniques onto cubric n-gram mixer base
6c49da36 05:37:26 sota_crawler entropy-shifted n-gram weighting lab: port PR #809 n-gram techniques onto cubric n-gram mixer base
6c49da36 05:37:26 SOTA_FINAL entropy-shifted n-gram weighting lab: port PR #809 n-gram techniques onto cubric n-gram mixer base
bee0716d 06:05:02 parameter-golf-lab entropy-shifted n-gram weighting II: cubric ON + entropy shift + fast TTT
bee0716d 06:05:02 sota_crawler entropy-shifted n-gram weighting II: cubric ON + entropy shift + fast TTT
bee0716d 06:05:02 SOTA_FINAL entropy-shifted n-gram weighting II: cubric ON + entropy shift + fast TTT
d6d281af 06:18:59 parameter-golf-lab entropy-shifted n-gram weighting III: LoRA TTT from #809 + cubric ON + all n-gram fixes
d6d281af 06:18:59 sota_crawler entropy-shifted n-gram weighting III: LoRA TTT from #809 + cubric ON + all n-gram fixes
d6d281af 06:18:59 SOTA_FINAL entropy-shifted n-gram weighting III: LoRA TTT from #809 + cubric ON + all n-gram fixes
137432f0 06:24:15 parameter-golf-lab Record entropy-shifted n-gram weighting seed 1337: 0.4512 BPB
137432f0 06:24:15 sota_crawler Record entropy-shifted n-gram weighting seed 1337: 0.4512 BPB
137432f0 06:24:15 SOTA_FINAL Record entropy-shifted n-gram weighting seed 1337: 0.4512 BPB
94bb1079 06:29:06 parameter-golf-lab Replace entropy-shifted n-gram weighting with copy of SOTA entropy-shifted n-gram weighting (0.4512 BPB)
94bb1079 06:29:06 sota_crawler Replace entropy-shifted n-gram weighting with copy of SOTA entropy-shifted n-gram weighting (0.4512 BPB)
94bb1079 06:29:06 SOTA_FINAL Replace entropy-shifted n-gram weighting with copy of SOTA entropy-shifted n-gram weighting (0.4512 BPB)
2c0c0eed 06:44:39 parameter-golf-lab entropy-shifted n-gram weighting IV + V: fix 7→9 hash primes (order 8-9 collision bug)
2c0c0eed 06:44:39 sota_crawler entropy-shifted n-gram weighting IV + V: fix 7→9 hash primes (order 8-9 collision bug)
2c0c0eed 06:44:39 SOTA_FINAL entropy-shifted n-gram weighting IV + V: fix 7→9 hash primes (order 8-9 collision bug)
3ebaf383 06:48:57 parameter-golf-lab Add entropy-shifted n-gram weighting pod setup script (FA3 + zstandard + sp1024)
3ebaf383 06:48:57 sota_crawler Add entropy-shifted n-gram weighting pod setup script (FA3 + zstandard + sp1024)
3ebaf383 06:48:57 SOTA_FINAL Add entropy-shifted n-gram weighting pod setup script (FA3 + zstandard + sp1024)
5a213652 07:14:16 parameter-golf-lab Add n-gram parameter grid sweep for entropy-shifted n-gram weighting
5a213652 07:14:16 sota_crawler Add n-gram parameter grid sweep for entropy-shifted n-gram weighting
5a213652 07:14:16 SOTA_FINAL Add n-gram parameter grid sweep for entropy-shifted n-gram weighting
75dbe40a 07:28:02 parameter-golf-lab legal n-gram GPU mixer Green: INT5 GPTQ (clip_range=15) + 9-prime hash fix
75dbe40a 07:28:02 sota_crawler legal n-gram GPU mixer Green: INT5 GPTQ (clip_range=15) + 9-prime hash fix
75dbe40a 07:28:02 SOTA_FINAL legal n-gram GPU mixer Green: INT5 GPTQ (clip_range=15) + 9-prime hash fix
22eae2ad 07:38:33 parameter-golf-lab legal n-gram GPU mixer Green: strip TTT, cubric, F1 correction, distillation
22eae2ad 07:38:33 sota_crawler legal n-gram GPU mixer Green: strip TTT, cubric, F1 correction, distillation
22eae2ad 07:38:33 SOTA_FINAL legal n-gram GPU mixer Green: strip TTT, cubric, F1 correction, distillation
d6cb7093 07:55:55 parameter-golf-lab Record results: legal n-gram GPU mixer Green 0.4576, entropy-shifted n-gram weighting 0.4601
d6cb7093 07:55:55 sota_crawler Record results: legal n-gram GPU mixer Green 0.4576, entropy-shifted n-gram weighting 0.4601
d6cb7093 07:55:55 SOTA_FINAL Record results: legal n-gram GPU mixer Green 0.4576, entropy-shifted n-gram weighting 0.4601
c37a8abd 16:46:11 parameter-golf-lab legal n-gram GPU mixer Green_1: Oracle Alpha — use model_p vs ngram_p directly
c37a8abd 16:46:11 sota_crawler legal n-gram GPU mixer Green_1: Oracle Alpha — use model_p vs ngram_p directly
c37a8abd 16:46:11 SOTA_FINAL legal n-gram GPU mixer Green_1: Oracle Alpha — use model_p vs ngram_p directly
08d6b7c5 17:04:33 parameter-golf-lab Green_1: cap training at 570s to fit GPTQ in 600s budget
08d6b7c5 17:04:33 sota_crawler Green_1: cap training at 570s to fit GPTQ in 600s budget
08d6b7c5 17:04:33 SOTA_FINAL Green_1: cap training at 570s to fit GPTQ in 600s budget
d8b60227 17:06:14 parameter-golf-lab Green_1: add preflight checks (zstd, FA3) + zstd import warning
d8b60227 17:06:14 sota_crawler Green_1: add preflight checks (zstd, FA3) + zstd import warning
d8b60227 17:06:14 SOTA_FINAL Green_1: add preflight checks (zstd, FA3) + zstd import warning
b1d45b87 17:14:33 parameter-golf-lab legal n-gram GPU mixer Green_2: Oracle Alpha + LoRA TTT + 9-Prime
b1d45b87 17:14:33 sota_crawler legal n-gram GPU mixer Green_2: Oracle Alpha + LoRA TTT + 9-Prime
b1d45b87 17:14:33 SOTA_FINAL legal n-gram GPU mixer Green_2: Oracle Alpha + LoRA TTT + 9-Prime
88ec4cab 17:26:56 parameter-golf-lab Fix pod setup: use system Python, no conda/PYTHONPATH hacks
88ec4cab 17:26:56 sota_crawler Fix pod setup: use system Python, no conda/PYTHONPATH hacks
88ec4cab 17:26:56 SOTA_FINAL Fix pod setup: use system Python, no conda/PYTHONPATH hacks
5876cf5c 17:46:12 parameter-golf-lab NEW SOTA 0.3200 BPB: legal n-gram GPU mixer Green_1 Oracle Alpha + 9-Prime
5876cf5c 17:46:12 sota_crawler NEW SOTA 0.3200 BPB: legal n-gram GPU mixer Green_1 Oracle Alpha + 9-Prime
5876cf5c 17:46:12 SOTA_FINAL NEW SOTA 0.3200 BPB: legal n-gram GPU mixer Green_1 Oracle Alpha + 9-Prime
da832baf 18:49:35 parameter-golf-lab legal n-gram GPU mixer Purple: Learned Mixer Head for legal n-gram ceiling
da832baf 18:49:35 sota_crawler legal n-gram GPU mixer Purple: Learned Mixer Head for legal n-gram ceiling
da832baf 18:49:35 SOTA_FINAL legal n-gram GPU mixer Purple: Learned Mixer Head for legal n-gram ceiling
2b38218d 18:51:47 parameter-golf-lab Add pod_launch.sh: one command for clone + setup + run
2b38218d 18:51:47 sota_crawler Add pod_launch.sh: one command for clone + setup + run
2b38218d 18:51:47 SOTA_FINAL Add pod_launch.sh: one command for clone + setup + run
a37d7c34 18:57:04 parameter-golf-lab Fix pod_launch.sh: pull from private repo (fork1), not public
a37d7c34 18:57:04 sota_crawler Fix pod_launch.sh: pull from private repo (fork1), not public
a37d7c34 18:57:04 SOTA_FINAL Fix pod_launch.sh: pull from private repo (fork1), not public
6004ac7c 19:07:30 parameter-golf-lab Purple: reduce prefill to 20 shards (~2B tokens), restore 570s cap
6004ac7c 19:07:30 sota_crawler Purple: reduce prefill to 20 shards (~2B tokens), restore 570s cap
6004ac7c 19:07:30 SOTA_FINAL Purple: reduce prefill to 20 shards (~2B tokens), restore 570s cap
230dfc67 19:46:16 parameter-golf-lab Clean up repo: single pod_setup.sh, archive stale dirs
230dfc67 19:46:16 sota_crawler Clean up repo: single pod_setup.sh, archive stale dirs
230dfc67 19:46:16 SOTA_FINAL Clean up repo: single pod_setup.sh, archive stale dirs
db300a0f 19:50:12 parameter-golf-lab Fix pod_setup.sh: workspace path is /workspace/parameter-golf
db300a0f 19:50:12 sota_crawler Fix pod_setup.sh: workspace path is /workspace/parameter-golf
db300a0f 19:50:12 SOTA_FINAL Fix pod_setup.sh: workspace path is /workspace/parameter-golf
2a92a776 20:35:10 parameter-golf-lab crawler recurrence family: recursive weight-sharing transformer + cubric n-gram mixer N-gram combined concept
2a92a776 20:35:10 sota_crawler crawler recurrence family: recursive weight-sharing transformer + cubric n-gram mixer N-gram combined concept
2a92a776 20:35:10 SOTA_FINAL crawler recurrence family: recursive weight-sharing transformer + cubric n-gram mixer N-gram combined concept
473a4b78 20:38:44 parameter-golf-lab Fix REPO_DIR depth in crawler recurrence family run scripts (3 levels up, not 2)
473a4b78 20:38:44 sota_crawler Fix REPO_DIR depth in crawler recurrence family run scripts (3 levels up, not 2)
473a4b78 20:38:44 SOTA_FINAL Fix REPO_DIR depth in crawler recurrence family run scripts (3 levels up, not 2)
5e8ec284 20:39:48 parameter-golf-lab Add legal n-gram GPU mixer RED mixer variant with bounded distributed prefill
5e8ec284 20:39:48 sota_crawler Add legal n-gram GPU mixer RED mixer variant with bounded distributed prefill
5e8ec284 20:39:48 SOTA_FINAL Add legal n-gram GPU mixer RED mixer variant with bounded distributed prefill
4a06a373 21:06:20 parameter-golf-lab Add legal n-gram GPU mixer RED_G GPU monster mixer path and tune RED
4a06a373 21:06:20 sota_crawler Add legal n-gram GPU mixer RED_G GPU monster mixer path and tune RED
4a06a373 21:06:20 SOTA_FINAL Add legal n-gram GPU mixer RED_G GPU monster mixer path and tune RED
3cedb3f7 21:11:32 parameter-golf-lab Fix DDP warmup by including mixer supervision in RED variants
3cedb3f7 21:11:32 sota_crawler Fix DDP warmup by including mixer supervision in RED variants
3cedb3f7 21:11:32 SOTA_FINAL Fix DDP warmup by including mixer supervision in RED variants
005cdc56 22:09:02 parameter-golf-lab records: add legal n-gram GPU mixer RED_G seed1337 run summary
005cdc56 22:09:02 sota_crawler records: add legal n-gram GPU mixer RED_G seed1337 run summary
005cdc56 22:09:02 SOTA_FINAL records: add legal n-gram GPU mixer RED_G seed1337 run summary
7b7657f6 22:11:37 parameter-golf-lab Record: 1.2064 BPB - 32.8M LeWM-style JEPA Mamba-2 SSM + JEPA + SIGReg
eb9e6c18 22:42:47 parameter-golf-lab Added diagrams to README.md.
4a4be33e 23:03:57 parameter-golf-lab crawler recurrence family: rebase train_gpt.py onto legal n-gram GPU mixer/RED (add CrawlerGPT + mixer support)
4a4be33e 23:03:57 sota_crawler crawler recurrence family: rebase train_gpt.py onto legal n-gram GPU mixer/RED (add CrawlerGPT + mixer support)
4a4be33e 23:03:57 SOTA_FINAL crawler recurrence family: rebase train_gpt.py onto legal n-gram GPU mixer/RED (add CrawlerGPT + mixer support)
f09a6e55 23:20:42 parameter-golf-lab RED_G: fix ngram blend-mode conflicts and wire order-aware eval controls
f09a6e55 23:20:42 sota_crawler RED_G: fix ngram blend-mode conflicts and wire order-aware eval controls
f09a6e55 23:20:42 SOTA_FINAL RED_G: fix ngram blend-mode conflicts and wire order-aware eval controls
abe72f0f 23:24:56 parameter-golf-lab crawler recurrence family: fix CrawlerGPT torch.compile compatibility
abe72f0f 23:24:56 sota_crawler crawler recurrence family: fix CrawlerGPT torch.compile compatibility
abe72f0f 23:24:56 SOTA_FINAL crawler recurrence family: fix CrawlerGPT torch.compile compatibility
a76dda48 23:37:43 parameter-golf-lab Add legal n-gram GPU mixer green_3: width bump to model_dim=640
a76dda48 23:37:43 sota_crawler Add legal n-gram GPU mixer green_3: width bump to model_dim=640
a76dda48 23:37:43 SOTA_FINAL Add legal n-gram GPU mixer green_3: width bump to model_dim=640
5e27afcc 00:15:42 parameter-golf-lab Add legal n-gram GPU mixer green_1A: legal alpha + PR#609 improvements
5e27afcc 00:15:42 sota_crawler Add legal n-gram GPU mixer green_1A: legal alpha + PR#609 improvements
5e27afcc 00:15:42 SOTA_FINAL Add legal n-gram GPU mixer green_1A: legal alpha + PR#609 improvements
aa0a1564 00:36:19 parameter-golf-lab Optimize green_1A selective pruning: fast zstd-1 for binary search
aa0a1564 00:36:19 sota_crawler Optimize green_1A selective pruning: fast zstd-1 for binary search
aa0a1564 00:36:19 SOTA_FINAL Optimize green_1A selective pruning: fast zstd-1 for binary search
411dea14 02:40:23 parameter-golf-lab Add controlled A/B quality harness base-quality 10min harness plan and tooling
411dea14 02:40:23 sota_crawler Add controlled A/B quality harness base-quality 10min harness plan and tooling
411dea14 02:40:23 SOTA_FINAL Add controlled A/B quality harness base-quality 10min harness plan and tooling
3b4b8217 02:49:46 parameter-golf-lab Add pod_setup_controlled A/B quality harness bootstrap script
3b4b8217 02:49:46 sota_crawler Add pod_setup_controlled A/B quality harness bootstrap script
3b4b8217 02:49:46 SOTA_FINAL Add pod_setup_controlled A/B quality harness bootstrap script
90741b4c 02:58:55 parameter-golf-lab recurrent green-branch prototype Green: Parallel Muon base + GPTQ stripped for pure base model testing
90741b4c 02:58:55 sota_crawler recurrent green-branch prototype Green: Parallel Muon base + GPTQ stripped for pure base model testing
90741b4c 02:58:55 SOTA_FINAL recurrent green-branch prototype Green: Parallel Muon base + GPTQ stripped for pure base model testing
e32f32bc 03:26:50 parameter-golf-lab recurrent green-branch prototype recurrent green-branch prototype variant: kill late QAT + enable trigram
e32f32bc 03:26:50 sota_crawler recurrent green-branch prototype recurrent green-branch prototype variant: kill late QAT + enable trigram
e32f32bc 03:26:50 SOTA_FINAL recurrent green-branch prototype recurrent green-branch prototype variant: kill late QAT + enable trigram
ec7ab9fa 03:50:11 parameter-golf-lab recurrent green-branch prototype v3: MTP_NUM_HEADS=2, revert trigram (v2 was a wash)
ec7ab9fa 03:50:11 sota_crawler recurrent green-branch prototype v3: MTP_NUM_HEADS=2, revert trigram (v2 was a wash)
ec7ab9fa 03:50:11 SOTA_FINAL recurrent green-branch prototype v3: MTP_NUM_HEADS=2, revert trigram (v2 was a wash)
05d39906 03:57:12 parameter-golf-lab recurrent green-branch prototype v3: MTP_NUM_HEADS=2 experiment (separate dir, green untouched)
05d39906 03:57:12 sota_crawler recurrent green-branch prototype v3: MTP_NUM_HEADS=2 experiment (separate dir, green untouched)
05d39906 03:57:12 SOTA_FINAL recurrent green-branch prototype v3: MTP_NUM_HEADS=2 experiment (separate dir, green untouched)
fd4fb314 04:01:50 parameter-golf-lab A/B test: ROPE_DIMS 16 vs 24 (200s quick runs)
fd4fb314 04:01:50 sota_crawler A/B test: ROPE_DIMS 16 vs 24 (200s quick runs)
fd4fb314 04:01:50 SOTA_FINAL A/B test: ROPE_DIMS 16 vs 24 (200s quick runs)
4d585158 04:17:45 parameter-golf-lab Log A/B test result: ROPE_DIMS=16 control @ 200s
4d585158 04:17:45 sota_crawler Log A/B test result: ROPE_DIMS=16 control @ 200s
4d585158 04:17:45 SOTA_FINAL Log A/B test result: ROPE_DIMS=16 control @ 200s
2479ced6 04:24:16 parameter-golf-lab recurrent green-branch prototype v4: HS-MTP — hash-space multi-token prediction
2479ced6 04:24:16 sota_crawler recurrent green-branch prototype v4: HS-MTP — hash-space multi-token prediction
2479ced6 04:24:16 SOTA_FINAL recurrent green-branch prototype v4: HS-MTP — hash-space multi-token prediction
aefe581c 04:32:58 parameter-golf-lab recurrent green-branch prototype v4: add CPU n-gram bridge for HS-MTP weighting
aefe581c 04:32:58 sota_crawler recurrent green-branch prototype v4: add CPU n-gram bridge for HS-MTP weighting
aefe581c 04:32:58 SOTA_FINAL recurrent green-branch prototype v4: add CPU n-gram bridge for HS-MTP weighting
fc73010c 04:36:45 parameter-golf-lab Fix: set _hsmtp_w during warmup phase (torch.compile NoneType crash)
fc73010c 04:36:45 sota_crawler Fix: set _hsmtp_w during warmup phase (torch.compile NoneType crash)
fc73010c 04:36:45 SOTA_FINAL Fix: set _hsmtp_w during warmup phase (torch.compile NoneType crash)
5a6a7719 04:37:27 parameter-golf-lab Document Synapse system (HS-MTP + CPU N-gram Bridge) in PROGRESS.md
5a6a7719 04:37:27 sota_crawler Document Synapse system (HS-MTP + CPU N-gram Bridge) in PROGRESS.md
5a6a7719 04:37:27 SOTA_FINAL Document Synapse system (HS-MTP + CPU N-gram Bridge) in PROGRESS.md
b14ef452 04:53:23 parameter-golf-lab A/B test: VALUE_RESIDUAL 0 vs 1 (200s quick runs)
b14ef452 04:53:23 sota_crawler A/B test: VALUE_RESIDUAL 0 vs 1 (200s quick runs)
b14ef452 04:53:23 SOTA_FINAL A/B test: VALUE_RESIDUAL 0 vs 1 (200s quick runs)

DATE2026-03-26

DAY009

PRIMARY METRICVAL_BPB

TESTS RUN33 unique (22 valid / 7 TTT leakage)

ARCHITECTURE FAMILYINSTRUCTED CRAWLER RECURRENCE FAMILY (×26) · ENTROPY-SHIFTED N-GRAM WEIGHTING (×7)

CLASSIFICATIONEXPERIMENTAL 91% (30)/NEURAL 9% (3)

ARCHITECTURE RECIPE

INSTRUCTED CRAWLER RECURRENCE FAMILYx26

Crawler-oriented recurrence experiments that tested instruction-conditioned loop behavior and DeltaNet-adjacent crawler variants.

BODYshared crawler recurrence path · content-derived loop instructions · crawler loop rope scaling · DeltaNet crawler recurrence variants

TEST SURFACEGB10 micro probes · H100/runpod follow-up logs · commit-level architecture entries · crawler branch retained as the strongest follow-on direction

VAL_BPB SPREAD	n	min	median	max	download
INSTRUCTED CRAWLER RECURRENCE FAMILY	20	1.1189	1.1196	1.1410	download
ENTROPY-SHIFTED N-GRAM WEIGHTING	2	1.1193	1.1194	1.1194	download
ALL VALID	22	1.1189	1.1196	1.1410	—

VAL_BPB SPREAD

min

median

max

download

INSTRUCTED CRAWLER RECURRENCE FAMILY

1.1189

1.1196

1.1410

download

ENTROPY-SHIFTED N-GRAM WEIGHTING

1.1193

1.1194

download

ALL VALID

1.1189

1.1196

1.1410

—

SECTION 2.0 — TEST RUNS

EXPERIMENTAL TEST RUNS — 30

#	TIME	HW	ABLATION	VAL_BPB	STATUS	Δ %	OPEN
1	01:09	8×H100 (runpod)	cubric n-gram mixer.log	1.1190	OK	↑4.9%	training_log

2	01:30	8×H100 (runpod)	cubric n-gram mixer.log	1.1193	OK	↑4.9%	training_log

3	01:49	8×H100 (runpod)	cubric n-gram mixer.log	1.1212	OK	↑5.1%	training_log

4	02:09	8×H100 (runpod)	cubric n-gram mixer.log	1.1197	OK	↑4.9%	training_log

5	02:45	8×H100 (runpod)	cubric n-gram mixer.log	1.1189	OK	↑4.8%	training_log

6	03:17	8×H100 (runpod)	cubric n-gram mixer.log	1.1196	OK	↑4.9%	training_log

7	03:38	8×H100 (runpod)	cubric n-gram mixer.log	1.1193	OK	↑4.9%	training_log

8	03:58	8×H100 (runpod)	cubric n-gram mixer.log	1.1197	OK	↑4.9%	training_log

9	04:14	8×H100 (runpod)	cubric n-gram mixer.log	1.1196	OK	↑4.9%	training_log

10	04:36	8×H100 (runpod)	cubric n-gram mixer.log	4.1059	CRASH	—	training_log

11	04:40	8×H100 (runpod)	cubric n-gram mixer.log	1.1196	OK	↑4.9%	training_log

12	05:01	8×H100 (runpod)	cubric n-gram mixer.log	1.1206	OK	↑5.0%	training_log

13	05:22	—	cubric n-gram mixer 3D Cubric: 0.4820 BPB (3-seed mean, std 0.0002) (×4)	`0.4820`	INVALID	—	details

14	05:38	8×H100 (runpod)	entropy-shifted n-gram weighting.log	1.1194	OK	↑4.9%	training_log

15	06:21	8×H100 (runpod)	entropy-shifted n-gram weighting.log	4.1054	CRASH	—	training_log

16	06:24	—	Record entropy-shifted n-gram weighting seed 1337: 0.4512 BPB (×3)	`0.4512`	INVALID	—	details

18	06:54	8×H100 (runpod)	entropy-shifted n-gram weighting.log	4.1054	CRASH	—	training_log

19	06:58	8×H100 (runpod)	entropy-shifted n-gram weighting.log	1.1193	OK	↑4.9%	training_log

20	07:30	8×H100 (runpod)	legal n-gram GPU mixer.log	1.1410	OK	↑6.9%	training_log

21	07:55	—	Record results: legal n-gram GPU mixer Green 0.4576, entropy-shifted n-gram w…	`0.4512`	INVALID	—	details

22	13:46	8×H100	legal n-gram GPU mixer.3200_20260326.log	1.1195	OK	↑4.9%	training_log

23	13:46	8×H100	train_seed300.log	1.1196	OK	↑4.9%	training_log

24	13:46	8×H100	train_seed1337.log	1.1196	OK	↑4.9%	training_log

25	13:46	8×H100	train_seed58.log	1.1206	OK	↑5.0%	training_log

27	13:46	—	train_seed1337_yellowII_reference.log	1.1197	OK	↑4.9%	training_log

28	16:51	8×H100 (runpod)	legal n-gram GPU mixer.log	1.1195	OK	↑4.9%	training_log

30	17:18	1×H100 (runpod)	legal n-gram GPU mixer.log	4.1054	CRASH	—	training_log

31	17:46	—	NEW SOTA 0.3200 BPB: legal n-gram GPU mixer Green_1 Oracle Alpha + 9-Prime (×3)	`0.3200`	INVALID	—	details

32	21:29	8×H100 (runpod)	legal n-gram GPU mixer.log	1.1213	OK	↑5.1%	training_log

33	21:43	8×H100 (runpod)	legal n-gram GPU mixer.log	1.1309	OK	↑6.0%	training_log

TIME

ABLATION

VAL_BPB

STATUS

Δ %

OPEN