OLYMPUS: The Agora

Community Companion for OpenAI Parameter Golf

Built by @MatoTeziTanka (Light Speed Up), an active participant. Our PR #769 (0.8495 BPB) was closed in the March 27 ruling. Community contributions: compliance guide, LeakyReLU² slope sweep, community toolkit (Docker image, RunPod template, scripts), and 19 peer review comments across 13 PRs. All classifications are from public GitHub data and disputable via Issues.

v0.5.9 · Last updated: March 29, 2026 · Layout & Polish · Changelog · Source 👁 - visitors · ● - here now

Submission Checklist

Updated March 28, 2026. Check ALL boxes before submitting.

Before You Submit

Artifact ≤ 16,000,000 bytes (code + compressed model)
Training completed in ≤ 600 seconds on 8×H100 SXM
Evaluation completed in ≤ 600 seconds (separate budget)
3 seeds: 42, 1337, 2024
BPB beats current SOTA by ≥ 0.005 nats (for record track)
submission.json included with val_bpb, seeds, artifact sizes
Training logs included for all 3 seeds
No network calls during training or eval

Techniques — What's Legal RIGHT NOW

Any neural architecture (transformers, SSMs, hybrids, MoE)
Any activation function (LeakyReLU², GeGLU, SwiGLU, etc.)
Any optimizer (AdamW, Muon, SGD, etc.)
LR schedules, warmup, cosine decay
EMA, SWA, weight averaging
Sliding window evaluation
Quantization (INT6, INT8, GPTQ) — calibration within training budget
Flash Attention, torch.compile
Score-first single-pass TTT (properly normalized probabilities)

Hashed n-gram caches (improper normalization over vocab)
Two-pass rescoring (eval tokens leaked between passes)
GPTQ calibration on eval tokens (must fit in training 600s)
Pre-filling cache from training data at eval time
Multi-epoch TTT scoring same tokens twice
Oracle/hindsight selection between scoring passes

Properly normalized eval-time caches (CTW, Dirichlet)
Score-first TTT with complex mixing (depends on normalization)

Rule Change History

March 27, 2026

@valerio-oai closed 30+ PRs. Hashed n-gram caches banned (improper normalization). Two-pass rescoring banned (eval token leakage). GPTQ on eval tokens banned.

Affected: #769, #779, #809, #814, #824, #825, #828, #843, #846, #850, #851, #859, #868, #869, #870, #880, #881, #888, #893, #907, #913, #921, #925, #944, #945, #982

Source: Issue #677

March 24, 2026

Score-first TTT clarified as legal. Multi-epoch on already-scored tokens: legal IF properly normalized.

Source: Issue #402 (ruling by @0hq)

March 22, 2026

Eval-time GPTQ calibration on val tokens banned. PRs #593, #576 closed.

Source: PRs #593, #576, #569

⚠ Community Bug Alerts

Known issues that may affect your BPB score. Check before submitting.

BPB Underestimation Bug ~20% error

If your tokenizer does NOT contain U+2581 (▁) as a standalone token, build_sentencepiece_luts overcounts byte boundaries by 2 bytes per word — inflating val_byte_count and making BPB appear ~20% lower than reality. Tokenizers with 1024 vocab (the competition default) DO have this token and are NOT affected. Custom tokenizers: check with sp.id_to_piece().

Source: Issue #897

INT6 Scale Clamp Wastes Quantization Levels affects ~93% of rows

The clamp_min(1.0 / 31.0) in quantize_int6_per_row forces a minimum scale of 0.032 even when weight rows have much smaller magnitudes. At WD=0.02, 93% of rows trigger this clamp — wasting INT6 resolution and widening the quantization gap. Higher weight decay (0.04+) makes it worse. Fix: lower or remove the clamp, then retrain with matching QAT.

Source: Issue #775

Leaderboard

Auto-updated from GitHub API. Two views: compliant submissions only, and the full archive.

Neural-Only (The Real Competition)

Filter: | |

Status	#	PR	Author	BPB	Seeds	Artifact	Type	Track
ALIVE	1	#807	@connectwithprakash	1.0116	3/3	10.8 MB	TTT	Non-Record
ALIVE	2	#755	@dcrow85	1.0321	3/3	16.0 MB	TTT	Record
ALIVE	3	#758	@hypery11	1.0465	3/3	14.0 MB	Hybrid	Record
ALIVE	4	#700	@RoyiRa	1.0541	3/3	16.0 MB	TTT	Record
ALIVE	5	#672	@andrewbaggio1	1.0781	3/3	15.6 MB	TTT	Record
ALIVE	6	#1172	@dexhunter	1.1015	3/3	15.7 MB	TTT	Record
ALIVE	7	#849	@dttdrv	1.1105	3/3	15.9 MB	TTT	Record
ALIVE	8	#1179	@dexhunter	1.1110	3/3	16.0 MB	TTT	Record
ALIVE	9	#1060	@dexhunter	1.1122	3/3	16.0 MB	Hybrid	Record
ALIVE	10	#1105	@abaybektursun	1.1125	3/3	14.5 MB	Cache	Record
ALIVE	11	#1169	@Bortlesboat	1.1126	3/3	16.0 MB	Hybrid	Record
ALIVE	12	#1099	@Bortlesboat	1.1133	3/3	16.0 MB	TTT	Record
ALIVE	13	#1130	@Gusanidas	1.1140	3/3	16.0 MB	Hybrid	Record
ALIVE	14	#1019	@abaybektursun	1.1147	3/3	15.9 MB	TTT	Record
ALIVE	15	#726	@DeepReinforce	1.1147	3/3	15.2 MB	Hybrid	Record
ALIVE	16	#609	@saml212	1.1154	3/3	15.9 MB	Cache	Non-Record
ALIVE	17	#557	@hypery11	1.1160	3/3	15.8 MB	TTT	Non-Record
ALIVE	18	#525	@hypery11	1.1160	3/3	15.8 MB	TTT	Non-Record
ALIVE	19	#1156	@haikosys	1.1161	3/3	16.0 MB	TTT	Record
ALIVE	20	#790	@danialht	1.1172	3/3	15.5 MB	TTT	Record
ALIVE	21	#1129	@EthanYangTW	1.1174	3/3	16.0 MB	TTT	Record
ALIVE	22	#634	@raahilshah	1.1178	3/3	16.0 MB	TTT	Record
ALIVE	23	#713	@hypery11	1.1180	3/3	15.8 MB	TTT	Record
ALIVE	24	#1084	@AnubhavBharadwaaj	1.1185	3/3	15.9 MB	TTT	Non-Record
ALIVE	25	#977	@michaelwinczuk	1.1185	3/3	16.0 MB	TTT	Record
ALIVE	26	#964	@vivekvar-dl	1.1194	3/3	16.0 MB	TTT	Record
ALIVE	27	#549	@abaybektursun	1.1194	3/3	15.9 MB	TTT	Record
ALIVE	28	#768	@mradassaad	1.1201	3/3	16.0 MB	TTT	Non-Record
ALIVE	29	#577	@newjordan	1.1207	3/3	15.6 MB	TTT	Record
ALIVE	30	#398	@felipe-parodi	1.1213	3/3	15.5 MB	TTT	Non-Record
ALIVE	31	#838	@aryanbhosale	1.1215	3/3	15.8 MB	TTT	Non-Record
ALIVE	32	#578	@newjordan	1.1215	3/3	15.6 MB	TTT	Record
ALIVE	33	#1042	@nothingLiva	1.1217	3/3	16.0 MB	Neural	Record
ALIVE	34	#1092	@teddyoweh	1.1219	3/3	15.9 MB	TTT	Record
ALIVE	35	#175	@anthony-maio	1.1229	3/3	16.0 MB	Neural	Record
ALIVE	36	#414	@signalrush	1.1233	3/3	15.6 MB	TTT	Record
ALIVE	37	#641	@CiprianFlorin-Ifrim	1.1239	3/3	15.7 MB	TTT	Non-Record
ALIVE	38	#64	@yesbhautik	1.1250	3/3	16.0 MB	TTT	Record
ALIVE	39	#338	@alertcat	1.1254	3/3	15.6 MB	TTT	Record
ALIVE	40	#478	@gowtham0992	1.1268	3/3	15.6 MB	Neural	Record
ALIVE	41	#1016	@ADIITJ	1.1269	3/3	16.0 MB	TTT	Non-Record
ALIVE	42	#564	@sadeghja1070	1.1270	3/3	15.5 MB	Neural	Record
ALIVE	43	#406	@dentity007	1.1287	3/3	15.7 MB	TTT	Non-Record
ALIVE	44	#400	@chanwoo-park-official	1.1296	3/3	15.6 MB	Neural	Non-Record
ALIVE	45	#455	@kasimte	1.1299	3/3	16.0 MB	TTT	Record
ALIVE	46	#572	@ritikmahy5	1.1300	3/3	16.0 MB	TTT	Record
ALIVE	47	#265	@unnir	1.1307	3/3	15.9 MB	Neural	Record
ALIVE	48	#493	@parinzee	1.1309	3/3	15.8 MB	Neural	Record
ALIVE	49	#1127	@dentity007	1.1311	3/3	16.0 MB	TTT	Record
ALIVE	50	#223	@0xjaishy	1.1326	3/3	15.7 MB	TTT	Record
ALIVE	51	#861	@JoeProAI	1.1339	3/3	16.3 MB	TTT	Non-Record
ALIVE	52	#1166	@Christopher-Lee-McClendon	1.1347	3/3	15.2 MB	TTT	Non-Record
ALIVE	53	#857	@aruniyer	1.1360	3/3	15.9 MB	TTT	Non-Record
ALIVE	54	#397	@translatingthename	1.1364	3/3	15.7 MB	TTT	Record
ALIVE	55	#586	@EaCognitive	1.1365	3/3	15.6 MB	TTT	Record
ALIVE	56	#958	@shouryamaanjain	1.1382	3/3	15.5 MB	Hybrid	Record
ALIVE	57	#979	@0xadvait	1.1387	3/3	15.5 MB	Neural	Record
ALIVE	58	#537	@Christopher-Lee-McClendon	1.1387	3/3	15.4 MB	TTT	Non-Record
ALIVE	59	#349	@Mapika	1.1399	3/3	16.0 MB	Neural	Record
ALIVE	60	#236	@saml212	1.1400	3/3	15.7 MB	Neural	Record
ALIVE	61	#989	@alexanderaperry-arch	1.1402	3/3	15.8 MB	Neural	Record
ALIVE	62	#274	@haikosys	1.1403	3/3	16.0 MB	TTT	Record
ALIVE	63	#602	@ReNothingg	1.1422	3/3	15.8 MB	Neural	Non-Record
ALIVE	64	#467	@ADIITJ	1.1428	3/3	16.0 MB	TTT	Record
ALIVE	65	#76	@unixmadtoonslab	1.1433	3/3	1.0 MB	Neural	Record
ALIVE	66	#348	@EthanYangTW	1.1444	3/3	15.9 MB	TTT	Record
ALIVE	67	#306	@xuafeng	1.1448	3/3	16.0 MB	TTT	Non-Record
ALIVE	68	#884	@BhatiaUday	1.1448	3/3	15.6 MB	Neural	Non-Record
ALIVE	69	#264	@stukenov	1.1455	3/3	15.9 MB	TTT	Record
ALIVE	70	#665	@harborglowvintage-oss	1.1464	3/3	15.7 MB	Neural	Record
ALIVE	71	#451	@harborglowvintage-oss	1.1464	3/3	15.7 MB	Neural	Record
ALIVE	72	#421	@vytautas-bunevicius	1.1466	3/3	14.7 MB	TTT	Non-Record
ALIVE	73	#996	@Idan3011	1.1470	3/3	14.9 MB	Neural	Record
ALIVE	74	#637	@bryjudy	1.1477	3/3	16.0 MB	Neural	Non-Record
ALIVE	75	#295	@gowtham0992	1.1477	3/3	15.9 MB	Neural	Record
ALIVE	76	#331	@Rhodrium	1.1487	3/3	16.0 MB	Neural	Record
ALIVE	77	#385	@dentity007	1.1488	3/3	15.2 MB	Neural	Non-Record
ALIVE	78	#1142	@ymrohit	1.1493	3/3	15.9 MB	Neural	Record
ALIVE	79	#206	@dexhunter	1.1507	3/3	16.0 MB	Neural	Record
ALIVE	80	#465	@LoquiAuris	1.1508	3/3	15.7 MB	Neural	Record
ALIVE	81	#633	@MatoTeziTanka	1.1526	3/3	15.4 MB	TTT	Record
ALIVE	82	#1029	@fielding	1.1529	3/3	15.6 MB	Cache	Non-Record
ALIVE	83	#173	@tamoghnokandar	1.1532	3/3	16.0 MB	Neural	Record
ALIVE	84	#219	@alertcat	1.1541	3/3	1.8 MB	Neural	Non-Record
ALIVE	85	#215	@JayCheng113	1.1548	3/3	16.0 MB	Cache	Non-Record
ALIVE	86	#201	@machdragon	1.1551	3/3	12.7 MB	Neural	Record
ALIVE	87	#252	@greqone	1.1554	3/3	16.0 MB	Neural	Non-Record
ALIVE	88	#65	@aquariouseworkman	1.1556	3/3	15.9 MB	Neural	Record
ALIVE	89	#333	@mahsumaktas	1.1565	3/3	15.9 MB	TTT	Record
ALIVE	90	#640	@CiprianFlorin-Ifrim	1.1570	3/3	16.0 MB	TTT	Record
ALIVE	91	#122	@mtybadger	1.1600	3/3	15.3 MB	Neural	Record
ALIVE	92	#156	@dexhunter	1.1602	3/3	16.0 MB	Neural	Record
ALIVE	93	#88	@seanward	1.1605	3/3	16.0 MB	Neural	Record
ALIVE	94	#286	@chris-buckley	1.1628	3/3	15.5 MB	Neural	Record
ALIVE	95	#123	@saikrishnarallabandi	1.1642	3/3	15.8 MB	Neural	Record
ALIVE	96	#363	@evangelinehelsinki	1.1648	3/3	15.3 MB	TTT	Non-Record
ALIVE	97	#312	@chanwoo-park-official	1.1668	3/3	13.2 MB	Neural	Non-Record
ALIVE	98	#927	@Tonyy1977	1.1696	3/3	15.8 MB	TTT	Record
ALIVE	99	#671	@keshav55	1.1807	3/3	14.5 MB	Neural	Record
ALIVE	100	#515	@keshav55	1.1807	3/3	14.6 MB	Neural	Record
ALIVE	101	#660	@HugoOchoaLP	1.1826	3/3	16.0 MB	Neural	Non-Record
ALIVE	102	#914	@mkenney2	1.1873	3/3	14.3 MB	TTT	Non-Record
ALIVE	103	#896	@MVPandey	1.1900	3/3	16.0 MB	Neural	Non-Record
ALIVE	104	#169	@beee003	1.1973	3/3	15.9 MB	Neural	Record
ALIVE	105	#426	@aniketio-ctrl	1.2026	3/3	16.0 MB	Neural	Record
ALIVE	106	#316	@SkywardSyntax	1.2035	3/3	1.0 MB	Neural	Non-Record
ALIVE	107	#141	@nglain	1.2075	3/3	16.0 MB	Neural	Non-Record
ALIVE	108	#39	@nanlliu	1.2147	3/3	15.9 MB	Neural	Record
ALIVE	109	#705	@seanward	1.2151	3/3	15.5 MB	Neural	Record
ALIVE	110	#1057	@Programmerryoki	1.2201	3/3	15.0 MB	TTT	Record
ALIVE	111	#319	@Arth-Singh	1.2716	3/3	16.0 MB	Neural	Non-Record
ALIVE	112	#678	@SPThole	1.3525	3/3	15.6 MB	Neural	Non-Record
ALIVE	113	#737	@SPThole	1.3557	3/3	15.2 MB	Neural	Non-Record
ALIVE	114	#1053	@ikermoel	1.3600	3/3	12.9 MB	Neural	Record
ALIVE	115	#941	@aptsalt	1.3620	3/3	16.0 MB	Neural	Record
ALIVE	116	#1116	@gowtham0992	1.4447	3/3	10.1 MB	Neural	Non-Record
ALIVE	117	#669	@amabito	1.4942	3/3	16.0 MB	Neural	Non-Record
ALIVE	118	#1152	@ericdatum	1.7942	3/3	2.0 MB	Neural	Non-Record
ALIVE	119	#645	@FlynnCruse	1.8990	3/3	16.0 MB	Neural	Non-Record
ALIVE	120	#874	@fielding	1.9300	3/3	2.4 MB	Neural	Non-Record
ALIVE	121	#1010	@AnubhavBharadwaaj	2.9389	3/3	0.1 MB	Neural	Non-Record

Live data from GitHub API. Last updated: March 28, 2026.

All Submissions (The Archive)

Filter: | |

Status	#	PR	Author	BPB	Seeds	Artifact	Type	Track	Reason
ALIVE	1	#42	@chonchiog	0.0005	2/3	16.0 MB	Neural	Record	—
ALIVE	2	#807	@connectwithprakash	1.0116	3/3	10.8 MB	TTT	Non-Record	—
ALIVE	3	#755	@dcrow85	1.0321	3/3	16.0 MB	TTT	Record	—
ALIVE	4	#758	@hypery11	1.0465	3/3	14.0 MB	Hybrid	Record	—
ALIVE	5	#700	@RoyiRa	1.0541	3/3	16.0 MB	TTT	Record	—
ALIVE	6	#672	@andrewbaggio1	1.0781	3/3	15.6 MB	TTT	Record	—
ALIVE	7	#1172	@dexhunter	1.1015	3/3	15.7 MB	TTT	Record	—
ALIVE	8	#849	@dttdrv	1.1105	3/3	15.9 MB	TTT	Record	—
ALIVE	9	#1179	@dexhunter	1.1110	3/3	16.0 MB	TTT	Record	—
ALIVE	10	#1060	@dexhunter	1.1122	3/3	16.0 MB	Hybrid	Record	—
ALIVE	11	#1105	@abaybektursun	1.1125	3/3	14.5 MB	Cache	Record	—
ALIVE	12	#1169	@Bortlesboat	1.1126	3/3	16.0 MB	Hybrid	Record	—
ALIVE	13	#1099	@Bortlesboat	1.1133	3/3	16.0 MB	TTT	Record	—
ALIVE	14	#1130	@Gusanidas	1.1140	3/3	16.0 MB	Hybrid	Record	—
ALIVE	15	#1019	@abaybektursun	1.1147	3/3	15.9 MB	TTT	Record	—
ALIVE	16	#726	@DeepReinforce	1.1147	3/3	15.2 MB	Hybrid	Record	—
ALIVE	17	#609	@saml212	1.1154	3/3	15.9 MB	Cache	Non-Record	—
ALIVE	18	#557	@hypery11	1.1160	3/3	15.8 MB	TTT	Non-Record	—
ALIVE	19	#525	@hypery11	1.1160	3/3	15.8 MB	TTT	Non-Record	—
ALIVE	20	#1156	@haikosys	1.1161	3/3	16.0 MB	TTT	Record	—
ALIVE	21	#790	@danialht	1.1172	3/3	15.5 MB	TTT	Record	—
ALIVE	22	#1129	@EthanYangTW	1.1174	3/3	16.0 MB	TTT	Record	—
ALIVE	23	#634	@raahilshah	1.1178	3/3	16.0 MB	TTT	Record	—
ALIVE	24	#713	@hypery11	1.1180	3/3	15.8 MB	TTT	Record	—
ALIVE	25	#1084	@AnubhavBharadwaaj	1.1185	3/3	15.9 MB	TTT	Non-Record	—
ALIVE	26	#977	@michaelwinczuk	1.1185	3/3	16.0 MB	TTT	Record	—
ALIVE	27	#964	@vivekvar-dl	1.1194	3/3	16.0 MB	TTT	Record	—
ALIVE	28	#549	@abaybektursun	1.1194	3/3	15.9 MB	TTT	Record	—
ALIVE	29	#768	@mradassaad	1.1201	3/3	16.0 MB	TTT	Non-Record	—
ALIVE	30	#577	@newjordan	1.1207	3/3	15.6 MB	TTT	Record	—
ALIVE	31	#398	@felipe-parodi	1.1213	3/3	15.5 MB	TTT	Non-Record	—
ALIVE	32	#838	@aryanbhosale	1.1215	3/3	15.8 MB	TTT	Non-Record	—
ALIVE	33	#578	@newjordan	1.1215	3/3	15.6 MB	TTT	Record	—
ALIVE	34	#1042	@nothingLiva	1.1217	3/3	16.0 MB	Neural	Record	—
ALIVE	35	#1092	@teddyoweh	1.1219	3/3	15.9 MB	TTT	Record	—
ALIVE	36	#175	@anthony-maio	1.1229	3/3	16.0 MB	Neural	Record	—
ALIVE	37	#414	@signalrush	1.1233	3/3	15.6 MB	TTT	Record	—
ALIVE	38	#641	@CiprianFlorin-Ifrim	1.1239	3/3	15.7 MB	TTT	Non-Record	—
ALIVE	39	#315	@jfprincz	1.1248	2/3	15.6 MB	Neural	Record	—
ALIVE	40	#64	@yesbhautik	1.1250	3/3	16.0 MB	TTT	Record	—
ALIVE	41	#338	@alertcat	1.1254	3/3	15.6 MB	TTT	Record	—
ALIVE	42	#478	@gowtham0992	1.1268	3/3	15.6 MB	Neural	Record	—
ALIVE	43	#1016	@ADIITJ	1.1269	3/3	16.0 MB	TTT	Non-Record	—
ALIVE	44	#564	@sadeghja1070	1.1270	3/3	15.5 MB	Neural	Record	—
ALIVE	45	#287	@jfprincz	1.1271	2/3	15.5 MB	Neural	Record	—
ALIVE	46	#406	@dentity007	1.1287	3/3	15.7 MB	TTT	Non-Record	—
ALIVE	47	#400	@chanwoo-park-official	1.1296	3/3	15.6 MB	Neural	Non-Record	—
ALIVE	48	#455	@kasimte	1.1299	3/3	16.0 MB	TTT	Record	—
ALIVE	49	#572	@ritikmahy5	1.1300	3/3	16.0 MB	TTT	Record	—
ALIVE	50	#265	@unnir	1.1307	3/3	15.9 MB	Neural	Record	—
ALIVE	51	#493	@parinzee	1.1309	3/3	15.8 MB	Neural	Record	—
ALIVE	52	#1127	@dentity007	1.1311	3/3	16.0 MB	TTT	Record	—
ALIVE	53	#223	@0xjaishy	1.1326	3/3	15.7 MB	TTT	Record	—
ALIVE	54	#861	@JoeProAI	1.1339	3/3	16.3 MB	TTT	Non-Record	—
ALIVE	55	#1166	@Christopher-Lee-McClendon	1.1347	3/3	15.2 MB	TTT	Non-Record	—
ALIVE	56	#857	@aruniyer	1.1360	3/3	15.9 MB	TTT	Non-Record	—
ALIVE	57	#397	@translatingthename	1.1364	3/3	15.7 MB	TTT	Record	—
ALIVE	58	#586	@EaCognitive	1.1365	3/3	15.6 MB	TTT	Record	—
ALIVE	59	#958	@shouryamaanjain	1.1382	3/3	15.5 MB	Hybrid	Record	—
ALIVE	60	#979	@0xadvait	1.1387	3/3	15.5 MB	Neural	Record	—
ALIVE	61	#537	@Christopher-Lee-McClendon	1.1387	3/3	15.4 MB	TTT	Non-Record	—
ALIVE	62	#349	@Mapika	1.1399	3/3	16.0 MB	Neural	Record	—
ALIVE	63	#236	@saml212	1.1400	3/3	15.7 MB	Neural	Record	—
ALIVE	64	#989	@alexanderaperry-arch	1.1402	3/3	15.8 MB	Neural	Record	—
ALIVE	65	#274	@haikosys	1.1403	3/3	16.0 MB	TTT	Record	—
ALIVE	66	#602	@ReNothingg	1.1422	3/3	15.8 MB	Neural	Non-Record	—
ALIVE	67	#467	@ADIITJ	1.1428	3/3	16.0 MB	TTT	Record	—
ALIVE	68	#180	@thwu1	1.1428	?	15.5 MB	Neural	Record	—
ALIVE	69	#76	@unixmadtoonslab	1.1433	3/3	1.0 MB	Neural	Record	—
ALIVE	70	#348	@EthanYangTW	1.1444	3/3	15.9 MB	TTT	Record	—
ALIVE	71	#306	@xuafeng	1.1448	3/3	16.0 MB	TTT	Non-Record	—
ALIVE	72	#884	@BhatiaUday	1.1448	3/3	15.6 MB	Neural	Non-Record	—
ALIVE	73	#264	@stukenov	1.1455	3/3	15.9 MB	TTT	Record	—
ALIVE	74	#665	@harborglowvintage-oss	1.1464	3/3	15.7 MB	Neural	Record	—
ALIVE	75	#451	@harborglowvintage-oss	1.1464	3/3	15.7 MB	Neural	Record	—
ALIVE	76	#421	@vytautas-bunevicius	1.1466	3/3	14.7 MB	TTT	Non-Record	—
ALIVE	77	#996	@Idan3011	1.1470	3/3	14.9 MB	Neural	Record	—
ALIVE	78	#637	@bryjudy	1.1477	3/3	16.0 MB	Neural	Non-Record	—
ALIVE	79	#295	@gowtham0992	1.1477	3/3	15.9 MB	Neural	Record	—
ALIVE	80	#162	@raahilshah	1.1483	1/3	15.9 MB	Neural	Record	—
ALIVE	81	#331	@Rhodrium	1.1487	3/3	16.0 MB	Neural	Record	—
ALIVE	82	#385	@dentity007	1.1488	3/3	15.2 MB	Neural	Non-Record	—
ALIVE	83	#1142	@ymrohit	1.1493	3/3	15.9 MB	Neural	Record	—
ALIVE	84	#206	@dexhunter	1.1507	3/3	16.0 MB	Neural	Record	—
ALIVE	85	#465	@LoquiAuris	1.1508	3/3	15.7 MB	Neural	Record	—
ALIVE	86	#633	@MatoTeziTanka	1.1526	3/3	15.4 MB	TTT	Record	—
ALIVE	87	#1029	@fielding	1.1529	3/3	15.6 MB	Cache	Non-Record	—
ALIVE	88	#173	@tamoghnokandar	1.1532	3/3	16.0 MB	Neural	Record	—
ALIVE	89	#219	@alertcat	1.1541	3/3	1.8 MB	Neural	Non-Record	—
ALIVE	90	#215	@JayCheng113	1.1548	3/3	16.0 MB	Cache	Non-Record	—
ALIVE	91	#201	@machdragon	1.1551	3/3	12.7 MB	Neural	Record	—
ALIVE	92	#252	@greqone	1.1554	3/3	16.0 MB	Neural	Non-Record	—
ALIVE	93	#65	@aquariouseworkman	1.1556	3/3	15.9 MB	Neural	Record	—
ALIVE	94	#333	@mahsumaktas	1.1565	3/3	15.9 MB	TTT	Record	—
ALIVE	95	#640	@CiprianFlorin-Ifrim	1.1570	3/3	16.0 MB	TTT	Record	—
ALIVE	96	#122	@mtybadger	1.1600	3/3	15.3 MB	Neural	Record	—
ALIVE	97	#156	@dexhunter	1.1602	3/3	16.0 MB	Neural	Record	—
ALIVE	98	#88	@seanward	1.1605	3/3	16.0 MB	Neural	Record	—
ALIVE	99	#286	@chris-buckley	1.1628	3/3	15.5 MB	Neural	Record	—
ALIVE	100	#123	@saikrishnarallabandi	1.1642	3/3	15.8 MB	Neural	Record	—
ALIVE	101	#363	@evangelinehelsinki	1.1648	3/3	15.3 MB	TTT	Non-Record	—
ALIVE	102	#312	@chanwoo-park-official	1.1668	3/3	13.2 MB	Neural	Non-Record	—
ALIVE	103	#927	@Tonyy1977	1.1696	3/3	15.8 MB	TTT	Record	—
ALIVE	104	#60	@notapplica	1.1748	2/3	14.7 MB	Neural	Record	—
ALIVE	105	#671	@keshav55	1.1807	3/3	14.5 MB	Neural	Record	—
ALIVE	106	#515	@keshav55	1.1807	3/3	14.6 MB	Neural	Record	—
ALIVE	107	#63	@yahya010	1.1821	2/3	16.0 MB	Neural	Record	—
ALIVE	108	#660	@HugoOchoaLP	1.1826	3/3	16.0 MB	Neural	Non-Record	—
ALIVE	109	#914	@mkenney2	1.1873	3/3	14.3 MB	TTT	Non-Record	—
ALIVE	110	#896	@MVPandey	1.1900	3/3	16.0 MB	Neural	Non-Record	—
ALIVE	111	#50	@mattqlf	1.1925	?	15.9 MB	Neural	Record	—
ALIVE	112	#169	@beee003	1.1973	3/3	15.9 MB	Neural	Record	—
ALIVE	113	#52	@spokane-way	1.2014	1/3	?	Neural	Record	—
ALIVE	114	#426	@aniketio-ctrl	1.2026	3/3	16.0 MB	Neural	Record	—
ALIVE	115	#316	@SkywardSyntax	1.2035	3/3	1.0 MB	Neural	Non-Record	—
ALIVE	116	#49	@spokane-way	1.2064	3/3	?	Neural	Record	—
ALIVE	117	#141	@nglain	1.2075	3/3	16.0 MB	Neural	Non-Record	—
ALIVE	118	#39	@nanlliu	1.2147	3/3	15.9 MB	Neural	Record	—
ALIVE	119	#705	@seanward	1.2151	3/3	15.5 MB	Neural	Record	—
ALIVE	120	#61	@saml212	1.2154	?	15.9 MB	Neural	Record	—
ALIVE	121	#1057	@Programmerryoki	1.2201	3/3	15.0 MB	TTT	Record	—
ALIVE	122	#319	@Arth-Singh	1.2716	3/3	16.0 MB	Neural	Non-Record	—
ALIVE	123	#73	@NishantDahal	1.3281	?	16.0 MB	Neural	Non-Record	—
ALIVE	124	#678	@SPThole	1.3525	3/3	15.6 MB	Neural	Non-Record	—
ALIVE	125	#737	@SPThole	1.3557	3/3	15.2 MB	Neural	Non-Record	—
ALIVE	126	#1053	@ikermoel	1.3600	3/3	12.9 MB	Neural	Record	—
ALIVE	127	#941	@aptsalt	1.3620	3/3	16.0 MB	Neural	Record	—
ALIVE	128	#1116	@gowtham0992	1.4447	3/3	10.1 MB	Neural	Non-Record	—
ALIVE	129	#669	@amabito	1.4942	3/3	16.0 MB	Neural	Non-Record	—
ALIVE	130	#1152	@ericdatum	1.7942	3/3	2.0 MB	Neural	Non-Record	—
ALIVE	131	#645	@FlynnCruse	1.8990	3/3	16.0 MB	Neural	Non-Record	—
ALIVE	132	#874	@fielding	1.9300	3/3	2.4 MB	Neural	Non-Record	—
ALIVE	133	#77	@samacqua	2.0731	?	?	TTT	Record	—
ALIVE	134	#1010	@AnubhavBharadwaaj	2.9389	3/3	0.1 MB	Neural	Non-Record	—
ALIVE	135	#616	@valerio-oai	?	?	?	Neural	Record	—
ALIVE	136	#561	@cocohearts	?	3/3	?	Neural	Record	—
ALIVE	137	#350	@sha-huang	?	?	?	Neural	Record	—
ALIVE	138	#269	@yuzhougu-oai	?	?	?	Neural	Record	—
ALIVE	139	#255	@valerio-oai	?	?	?	Neural	Record	—
ALIVE	140	#124	@mattqlf	?	?	?	Neural	Record	—
ALIVE	141	#105	@0hq	?	?	?	Neural	Record	—
ALIVE	142	#100	@sandsevenone	?	?	?	Neural	Record	—
ALIVE	143	#86	@aruniyer	?	3/3	?	Neural	Record	—
ALIVE	144	#35	@0hq	?	?	?	Neural	Record	—
ALIVE	145	#32	@yhn112	?	?	?	Neural	Record	—
ALIVE	146	#18	@berniwal	?	?	?	Neural	Record	—
ALIVE	147	#9	@oof-baroomf	?	?	?	Neural	Record	—
ALIVE	148	#1	@TNELLI-OAI	?	?	?	Neural	Record	—
AT-RISK	149	#399	@abaybektursun	0.0006	3/3	15.8 MB	TTT	Record	TTT + Muon + INT6 + EMA
AT-RISK	150	#772	@abaybektursun	0.0010	2/3	?	Hybrid	Non-Record	N-gram cache (03-27)
AT-RISK	151	#1170	@Christopher-Lee-McClendon	0.0032	3/3	15.7 MB	Hybrid	Non-Record	N-gram cache (03-27)
AT-RISK	152	#1147	@Robby955	0.0090	2/3	?	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	153	#911	@Akhilesh-Gogikar	0.0130	3/3	12.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	154	#1114	@minh-stakc	0.0235	?	6.5 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	155	#375	@charmquark1984	0.0280	3/3	2.0 MB	TTT	Non-Record	TTT + EMA
AT-RISK	156	#924	@THUQiXuan	0.0280	3/3	12.8 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	157	#883	@THUQiXuan	0.0308	3/3	3.5 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	158	#990	@newjordan	0.0330	2/3	16.6 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	159	#780	@sargonxg	0.0400	?	?	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	160	#856	@iverbovoy	0.0510	?	15.9 MB	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	161	#933	@haikosys	0.0804	3/3	7.5 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	162	#986	@sofiabod	0.0830	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	163	#961	@callithyia	0.0881	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	164	#1095	@vimeto	0.0905	2/3	15.1 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	165	#922	@greqone	0.0972	3/3	15.9 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	166	#1030	@sofiabod	0.1130	3/3	5.8 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	167	#968	@dentity007	0.1154	3/3	15.1 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	168	#948	@dentity007	0.1156	3/3	15.1 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	169	#918	@haikosys	0.1653	3/3	15.3 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	170	#1048	@mrdavtan	0.2056	?	14.3 MB	Hybrid	Non-Record	GPTQ + INT6 + EMA
AT-RISK	171	#1111	@MichaelMcCulloch	0.2532	3/3	11.4 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	172	#865	@aryanbhosale	0.2841	3/3	16.0 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	173	#864	@aryanbhosale	0.2841	3/3	16.0 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	174	#840	@quietsmile	0.2873	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	175	#916	@Bortlesboat	0.3461	3/3	16.0 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	176	#1159	@JDAppleseed	0.3693	?	10.2 MB	Hybrid	Non-Record	TTT + INT6 + EMA
AT-RISK	177	#1094	@michaelwinczuk	0.3958	3/3	15.9 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	178	#1033	@Naazimsnh02	0.4311	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	179	#803	@pentxayc	0.4416	3/3	15.9 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	180	#890	@sofiabod	0.4429	3/3	14.9 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	181	#825	@hypery11	0.5440	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	182	#798	@travispchen	0.5466	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	183	#876	@Bortlesboat	0.5863	3/3	15.6 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	184	#808	@Naazimsnh02	0.6360	2/3	15.9 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	185	#813	@hypery11	0.6671	3/3	16.0 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	186	#770	@minh-stakc	0.6672	3/3	15.0 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	187	#806	@ibarrajo	0.6678	?	8.6 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	188	#871	@greqone	0.8004	3/3	15.2 MB	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	189	#786	@shinegami-2002	0.8128	1/3	15.9 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	190	#909	@sunnypatneedi	0.8609	3/3	15.9 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	191	#795	@hypery11	0.8881	3/3	14.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	192	#797	@armantsaturian	0.8960	3/3	15.9 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	193	#788	@hypery11	0.9059	3/3	14.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	194	#802	@Bortlesboat	0.9123	3/3	?	Hybrid	Record	N-gram cache (03-27)
AT-RISK	195	#782	@newjordan	0.9362	3/3	15.6 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	196	#774	@travispchen	0.9370	2/3	15.9 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	197	#940	@antaloaalonso	0.9581	3/3	15.7 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	198	#761	@Asukabot0	0.9581	3/3	15.7 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	199	#753	@newjordan	0.9625	3/3	15.6 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	200	#764	@ndokutovich	0.9633	3/3	15.6 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	201	#915	@anthony-maio	0.9642	?	?	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	202	#889	@anthony-maio	0.9642	3/3	16.0 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	203	#778	@raahilshah	0.9757	3/3	16.0 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	204	#763	@hypery11	0.9917	3/3	14.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	205	#885	@lolrazh	0.9958	3/3	14.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	206	#702	@lukacf	1.0244	3/3	15.8 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	207	#715	@Asukabot0	1.0337	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	208	#731	@pentxayc	1.0400	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	209	#740	@resouer	1.0909	3/3	14.7 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	210	#1026	@danielxmed	1.0945	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	211	#1176	@bigbag	1.0962	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	212	#1089	@mikeapedia	1.1091	3/3	15.3 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	213	#1145	@AnirudhRahul	1.1109	3/3	?	Cache	Record	N-gram cache (03-27)
AT-RISK	214	#1126	@AnirudhRahul	1.1123	3/3	16.0 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	215	#1171	@EthanYangTW	1.1145	3/3	15.4 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	216	#1122	@icryo	1.1146	1/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	217	#1103	@abaybektursun	1.1147	?	?	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	218	#1150	@sahiee-dev	1.1151	2/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	219	#1128	@AnubhavBharadwaaj	1.1154	3/3	15.9 MB	Hybrid	Non-Record	N-gram cache (03-27)
AT-RISK	220	#1118	@adityakm24	1.1187	3/3	16.0 MB	TTT	Record	Two-pass (03-27)
AT-RISK	221	#1011	@AnubhavBharadwaaj	1.1203	3/3	15.8 MB	Hybrid	Non-Record	N-gram cache (03-27)
AT-RISK	222	#318	@sseanliu	1.1284	?	?	Hybrid	Record	TTT + EMA
AT-RISK	223	#553	@Vighaneshs	1.1428	?	16.0 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	224	#174	@Julz19	1.1537	3/3	16.0 MB	Neural	Record	Two-pass (03-27)
AT-RISK	225	#947	@aamodbhatt	1.1576	?	14.9 MB	Hybrid	Non-Record	N-gram cache (03-27)
AT-RISK	226	#831	@sseanliu	1.1581	?	16.0 MB	Cache	Record	Muon + SSM + INT6
AT-RISK	227	#946	@aamodbhatt	1.1606	?	13.4 MB	Hybrid	Non-Record	N-gram cache (03-27)
AT-RISK	228	#1013	@himanshudongre	1.1682	?	13.0 MB	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	229	#978	@AnirudhRahul	1.1686	?	?	Cache	Record	N-gram cache (03-27)
AT-RISK	230	#69	@TevBenji	1.1708	?	14.6 MB	Cache	Record	Muon + INT6
AT-RISK	231	#418	@yashverms	1.1715	?	15.6 MB	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	232	#1047	@newjordan	1.1823	3/3	10.0 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	233	#95	@MatoTeziTanka	1.1836	3/3	15.9 MB	Neural	Non-Record	Two-pass (03-27)
AT-RISK	234	#182	@mihir-s-05	1.1844	?	14.5 MB	Hybrid	Non-Record	TTT + Muon + LoRA + INT6
AT-RISK	235	#1140	@newjordan	1.1874	3/3	8.8 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	236	#858	@nickferrantelive	1.2135	3/3	15.5 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	237	#1110	@gowtham0992	1.2249	3/3	4.9 MB	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	238	#886	@abaybektursun	1.2711	?	48.0 MB	Hybrid	Non-Record	N-gram cache (03-27)
AT-RISK	239	#1096	@vimeto	1.3342	2/3	11.4 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	240	#794	@jeremyschied	1.3346	?	?	Hybrid	Record	N-gram cache (03-27)
AT-RISK	241	#1168	@gowtham0992	1.3639	3/3	10.4 MB	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	242	#1113	@gowtham0992	1.3705	3/3	5.2 MB	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	243	#827	@Programmerryoki	1.3999	3/3	13.5 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	244	#108	@kellyvv	1.4370	?	2.9 MB	Hybrid	Non-Record	N-gram cache (03-27)
AT-RISK	245	#1119	@gowtham0992	1.4584	3/3	11.5 MB	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	246	#559	@Parswanadh	1.5348	?	12.4 MB	Cache	Non-Record	Muon
AT-RISK	247	#1024	@immartian	2.4023	?	?	Cache	Record	N-gram cache (03-27)
AT-RISK	248	#62	@stpcoder	2.4070	?	16.0 MB	Neural	Non-Record	Two-pass (03-27)
AT-RISK	249	#1014	@haimianbaobao007	2.8700	?	?	Hybrid	Record	N-gram cache (03-27)
AT-RISK	250	#1162	@abaybektursun	?	?	16.0 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	251	#1148	@aamodbhatt	?	3/3	15.9 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	252	#1056	@sofiabod	?	3/3	1.4 MB	Hybrid	Record	N-gram cache (03-27)
AT-RISK	253	#892	@robbiebusinessacc	?	?	16.0 MB	Hybrid	Non-Record	N-gram cache (03-27)
AT-RISK	254	#860	@pappanick	?	3/3	?	Hybrid	Record	N-gram cache (03-27)
AT-RISK	255	#830	@zlxi02	?	?	13.5 MB	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	256	#767	@RichiiiTV	?	?	7.8 MB	Cache	Non-Record	N-gram cache (03-27)
AT-RISK	257	#621	@tigertonez	?	?	16.0 MB	Cache	Record	N-gram cache (03-27)
AT-RISK	258	#511	@AnirudhRahul	?	3/3	16.0 MB	Hybrid	Non-Record	N-gram cache (03-27)
AT-RISK	259	#392	@pinnerwt	?	?	?	Cache	Record	N-gram cache (03-27)
AT-RISK	260	#387	@shouryamaanjain	?	?	?	Hybrid	Record	TTT
AT-RISK	261	#241	@kellyvv	?	?	?	TTT	Non-Record	Two-pass (03-27)
INCOMPLETE	262	#666	@chrislovescoding	0.0003	?	15.9 MB	Neural	Non-Record	Muon + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	263	#587	@newjordan	0.0006	3/3	15.6 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	264	#960	@ADIITJ	0.0009	?	18.8 MB	TTT	Record	TTT + Muon + GPTQ + INT6 + EMA
INCOMPLETE	265	#1061	@rolandnsharp	0.0020	?	11.2 MB	TTT	Record	TTT + Muon + INT8 + EMA
INCOMPLETE	266	#1002	@SoHarshh	0.0020	?	15.9 MB	Neural	Record	INT6 + EMA
INCOMPLETE	267	#983	@WHITELOTUS0	0.0020	?	16.0 MB	Neural	Non-Record	Muon + INT6 + EMA
INCOMPLETE	268	#277	@mohosy	0.0020	?	16.0 MB	TTT	Non-Record	TTT + Muon + INT6
INCOMPLETE	269	#480	@imyesung	0.0028	?	16.0 MB	Neural	Non-Record	MoE + INT6
INCOMPLETE	270	#934	@tuanaqeelbohoran	0.0030	?	16.0 MB	Neural	Record	GPTQ + INT6 + INT8 + EMA
INCOMPLETE	271	#183	@anantdgoel	0.0030	?	15.1 MB	Hybrid	Non-Record	TTT + LoRA + INT8
INCOMPLETE	272	#1031	@michaelwinczuk	0.0037	?	16.0 MB	TTT	Record	TTT + Muon
INCOMPLETE	273	#341	@tobiascanavesi	0.0040	?	14.2 MB	Neural	Record	Muon + INT8
INCOMPLETE	274	#894	@albertorkive	0.0046	?	16.0 MB	Neural	Non-Record	Muon + EMA
INCOMPLETE	275	#1021	@abaybektursun	0.0050	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	276	#1032	@wfproc	0.0070	?	?	Neural	Non-Record	Muon + INT6 + EMA
INCOMPLETE	277	#975	@Abhishek8108	0.0080	?	15.9 MB	Neural	Non-Record	INT6 + EMA
INCOMPLETE	278	#494	@george11642	0.0120	3/3	?	TTT	Non-Record	TTT + GPTQ + INT6
INCOMPLETE	279	#784	@iverbovoy	0.0130	?	15.9 MB	Neural	Non-Record	Muon + GPTQ
INCOMPLETE	280	#283	@Cwarren15-A	0.0150	?	?	Neural	Record	Compliance violation
INCOMPLETE	281	#490	@amaljithkuttamath	0.0170	?	?	TTT	Record	TTT + GPTQ
INCOMPLETE	282	#459	@mer2234	0.0280	?	?	Neural	Record	Compliance violation
INCOMPLETE	283	#92	@saikrishnarallabandi	0.0310	?	14.7 MB	Neural	Record	INT6 + INT8
INCOMPLETE	284	#103	@MatthewHRockwell	0.0350	?	14.9 MB	Neural	Non-Record	LoRA + INT6
INCOMPLETE	285	#822	@henrycashe26	0.0470	?	15.8 MB	Neural	Record	Muon + LoRA + INT6
INCOMPLETE	286	#895	@iverbovoy	0.0600	?	15.8 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	287	#919	@TheDryhtscipe	0.0750	?	?	Neural	Non-Record	Compliance violation
2 SEEDS	288	#693	@EthanYangTW	0.0770	2/3	16.0 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	289	#926	@NandhuRajRK	0.8705	?	15.8 MB	Neural	Record	LeakyReLU² + GPTQ + INT6 + EMA
2 SEEDS	290	#776	@agalimova	0.9258	2/3	16.0 MB	TTT	Record	TTT
INCOMPLETE	291	#875	@shalyhinpavel	1.0226	?	16.0 MB	TTT	Record	TTT + INT8
INCOMPLETE	292	#168	@spokane-way	1.0238	?	8.8 MB	Neural	Record	INT8
2 SEEDS	293	#1143	@simon-marcus	1.0806	2/3	?	TTT	Record	TTT
2 SEEDS	294	#1005	@OnlyJundong	1.0853	2/3	16.0 MB	TTT	Non-Record	TTT + INT6 + EMA
INCOMPLETE	295	#668	@Christopher-Lee-McClendon	1.0920	?	14.1 MB	TTT	Non-Record	TTT + LoRA + GPTQ + INT6 + EMA
INCOMPLETE	296	#644	@Christopher-Lee-McClendon	1.0944	?	14.5 MB	TTT	Non-Record	TTT + LoRA + GPTQ + INT6 + EMA
INCOMPLETE	297	#628	@Christopher-Lee-McClendon	1.0983	?	14.3 MB	TTT	Non-Record	TTT + LoRA + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	298	#612	@Christopher-Lee-McClendon	1.1079	?	14.8 MB	TTT	Non-Record	TTT + GPTQ + INT6 + INT8
INCOMPLETE	299	#1006	@NewyorkDev	1.1085	?	16.0 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	300	#923	@CiprianFlorin-Ifrim	1.1090	?	15.9 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	301	#1177	@dexhunter	1.1098	3/3	?	Neural	Record	INT6
INCOMPLETE	302	#1120	@newjordan	1.1099	3/3	15.6 MB	Neural	Record	Muon + GPTQ + INT6
INCOMPLETE	303	#1135	@barneywohl	1.1110	3/3	?	Neural	Record	GPTQ
INCOMPLETE	304	#756	@abaybektursun	1.1142	?	?	TTT	Non-Record	TTT + GPTQ + INT6
INCOMPLETE	305	#841	@someone114514	1.1157	?	16.0 MB	TTT	Record	TTT + Muon
1 SEED	306	#1072	@vimeto	1.1170	1/3	15.9 MB	TTT	Record	TTT + Muon + GPTQ + INT6 + EMA
INCOMPLETE	307	#670	@abaybektursun	1.1171	3/3	?	TTT	Non-Record	TTT + Muon + GPTQ + INT8
INCOMPLETE	308	#1004	@ibarrajo	1.1182	?	15.5 MB	TTT	Non-Record	TTT + GPTQ + EMA
INCOMPLETE	309	#752	@Naazimsnh02	1.1182	?	15.9 MB	TTT	Record	TTT + Muon + GPTQ + INT6 + EMA
INCOMPLETE	310	#965	@Adam-Jacuch	1.1184	?	16.0 MB	Neural	Record	Compliance violation
INCOMPLETE	311	#1001	@ibarrajo	1.1188	?	16.3 MB	TTT	Non-Record	TTT + GPTQ + INT6
INCOMPLETE	312	#1039	@yufengli-oai	1.1189	3/3	?	TTT	Record	TTT
INCOMPLETE	313	#852	@Prush69	1.1189	?	14.5 MB	TTT	Record	TTT + Muon + SSM
INCOMPLETE	314	#1070	@manfromnowhere143	1.1190	?	15.9 MB	TTT	Non-Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	315	#610	@ChaosCodes	1.1190	?	15.8 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	316	#181	@manfromnowhere143	1.1190	?	15.9 MB	TTT	Non-Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	317	#1124	@NewyorkDev	1.1194	3/3	16.0 MB	TTT	Record	TTT + Muon + GPTQ
INCOMPLETE	318	#1106	@agalimova	1.1194	?	?	Neural	Non-Record	LeakyReLU²
INCOMPLETE	319	#816	@jimliu741523	1.1194	?	?	TTT	Record	TTT + Muon + GPTQ + INT6 + EMA
INCOMPLETE	320	#697	@Danishlynx	1.1194	?	?	TTT	Record	TTT + INT6
INCOMPLETE	321	#928	@autocode-rayes	1.1211	?	15.9 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	322	#836	@autocode-rayes	1.1219	?	?	Neural	Record	INT6
INCOMPLETE	323	#1081	@michaelwinczuk	1.1220	?	16.0 MB	TTT	Non-Record	TTT + INT6 + EMA
INCOMPLETE	324	#1080	@ciach	1.1228	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	325	#416	@kshitizz36	1.1230	?	16.0 MB	Neural	Non-Record	INT6 + EMA
INCOMPLETE	326	#429	@AbhisekBasu1	1.1231	?	16.0 MB	TTT	Non-Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	327	#682	@gthgomez	1.1233	?	16.0 MB	Neural	Non-Record	Muon + INT6 + INT8 + EMA
INCOMPLETE	328	#636	@NewyorkDev	1.1234	?	15.9 MB	Neural	Non-Record	GPTQ + INT6 + EMA
INCOMPLETE	329	#710	@Dhruba531	1.1240	?	15.6 MB	Neural	Record	Muon + GPTQ + INT6 + EMA
INCOMPLETE	330	#374	@unnir	1.1246	?	15.7 MB	Neural	Record	Muon + INT6 + INT8
INCOMPLETE	331	#394	@greqone	1.1247	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	332	#379	@dannywillowliu-uchi	1.1257	?	?	TTT	Record	GPTQ + INT6
INCOMPLETE	333	#1043	@okezue	1.1261	?	?	TTT	Record	TTT + Muon
INCOMPLETE	334	#1101	@amrayach	1.1290	?	16.0 MB	TTT	Non-Record	TTT + INT6 + EMA
INCOMPLETE	335	#254	@timowhite88	1.1303	?	?	TTT	Record	TTT + INT6
2 SEEDS	336	#198	@jfprincz	1.1318	2/3	15.7 MB	Neural	Record	Muon + INT6
INCOMPLETE	337	#383	@joelnishanth	1.1320	?	15.8 MB	Neural	Record	Muon + INT6 + INT8
INCOMPLETE	338	#332	@saml212	1.1320	?	15.7 MB	Neural	Record	INT6 + EMA
INCOMPLETE	339	#579	@newjordan	1.1325	?	15.2 MB	TTT	Record	TTT + MoE + LoRA + GPTQ + EMA
INCOMPLETE	340	#489	@sofiabod	1.1327	3/3	?	TTT	Record	TTT + Muon + INT6 + INT8
INCOMPLETE	341	#344	@aryanbhosale	1.1330	3/3	?	Neural	Non-Record	Muon + GPTQ + INT6 + EMA
INCOMPLETE	342	#598	@Christopher-Lee-McClendon	1.1334	?	15.7 MB	TTT	Non-Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	343	#1086	@Omrigotlieb	1.1349	?	16.3 MB	TTT	Record	Muon + GPTQ + INT6 + INT8 + EMA
2 SEEDS	344	#695	@0xNoramiya	1.1352	2/3	15.9 MB	TTT	Record	TTT + Muon + INT6 + EMA
INCOMPLETE	345	#667	@suchitj2702	1.1352	?	15.4 MB	TTT	Non-Record	TTT + Muon + INT6
INCOMPLETE	346	#562	@bigbag	1.1354	?	15.3 MB	TTT	Non-Record	TTT + Muon + INT6
INCOMPLETE	347	#290	@ibarrajo	1.1354	?	15.9 MB	TTT	Record	TTT + INT6
INCOMPLETE	348	#307	@dennisimoo	1.1357	?	15.7 MB	Neural	Record	INT6 + EMA
INCOMPLETE	349	#339	@sheeki03	1.1364	?	16.2 MB	TTT	Record	TTT + Muon + INT6 + EMA
2 SEEDS	350	#458	@ofirkris	1.1365	2/3	?	TTT	Record	TTT + INT6 + EMA
INCOMPLETE	351	#422	@albertorkive	1.1396	?	15.9 MB	Neural	Record	Muon + INT6 + EMA
INCOMPLETE	352	#267	@andrewgcodes	1.1402	?	?	TTT	Record	TTT
INCOMPLETE	353	#1087	@Dhenenjay	1.1407	?	15.7 MB	TTT	Record	LeakyReLU² + TTT + GPTQ + INT6 + EMA
INCOMPLETE	354	#601	@anantdgoel	1.1418	?	15.7 MB	TTT	Non-Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	355	#526	@Christopher-Lee-McClendon	1.1425	?	15.5 MB	TTT	Non-Record	TTT + Muon + INT6
INCOMPLETE	356	#360	@MultiFe22	1.1426	?	16.0 MB	Neural	Non-Record	EMA
INCOMPLETE	357	#314	@aravhawk	1.1428	?	2.0 MB	Neural	Record	INT6
INCOMPLETE	358	#658	@hmlizama	1.1428	?	?	TTT	Non-Record	TTT + LoRA
INCOMPLETE	359	#447	@CREVIOS	1.1431	?	16.0 MB	Neural	Non-Record	Muon + INT6
2 SEEDS	360	#303	@sseanliu	1.1436	2/3	15.3 MB	TTT	Non-Record	TTT + EMA
INCOMPLETE	361	#317	@chris-buckley	1.1442	?	16.0 MB	Hybrid	Record	TTT + Muon + INT6 + EMA
INCOMPLETE	362	#461	@Christopher-Lee-McClendon	1.1446	?	14.8 MB	TTT	Non-Record	TTT + Muon + INT6
2 SEEDS	363	#327	@Ananddna	1.1450	2/3	?	TTT	Record	TTT + Muon + LoRA + INT6
INCOMPLETE	364	#325	@ar0cket1	1.1462	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	365	#450	@zachgoldfine44	1.1466	3/3	?	TTT	Record	TTT + INT6
INCOMPLETE	366	#389	@trasnake87	1.1466	?	14.8 MB	Neural	Record	INT6 + EMA
2 SEEDS	367	#179	@devin-cog	1.1472	2/3	15.9 MB	Neural	Record	Muon + INT6
INCOMPLETE	368	#592	@Skytuhua	1.1476	?	15.5 MB	Neural	Record	GPTQ + INT6 + EMA
INCOMPLETE	369	#709	@StolbaJ	1.1478	3/3	?	TTT	Record	INT6
INCOMPLETE	370	#150	@yahya010	1.1478	?	15.8 MB	TTT	Record	TTT + Muon + INT6
1 SEED	371	#194	@baudrillardsgh0st	1.1480	1/3	19.1 MB	Neural	Record	Muon + INT6 + INT8
INCOMPLETE	372	#680	@bro4all	1.1483	?	16.0 MB	TTT	Non-Record	TTT + Muon + SwiGLU + INT6 + EMA
2 SEEDS	373	#583	@suchihype	1.1489	2/3	16.0 MB	Neural	Record	INT6
2 SEEDS	374	#364	@shikhar1729	1.1497	2/3	15.9 MB	TTT	Record	Compliance violation
INCOMPLETE	375	#1108	@DbBested	1.1502	?	?	TTT	Record	TTT
INCOMPLETE	376	#192	@baudrillardsgh0st	1.1502	?	15.5 MB	Neural	Record	Muon + INT6 + INT8
INCOMPLETE	377	#623	@SPThole	1.1507	3/3	15.4 MB	TTT	Record	TTT + Muon + GPTQ + INT6 + EMA
INCOMPLETE	378	#1045	@Hilo-Hilo	1.1509	?	15.3 MB	TTT	Non-Record	TTT + INT6
INCOMPLETE	379	#538	@cruz-andr	1.1511	?	?	TTT	Record	TTT + LoRA
INCOMPLETE	380	#289	@integrate-your-mind	1.1518	?	15.2 MB	TTT	Record	TTT + Muon + LoRA + INT6
INCOMPLETE	381	#302	@JackYoung27	1.1520	?	15.1 MB	TTT	Non-Record	TTT + INT6
INCOMPLETE	382	#485	@harsha-gouru	1.1522	?	15.4 MB	Neural	Record	INT6
2 SEEDS	383	#164	@jfprincz	1.1524	2/3	15.4 MB	Neural	Record	Muon + INT6 + INT8
INCOMPLETE	384	#456	@Christopher-Lee-McClendon	1.1532	?	16.0 MB	TTT	Non-Record	TTT + Muon + LoRA + GPTQ + INT6
2 SEEDS	385	#1065	@rithunkp	1.1536	2/3	15.7 MB	Neural	Non-Record	Muon + INT6 + INT8
INCOMPLETE	386	#1008	@monkeyKingProgrammer	1.1538	?	15.8 MB	TTT	Non-Record	TTT + Muon + EMA
INCOMPLETE	387	#920	@CiprianFlorin-Ifrim	1.1539	3/3	16.0 MB	TTT	Record	TTT + Muon
INCOMPLETE	388	#135	@unnir	1.1539	?	15.2 MB	Neural	Record	Muon + INT6
INCOMPLETE	389	#230	@MatthewHRockwell	1.1541	?	16.0 MB	Neural	Record	INT6
INCOMPLETE	390	#653	@demirelo	1.1550	?	16.0 MB	Hybrid	Record	TTT + Muon
INCOMPLETE	391	#507	@skarakulak	1.1558	?	15.2 MB	Neural	Record	Muon + SwiGLU + INT6 + EMA
INCOMPLETE	392	#1090	@swapp1990	1.1573	?	15.0 MB	TTT	Non-Record	TTT + Muon + SwiGLU + LoRA + INT6 + INT8
INCOMPLETE	393	#366	@shivnarainms22	1.1574	?	15.5 MB	TTT	Non-Record	TTT + INT6
INCOMPLETE	394	#365	@outsourc-e	1.1574	?	?	Neural	Record	INT6
INCOMPLETE	395	#114	@saml212	1.1574	?	16.0 MB	Neural	Record	INT6 + INT8
INCOMPLETE	396	#273	@dentity007	1.1575	?	14.7 MB	Neural	Non-Record	Muon + INT6
INCOMPLETE	397	#932	@anthony-maio	1.1580	3/3	?	Neural	Non-Record	Compliance violation
INCOMPLETE	398	#901	@Hilo-Hilo	1.1590	?	15.9 MB	TTT	Record	TTT + INT6 + INT8
INCOMPLETE	399	#492	@Divyesh-Thirukonda	1.1591	?	16.0 MB	TTT	Record	TTT + LoRA + INT6 + INT8 + EMA
2 SEEDS	400	#128	@rsavitt	1.1594	2/3	15.2 MB	Neural	Record	INT6 + INT8
INCOMPLETE	401	#251	@kshitizz36	1.1596	?	15.3 MB	Neural	Record	Muon + INT6
INCOMPLETE	402	#191	@chris-buckley	1.1598	?	15.9 MB	Neural	Record	Muon + INT6
INCOMPLETE	403	#222	@ansh-deriv	1.1601	?	16.0 MB	Neural	Non-Record	Muon + INT6 + INT8
INCOMPLETE	404	#99	@takhir-iota	1.1605	?	0.0 MB	Neural	Record	INT6 + INT8
INCOMPLETE	405	#330	@bopmite	1.1609	?	?	Neural	Non-Record	INT6
INCOMPLETE	406	#102	@unnir	1.1618	?	15.1 MB	Neural	Record	Muon + MoE + INT6 + INT8
2 SEEDS	407	#89	@vmfunc	1.1622	2/3	15.5 MB	Neural	Record	Muon + INT6
INCOMPLETE	408	#160	@ChaseWNorton	1.1623	?	?	Neural	Record	INT6 + INT8
INCOMPLETE	409	#209	@JWLBOYCE	1.1624	?	16.0 MB	Neural	Non-Record	INT6
INCOMPLETE	410	#698	@hesong0222-dev	1.1642	?	15.6 MB	Neural	Non-Record	Muon + GPTQ + INT6 + EMA
INCOMPLETE	411	#296	@sseanliu	1.1645	?	16.0 MB	TTT	Non-Record	TTT
INCOMPLETE	412	#1022	@aramdov	1.1646	?	16.9 MB	TTT	Non-Record	Muon + INT8
INCOMPLETE	413	#107	@m0at	1.1648	?	15.9 MB	Neural	Record	INT6
INCOMPLETE	414	#929	@andreanjos	1.1653	?	15.0 MB	Neural	Record	INT6
INCOMPLETE	415	#352	@sp00mm	1.1659	?	15.1 MB	Neural	Record	INT6 + EMA
1 SEED	416	#70	@jfprincz	1.1659	1/3	14.9 MB	Neural	Record	INT6
INCOMPLETE	417	#170	@baudrillardsgh0st	1.1669	?	14.8 MB	Neural	Record	Muon + INT6 + INT8
INCOMPLETE	418	#81	@polarizedfortnite-cpu	1.1670	?	?	TTT	Record	TTT + SwiGLU + LoRA + INT6
INCOMPLETE	419	#305	@Naazimsnh02	1.1672	?	14.4 MB	Neural	Record	INT6 + INT8
INCOMPLETE	420	#453	@Divyesh-Thirukonda	1.1689	?	16.0 MB	TTT	Non-Record	TTT
INCOMPLETE	421	#474	@joshuaswarren	1.1690	?	15.3 MB	Neural	Non-Record	Muon + INT6
INCOMPLETE	422	#299	@Mistobaan	1.1697	?	16.0 MB	TTT	Non-Record	TTT + LoRA
INCOMPLETE	423	#117	@trovatochris	1.1702	?	15.3 MB	Neural	Record	Muon + INT6
INCOMPLETE	424	#249	@kvmukilan	1.1704	?	13.5 MB	Neural	Non-Record	INT6
INCOMPLETE	425	#211	@dubthecat	1.1719	?	16.0 MB	Neural	Record	Compliance violation
INCOMPLETE	426	#487	@anantdgoel	1.1720	?	19.4 MB	Neural	Non-Record	EMA
INCOMPLETE	427	#329	@lee101	1.1722	?	16.0 MB	Neural	Record	INT8
INCOMPLETE	428	#424	@someone114514	1.1725	?	16.4 MB	Neural	Non-Record	Muon + INT6 + EMA
INCOMPLETE	429	#176	@GLDRoger	1.1732	?	15.8 MB	Neural	Record	Muon + INT6
INCOMPLETE	430	#908	@albertorkive	1.1734	?	16.8 MB	Neural	Non-Record	EMA
INCOMPLETE	431	#381	@codestrongestx	1.1739	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	432	#304	@Bortlesboat	1.1739	?	?	Hybrid	Non-Record	TTT + LoRA + INT6
INCOMPLETE	433	#256	@IvGolovach	1.1747	?	15.9 MB	TTT	Record	TTT + INT6 + INT8
INCOMPLETE	434	#166	@chinesepowered	1.1748	?	16.0 MB	Neural	Record	Muon
2 SEEDS	435	#547	@shajalahamedcse	1.1752	2/3	1.5 MB	Neural	Record	INT6
INCOMPLETE	436	#217	@kshitizz36	1.1753	?	14.7 MB	Neural	Record	INT6 + INT8
1 SEED	437	#96	@saml212	1.1764	1/3	15.9 MB	Neural	Record	Muon
2 SEEDS	438	#66	@arjun-krishna1	1.1769	2/3	15.3 MB	Neural	Record	INT6
INCOMPLETE	439	#367	@ksang123	1.1770	?	15.9 MB	TTT	Non-Record	TTT + INT6 + EMA
INCOMPLETE	440	#310	@vishesh9131	1.1787	?	15.6 MB	TTT	Record	TTT + Muon + LoRA + INT8
INCOMPLETE	441	#205	@xinpw8	1.1792	?	12.1 MB	Neural	Non-Record	Muon + INT6
INCOMPLETE	442	#1141	@ivanontech	1.1801	?	?	Neural	Non-Record	Muon
INCOMPLETE	443	#1139	@ivanontech	1.1801	?	?	Neural	Non-Record	Muon + EMA
INCOMPLETE	444	#543	@rarce	1.1804	?	15.9 MB	Neural	Non-Record	Muon + GPTQ + INT6 + INT8
INCOMPLETE	445	#805	@zeytx	1.1807	?	3.9 MB	Neural	Record	GPTQ + INT6 + EMA
INCOMPLETE	446	#301	@lookin-zz	1.1807	?	16.0 MB	TTT	Non-Record	TTT + INT6
INCOMPLETE	447	#172	@GMaN1911	1.1812	?	16.0 MB	Neural	Record	INT6 + INT8
INCOMPLETE	448	#321	@andreanjos	1.1864	?	?	Neural	Record	INT8
INCOMPLETE	449	#137	@abhishekgahlot2	1.1877	?	15.2 MB	Neural	Record	Muon + INT6
INCOMPLETE	450	#197	@machdragon	1.1893	?	15.3 MB	Neural	Non-Record	Muon + INT8
INCOMPLETE	451	#542	@ddavidgao	1.1898	?	16.6 MB	TTT	Non-Record	TTT + MoE + SwiGLU
2 SEEDS	452	#221	@shajalahamedcse	1.1899	2/3	16.0 MB	Neural	Record	Compliance violation
INCOMPLETE	453	#832	@jfprincz	1.1903	?	14.2 MB	Neural	Non-Record	Muon + INT6 + EMA
INCOMPLETE	454	#355	@josusanmartin	1.1913	?	16.1 MB	Neural	Non-Record	INT8
2 SEEDS	455	#309	@NewyorkDev	1.1914	2/3	11.5 MB	Neural	Record	INT6 + INT8
INCOMPLETE	456	#500	@ikermoel	1.1925	3/3	?	TTT	Record	TTT + LoRA + INT8
INCOMPLETE	457	#142	@ankitmaloo	1.1925	?	?	Neural	Record	INT8
INCOMPLETE	458	#446	@sofiabod	1.1933	?	16.0 MB	Neural	Record	Compliance violation
INCOMPLETE	459	#560	@Rohan5commit	1.1935	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	460	#1125	@jainpranjal97	1.1946	?	?	Neural	Non-Record	Muon + INT8
INCOMPLETE	461	#161	@santosh5541	1.1957	?	15.9 MB	TTT	Record	TTT + LoRA + INT8
INCOMPLETE	462	#1036	@ivanontech	1.1974	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	463	#1123	@sisegod	1.1986	?	16.0 MB	TTT	Non-Record	TTT + Muon + INT6
INCOMPLETE	464	#510	@SelfAnush	1.1989	?	?	Neural	Non-Record	Muon
INCOMPLETE	465	#799	@yuvraajbains	1.2000	?	?	Neural	Non-Record	SwiGLU
INCOMPLETE	466	#448	@handemanai	1.2006	?	15.0 MB	Neural	Record	INT6
INCOMPLETE	467	#200	@khasinski	1.2012	?	14.3 MB	Neural	Record	INT6
INCOMPLETE	468	#139	@ksang123	1.2029	?	15.1 MB	Neural	Non-Record	INT6
INCOMPLETE	469	#231	@lenguyen1807	1.2036	?	?	Neural	Record	Muon
INCOMPLETE	470	#368	@MatoTeziTanka	1.2037	?	12.5 MB	Neural	Non-Record	Muon + INT6 + EMA
INCOMPLETE	471	#454	@nalediym	1.2055	?	19.6 MB	Neural	Non-Record	INT6 + INT8
INCOMPLETE	472	#1038	@Vibes-me	1.2058	?	16.0 MB	TTT	Record	TTT
INCOMPLETE	473	#244	@simon-marcus	1.2064	?	15.3 MB	Neural	Non-Record	INT8
INCOMPLETE	474	#903	@CiprianFlorin-Ifrim	1.2064	?	15.8 MB	Neural	Non-Record	Muon + SSM + EMA
INCOMPLETE	475	#649	@pall23-mech	1.2073	?	15.5 MB	Neural	Record	Muon + INT6 + EMA
INCOMPLETE	476	#225	@dibdabo	1.2089	?	15.2 MB	Neural	Non-Record	Muon + INT6
2 SEEDS	477	#163	@Focus2321	1.2091	2/3	13.2 MB	Neural	Record	Muon + SwiGLU
2 SEEDS	478	#495	@SergiuDeveloper	1.2092	2/3	15.5 MB	TTT	Non-Record	TTT + LoRA
INCOMPLETE	479	#651	@phulin	1.2093	?	?	TTT	Record	TTT
INCOMPLETE	480	#136	@ibarrajo	1.2101	?	15.9 MB	TTT	Record	TTT + SwiGLU + INT8
INCOMPLETE	481	#1015	@shram86	1.2115	?	15.1 MB	Neural	Record	INT6 + EMA
INCOMPLETE	482	#85	@hydeh3r3	1.2156	?	?	Neural	Record	Muon + INT6 + INT8
INCOMPLETE	483	#1046	@Jayteare	1.2174	?	15.1 MB	Neural	Record	INT6 + INT8 + EMA
INCOMPLETE	484	#148	@iverbovoy	1.2196	?	12.8 MB	Neural	Record	INT8
INCOMPLETE	485	#155	@peytontolbert	1.2202	?	16.0 MB	Neural	Record	Muon
INCOMPLETE	486	#334	@nathon-lee	1.2207	?	15.4 MB	TTT	Non-Record	TTT + Muon + INT6 + EMA
INCOMPLETE	487	#440	@Ashutosh3142857	1.2219	3/3	?	Neural	Record	EMA
2 SEEDS	488	#1035	@andrewmouldon	1.2262	2/3	16.0 MB	Neural	Non-Record	Compliance violation
2 SEEDS	489	#966	@andrewmouldon	1.2262	2/3	16.0 MB	Neural	Non-Record	Compliance violation
2 SEEDS	490	#812	@andrewmouldon	1.2262	2/3	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	491	#78	@mtybadger	1.2273	?	14.7 MB	Neural	Record	Muon + INT6 + INT8
INCOMPLETE	492	#506	@eshansinghal14	1.2294	?	16.0 MB	Neural	Non-Record	INT8
INCOMPLETE	493	#675	@ChideraIbe123	1.2302	?	13.4 MB	Neural	Non-Record	LoRA + INT8
INCOMPLETE	494	#204	@Akasxh	1.2320	?	14.2 MB	Neural	Record	Muon + INT6
INCOMPLETE	495	#288	@trasnake87	1.2334	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	496	#195	@chasewebb	1.2355	?	15.9 MB	Neural	Record	INT8
INCOMPLETE	497	#600	@humanaiconvention	1.2364	?	15.7 MB	TTT	Non-Record	TTT + LoRA + INT6
INCOMPLETE	498	#395	@NishantDahal	1.2374	?	13.5 MB	Neural	Non-Record	SwiGLU + INT8
INCOMPLETE	499	#436	@CrimsonSithria	1.2392	?	15.9 MB	Neural	Non-Record	Muon + INT8 + EMA
INCOMPLETE	500	#370	@SergheiBrinza	1.2421	?	13.3 MB	Neural	Record	INT6
INCOMPLETE	501	#272	@simon-marcus	1.2427	?	10.4 MB	TTT	Non-Record	TTT + INT6 + INT8
INCOMPLETE	502	#343	@joeynyc	1.2459	?	15.9 MB	Neural	Record	Compliance violation
INCOMPLETE	503	#939	@brian386	1.2519	3/3	?	Neural	Non-Record	Compliance violation
INCOMPLETE	504	#1088	@serdardoesml	1.2542	?	16.0 MB	Neural	Non-Record	INT8
INCOMPLETE	505	#580	@micoverde	1.2623	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	506	#855	@aazizyan	1.2659	?	10.7 MB	Neural	Non-Record	INT8
INCOMPLETE	507	#904	@anthony-maio	1.2734	?	15.8 MB	Neural	Non-Record	INT8
INCOMPLETE	508	#632	@AtomChen0425	1.2767	?	15.9 MB	Neural	Non-Record	INT6
INCOMPLETE	509	#501	@aamodbhatt	1.2771	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	510	#571	@maxwellcipher	1.2791	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	511	#791	@ShihChunHao	1.2824	3/3	?	Neural	Record	INT6
INCOMPLETE	512	#293	@Nishu2000-hub	1.2827	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	513	#354	@Skrisps26	1.2838	?	14.4 MB	Neural	Non-Record	Muon + INT6
INCOMPLETE	514	#384	@anantdgoel	1.2882	?	13.2 MB	Hybrid	Non-Record	TTT
INCOMPLETE	515	#326	@crony-io	1.2890	?	16.0 MB	Neural	Non-Record	Muon + INT6 + INT8
INCOMPLETE	516	#970	@dnldsz	1.2907	?	15.8 MB	Neural	Non-Record	Muon + SSM + INT8
INCOMPLETE	517	#193	@KHUCHAN	1.2917	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	518	#664	@tsbiosky	1.2982	?	15.8 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	519	#271	@xexyz	1.3003	?	?	Neural	Non-Record	SwiGLU + INT8
INCOMPLETE	520	#1027	@Syed-M-Zeeshan	1.3036	?	16.0 MB	TTT	Non-Record	TTT + INT6 + EMA
INCOMPLETE	521	#1174	@Okropniak	1.3069	?	16.0 MB	Neural	Non-Record	INT6 + EMA
INCOMPLETE	522	#835	@iverbovoy	1.3190	?	15.9 MB	Neural	Non-Record	INT8
INCOMPLETE	523	#1078	@chinmaypatwardhan-ops	1.3193	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	524	#407	@itu-itis24-buyukhelvacigilm24	1.3208	?	?	Neural	Non-Record	INT8
INCOMPLETE	525	#488	@pkim02	1.3267	?	13.3 MB	Neural	Record	Muon + INT6 + EMA
INCOMPLETE	526	#260	@Kevxn97	1.3276	?	?	Neural	Record	Compliance violation
INCOMPLETE	527	#1074	@ldh-at	1.3288	?	16.0 MB	Neural	Non-Record	Compliance violation
2 SEEDS	528	#1097	@danielxmed	1.3355	2/3	16.5 MB	Neural	Record	INT8
INCOMPLETE	529	#104	@gwelinder	1.3358	?	15.8 MB	Neural	Non-Record	INT6 + INT8
INCOMPLETE	530	#435	@rthgit	1.3379	?	14.7 MB	Neural	Record	INT6 + INT8 + EMA
INCOMPLETE	531	#1133	@swetapaul08	1.3440	?	16.0 MB	Neural	Non-Record	INT8
INCOMPLETE	532	#226	@CRouvroy	1.3446	?	?	Neural	Record	LoRA + INT8
INCOMPLETE	533	#438	@stevenshinechen	1.3490	?	?	Neural	Non-Record	Muon + EMA
INCOMPLETE	534	#285	@DanishjeetSingh	1.3510	?	11.9 MB	TTT	Non-Record	TTT + INT8
INCOMPLETE	535	#346	@bjbjbjbjbjbj	1.3529	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	536	#746	@C0neF	1.3556	?	14.8 MB	Neural	Non-Record	Compliance violation
2 SEEDS	537	#1144	@inFaaa	1.3572	2/3	15.5 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	538	#1025	@Zagot-byte	1.3579	?	21.0 MB	Neural	Non-Record	SwiGLU
2 SEEDS	539	#1104	@DariusFeher	1.3595	2/3	16.0 MB	TTT	Non-Record	TTT + INT8 + EMA
INCOMPLETE	540	#681	@Alfaxad	1.3628	?	7.9 MB	TTT	Non-Record	TTT + EMA
INCOMPLETE	541	#630	@LapushBaby	1.3629	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	542	#567	@nitSubedi	1.3660	?	12.0 MB	Neural	Non-Record	Muon + INT6
INCOMPLETE	543	#749	@FyeJordy	1.3684	?	15.1 MB	Neural	Record	INT8
INCOMPLETE	544	#1167	@Durlabhkumarjha	1.3736	?	?	Neural	Record	Muon
INCOMPLETE	545	#125	@akshai0296	1.3797	?	10.2 MB	Neural	Non-Record	INT8
INCOMPLETE	546	#1131	@JianYan11	1.3822	?	?	Neural	Record	Compliance violation
INCOMPLETE	547	#196	@sicauzxl	1.3825	?	15.8 MB	TTT	Non-Record	TTT + INT8
INCOMPLETE	548	#266	@User123331	1.3932	?	12.8 MB	TTT	Non-Record	TTT + LoRA + INT8
INCOMPLETE	549	#441	@CrimsonSithria	1.3936	?	3.7 MB	Neural	Record	Compliance violation
INCOMPLETE	550	#386	@Sambhav242005	1.4061	?	4.4 MB	Neural	Record	INT8
INCOMPLETE	551	#284	@DanishjeetSingh	1.4106	?	11.1 MB	Neural	Non-Record	Muon + INT8
INCOMPLETE	552	#588	@andyluo22	1.4120	?	16.0 MB	TTT	Non-Record	TTT
INCOMPLETE	553	#992	@TimS-ml	1.4129	?	11.9 MB	Neural	Non-Record	Muon + INT8
INCOMPLETE	554	#997	@randy06122001-boop	1.4182	3/3	11.6 MB	Neural	Non-Record	Muon + INT6 + INT8
INCOMPLETE	555	#937	@mihir-s-05	1.4386	?	16.0 MB	Cache	Non-Record	INT6 + EMA
INCOMPLETE	556	#228	@hmhm0	1.4444	?	?	Neural	Record	Compliance violation
INCOMPLETE	557	#413	@anantdgoel	1.4525	?	13.2 MB	Cache	Non-Record	EMA
INCOMPLETE	558	#444	@AymanMahfuz27	1.4536	?	14.6 MB	Neural	Non-Record	Muon + INT6 + INT8 + EMA
INCOMPLETE	559	#476	@aquemy	1.4574	?	10.8 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	560	#554	@chrisnkuno	1.4612	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	561	#530	@j420	1.4963	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	562	#739	@Jonas-T5	1.5000	?	13.0 MB	Neural	Non-Record	INT6
INCOMPLETE	563	#232	@kellyvv	1.5164	?	2.9 MB	Neural	Record	INT6
INCOMPLETE	564	#502	@aamodbhatt	1.5248	?	13.1 MB	Neural	Non-Record	INT6
INCOMPLETE	565	#504	@fleeb83	1.5275	?	15.4 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	566	#54	@TheCause	1.5283	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	567	#263	@Dannybc123	1.5382	?	11.5 MB	TTT	Non-Record	TTT + INT8
INCOMPLETE	568	#405	@meett07	1.5516	?	9.3 MB	Neural	Non-Record	INT8
INCOMPLETE	569	#1107	@mradassaad	1.5633	?	10.9 MB	TTT	Non-Record	TTT + Muon + SSM + INT6
INCOMPLETE	570	#1163	@intelligentiaomni	1.5645	?	16.0 MB	Neural	Record	INT8
INCOMPLETE	571	#643	@frido22	1.5672	?	16.0 MB	Neural	Non-Record	INT8 + EMA
INCOMPLETE	572	#213	@estesryan	1.5890	?	16.0 MB	Neural	Non-Record	INT8
INCOMPLETE	573	#91	@koushikkethamakka	1.5890	?	20.4 MB	Neural	Record	Compliance violation
INCOMPLETE	574	#247	@riatzukiza	1.6114	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	575	#248	@riatzukiza	1.6231	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	576	#259	@outsourc-e	1.6353	?	?	Neural	Record	INT8
INCOMPLETE	577	#974	@anthony-maio	1.6542	?	1.2 MB	Neural	Non-Record	LoRA
INCOMPLETE	578	#258	@riatzukiza	1.6572	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	579	#276	@riatzukiza	1.6577	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	580	#240	@riatzukiza	1.6660	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	581	#550	@haimianbaobao007	1.7140	?	?	TTT	Record	TTT + LoRA + INT6 + EMA
INCOMPLETE	582	#1034	@Jeneesh1014	1.7195	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	583	#313	@my-sonicase	1.7232	?	8.4 MB	Neural	Non-Record	INT8
INCOMPLETE	584	#126	@Athenox14	1.7510	?	3.8 MB	Neural	Non-Record	Muon + INT8
INCOMPLETE	585	#356	@sjp611	1.8338	?	10.0 MB	TTT	Non-Record	INT6 + EMA
INCOMPLETE	586	#237	@takoyakisoft	1.8389	?	?	TTT	Record	TTT
INCOMPLETE	587	#56	@cschubiner	1.8440	?	16.0 MB	Neural	Non-Record	INT8
INCOMPLETE	588	#220	@timothywangdev	1.8480	?	16.0 MB	Cache	Non-Record	SSM + INT8
INCOMPLETE	589	#345	@anandks2006	1.8522	?	3.5 MB	Neural	Non-Record	INT8
INCOMPLETE	590	#342	@adhyaay-karnwal	1.9011	?	16.0 MB	Neural	Non-Record	Muon
INCOMPLETE	591	#80	@staticplayHub	1.9041	?	14.2 MB	Neural	Non-Record	INT8
INCOMPLETE	592	#68	@swangai7178	1.9105	?	?	Neural	Record	Compliance violation
INCOMPLETE	593	#597	@AnirudhaRamesh	1.9263	?	16.0 MB	Neural	Non-Record	SwiGLU
INCOMPLETE	594	#328	@kingjulio8238	1.9588	?	12.3 MB	Neural	Non-Record	Muon + INT6 + INT8
INCOMPLETE	595	#539	@PavelPaha	1.9672	?	10.5 MB	Neural	Record	INT8
INCOMPLETE	596	#708	@juvi21	2.1250	?	16.0 MB	Neural	Non-Record	EMA
INCOMPLETE	597	#1073	@ranausmanai	2.1680	?	16.0 MB	Neural	Non-Record	INT8 + EMA
INCOMPLETE	598	#97	@paritoshmmmec	2.3075	?	10.4 MB	Neural	Record	Compliance violation
INCOMPLETE	599	#906	@andrew-medrano	2.3839	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	600	#1154	@LucasErcolano	2.3861	?	88.0 MB	Cache	Non-Record	Compliance violation
INCOMPLETE	601	#789	@ab2891	2.4452	?	?	TTT	Non-Record	TTT
INCOMPLETE	602	#1146	@nguthiru	2.4646	?	14.1 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	603	#804	@Devchandrasen	2.6981	?	16.0 MB	TTT	Non-Record	Compliance violation
INCOMPLETE	604	#323	@megnat05-tmm	2.7873	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	605	#320	@megnat05-tmm	2.7873	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	606	#431	@spatnala18	3.0844	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	607	#523	@hesong0222-dev	3.2439	?	16.0 MB	Neural	Non-Record	Compliance violation
2 SEEDS	608	#1173	@imitation-alpha	3.2607	2/3	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	609	#801	@garindean	3.2636	?	8.8 MB	Neural	Non-Record	Muon + SwiGLU + INT8
INCOMPLETE	610	#90	@gwskier11-design	3.3198	?	16.0 MB	Neural	Non-Record	INT8
INCOMPLETE	611	#118	@stukenov	3.3841	?	16.0 MB	Neural	Non-Record	INT8
INCOMPLETE	612	#973	@mrbese	3.9143	?	12.9 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	613	#1165	@brandonpf	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	614	#1164	@papalino456	?	?	16.0 MB	TTT	Non-Record	TTT + LoRA
INCOMPLETE	615	#1153	@LucasErcolano	?	?	?	Cache	Non-Record	INT8
INCOMPLETE	616	#1149	@LucasErcolano	?	?	16.0 MB	Cache	Non-Record	INT8
INCOMPLETE	617	#1138	@greqone	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	618	#1137	@Hieuabssy	?	?	?	Neural	Record	GPTQ + EMA
INCOMPLETE	619	#1132	@jxning0422-dev	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	620	#1115	@schoudhary90210	?	?	16.0 MB	TTT	Non-Record	LeakyReLU² + TTT
INCOMPLETE	621	#1112	@dillon-blake	?	3/3	15.9 MB	Neural	Non-Record	LeakyReLU² + Muon + RWKV + INT6 + EMA
INCOMPLETE	622	#1093	@Muhtasham	?	?	?	Cache	Record	Compliance violation
INCOMPLETE	623	#1085	@adityasasidhar	?	?	?	Neural	Non-Record	INT6
INCOMPLETE	624	#1077	@malc3om	?	3/3	16.0 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	625	#1075	@guilhhotina	?	?	?	Neural	Non-Record	INT8
INCOMPLETE	626	#1071	@AbhayAnandUCSD	?	?	15.9 MB	Neural	Non-Record	Muon + INT6
INCOMPLETE	627	#1068	@LappyG	?	?	16.1 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	628	#1067	@dheeren-tejani	?	3/3	17.1 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	629	#1063	@SHN2004	?	?	?	Neural	Non-Record	LeakyReLU²
INCOMPLETE	630	#1062	@yaowubarbara	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	631	#1059	@edidisheng	?	?	?	Neural	Record	INT6
INCOMPLETE	632	#1058	@resouer	?	?	16.0 MB	TTT	Non-Record	TTT
INCOMPLETE	633	#1054	@samy-oid	?	?	16.0 MB	Neural	Record	Compliance violation
INCOMPLETE	634	#1051	@tejas-goyal	?	?	16.0 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	635	#1050	@Taleef7	?	?	16.0 MB	TTT	Record	TTT + Muon
INCOMPLETE	636	#1023	@DanielSooman	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	637	#1020	@VettyCordwainer	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	638	#1012	@himanshudongre	?	?	16.0 MB	Neural	Non-Record	SSM + EMA
INCOMPLETE	639	#1009	@SoHarshh	?	?	?	TTT	Record	TTT + EMA
INCOMPLETE	640	#1003	@techleadershipofanurag	?	?	16.0 MB	Neural	Non-Record	Muon + LoRA + INT6 + EMA
INCOMPLETE	641	#1000	@Elarwei001	?	?	16.0 MB	Neural	Record	INT6
INCOMPLETE	642	#998	@asuramaya	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	643	#994	@singhaikshitijjain	?	?	?	Neural	Record	Muon + SwiGLU + INT8 + EMA
INCOMPLETE	644	#987	@Evreu1pro	?	?	16.0 MB	TTT	Non-Record	TTT + Muon + SwiGLU + INT6
INCOMPLETE	645	#985	@danielweidinger2299-debug	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	646	#984	@jzgdev	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	647	#981	@BurguerJohn	?	?	16.0 MB	Neural	Non-Record	MoE
INCOMPLETE	648	#980	@slowomir33-arch	?	?	16.0 MB	Neural	Record	Muon + INT8
INCOMPLETE	649	#957	@genji0306	?	?	?	Neural	Non-Record	MoE
INCOMPLETE	650	#956	@genji0306	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	651	#955	@genji0306	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	652	#954	@genji0306	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	653	#951	@Bharath-970	?	?	1.3 MB	TTT	Record	TTT + Muon + GPTQ + INT6 + EMA
INCOMPLETE	654	#938	@numb3r33	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	655	#936	@Electroiscoding	?	?	?	Neural	Non-Record	MoE
INCOMPLETE	656	#935	@fumbl8	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	657	#930	@lamb356	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	658	#910	@Meirzhan05	?	?	3.0 MB	Neural	Record	GPTQ + INT6
INCOMPLETE	659	#905	@anthony-maio	?	?	13.7 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	660	#902	@Muhtasham	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	661	#879	@tejassaboo	?	?	16.0 MB	Neural	Record	Muon
INCOMPLETE	662	#877	@clthuang	?	3/3	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	663	#862	@grim-hitman0XX	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	664	#845	@rubenbalbastre	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	665	#844	@preyam2002	?	?	16.0 MB	TTT	Record	TTT + Muon + SwiGLU + LoRA + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	666	#842	@JUSTSUJAY	?	?	14.6 MB	Neural	Non-Record	INT8
INCOMPLETE	667	#823	@ai-wes	?	?	16.0 MB	TTT	Non-Record	TTT
INCOMPLETE	668	#820	@mtybadger	?	?	15.3 MB	Neural	Non-Record	INT6 + INT8
INCOMPLETE	669	#819	@Tetrahedroned	?	?	?	Neural	Record	EMA
INCOMPLETE	670	#818	@lucamignatti	?	?	?	Neural	Record	INT6
INCOMPLETE	671	#793	@pall23-mech	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	672	#785	@SirSaltySalmon	?	3/3	?	TTT	Non-Record	LeakyReLU² + TTT + Muon
INCOMPLETE	673	#783	@petergpt	?	?	16.0 MB	Cache	Non-Record	GPTQ + INT6
INCOMPLETE	674	#773	@siddhantparadox	?	?	16.0 MB	Neural	Non-Record	INT6
2 SEEDS	675	#766	@Shakil281	?	2/3	16.0 MB	TTT	Non-Record	TTT + Muon + SwiGLU + INT6
INCOMPLETE	676	#765	@grgomrton	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	677	#759	@markste-in	?	?	16.0 MB	Neural	Record	INT6 + EMA
INCOMPLETE	678	#751	@Shuvam-Banerji-Seal	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	679	#748	@sueun-dev	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	680	#742	@teerthsharma	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	681	#736	@Git-Aarya	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	682	#730	@janwww	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	683	#717	@Jaksenc	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	684	#716	@SHN2004	?	?	?	Neural	Non-Record	Compliance violation
2 SEEDS	685	#714	@Upsalla	?	2/3	?	TTT	Record	TTT
INCOMPLETE	686	#704	@sauravtom	?	?	16.0 MB	Cache	Record	INT8 + EMA
INCOMPLETE	687	#699	@RohanMulay1	?	?	?	Neural	Record	LeakyReLU² + INT6 + EMA
INCOMPLETE	688	#696	@gravelBridge	?	?	16.0 MB	TTT	Non-Record	TTT + INT6
INCOMPLETE	689	#683	@mvanhorn	?	?	16.0 MB	Neural	Record	Compliance violation
INCOMPLETE	690	#676	@they-call-me-god	?	3/3	?	TTT	Record	LeakyReLU² + TTT + Muon + SwiGLU
INCOMPLETE	691	#673	@Aristide021	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	692	#662	@simon-marcus	?	?	16.0 MB	TTT	Non-Record	TTT
INCOMPLETE	693	#654	@reimorster	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	694	#647	@zanwenfu	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	695	#631	@senstar-hsoleimani	?	?	16.0 MB	TTT	Record	TTT + GPTQ
INCOMPLETE	696	#629	@ever-oli	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	697	#625	@Joeavaib	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	698	#624	@Rajat123456789	?	?	?	TTT	Record	Compliance violation
INCOMPLETE	699	#619	@zeal175	?	?	?	Neural	Non-Record	INT6 + EMA
INCOMPLETE	700	#607	@Neopolita	?	?	13.7 MB	Neural	Record	EMA
INCOMPLETE	701	#604	@whitestone1121-web	?	?	16.0 MB	Neural	Record	Muon + SwiGLU + GPTQ + INT8 + EMA
INCOMPLETE	702	#603	@AnirudhRahul	?	3/3	?	Neural	Record	LeakyReLU² + GPTQ
INCOMPLETE	703	#599	@mkenney2	?	?	?	Neural	Non-Record	SSM + INT6 + EMA
INCOMPLETE	704	#591	@SirSaltySalmon	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	705	#582	@pgxcare	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	706	#575	@k-oconnor	?	?	?	Neural	Record	Muon + INT8
INCOMPLETE	707	#570	@armmer016	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	708	#565	@kulharshit21	?	?	?	TTT	Record	TTT + LoRA
INCOMPLETE	709	#558	@nehowell	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	710	#556	@retryoos	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	711	#552	@loveless2001	?	?	13.2 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	712	#551	@Vinaya-ai	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	713	#540	@devferrazZz	?	?	14.2 MB	Neural	Record	Compliance violation
INCOMPLETE	714	#536	@Jaksenc	?	?	16.0 MB	Neural	Non-Record	Muon + INT8
INCOMPLETE	715	#524	@Himanshukkk	?	?	?	TTT	Record	TTT + LoRA
INCOMPLETE	716	#514	@sanjith3057	?	?	5.5 MB	TTT	Non-Record	TTT + INT8
INCOMPLETE	717	#513	@Musabnouman	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	718	#497	@THUQiXuan	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	719	#496	@galaxy4552	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	720	#479	@chirag-bajaj	?	3/3	?	Neural	Record	SwiGLU + INT6
INCOMPLETE	721	#475	@abrahaw123-cell	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	722	#472	@pgxcare	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	723	#471	@yuvrajyadav17	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	724	#470	@leofeasby	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	725	#468	@utkuaydiin	?	?	15.5 MB	Neural	Record	Muon + INT6
INCOMPLETE	726	#466	@simonbissonnette	?	3/3	?	Neural	Record	EMA
INCOMPLETE	727	#464	@javaxhaskell	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	728	#463	@Diomandeee	?	?	?	Neural	Record	INT6
INCOMPLETE	729	#460	@abhishekrajdhar	?	?	?	TTT	Non-Record	TTT + Muon + LoRA + INT8
INCOMPLETE	730	#457	@carlesonielfa	?	3/3	15.3 MB	TTT	Record	TTT + LoRA + INT8
INCOMPLETE	731	#449	@eb1386	?	?	16.0 MB	Neural	Record	INT6 + EMA
INCOMPLETE	732	#439	@teerthsharma	?	3/3	16.0 MB	Neural	Non-Record	Muon + INT6
INCOMPLETE	733	#437	@jupram	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	734	#432	@jadechip	?	?	9.2 MB	Neural	Non-Record	INT6
INCOMPLETE	735	#427	@VeerGosai	?	3/3	16.0 MB	Neural	Record	Muon + INT6
INCOMPLETE	736	#425	@DeividasMat	?	?	?	TTT	Non-Record	Compliance violation
INCOMPLETE	737	#423	@GITHUB-SUBASHk	?	?	?	Neural	Record	SwiGLU + EMA
INCOMPLETE	738	#420	@leofeasby	?	?	?	TTT	Non-Record	TTT + LoRA + INT8
INCOMPLETE	739	#412	@tranphat180603	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	740	#408	@markste-in	?	?	16.0 MB	Neural	Record	Compliance violation
INCOMPLETE	741	#404	@yashward001	?	?	?	Neural	Non-Record	INT6
INCOMPLETE	742	#403	@malc3om	?	?	16.0 MB	Neural	Record	Muon + INT6 + INT8
INCOMPLETE	743	#396	@Viswanath129	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	744	#380	@turbo-indubitable	?	?	16.0 MB	Neural	Non-Record	Muon + INT8
INCOMPLETE	745	#378	@benogeorge	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	746	#361	@adityagupta26	?	?	16.0 MB	TTT	Record	TTT + Muon + LoRA + INT6 + INT8
INCOMPLETE	747	#358	@adityagupta26	?	?	16.0 MB	Neural	Record	Muon + INT8
INCOMPLETE	748	#357	@adityagupta26	?	?	16.0 MB	TTT	Record	Muon
2 SEEDS	749	#347	@FlashyFlash3011	?	2/3	16.0 MB	TTT	Record	TTT + INT6 + EMA
INCOMPLETE	750	#340	@starfly-web	?	?	4.8 MB	Neural	Record	Muon + SwiGLU + INT8
INCOMPLETE	751	#336	@jackopenn	?	?	2.1 MB	Neural	Record	Compliance violation
INCOMPLETE	752	#322	@romainsantoli-web	?	3/3	?	TTT	Record	TTT + INT6
INCOMPLETE	753	#311	@small-cactus	?	?	16.0 MB	Neural	Non-Record	EMA
INCOMPLETE	754	#308	@gb250e	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	755	#300	@Janksuu	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	756	#298	@MrINVISO	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	757	#297	@davidpuertolas	?	3/3	16.0 MB	TTT	Record	TTT + Muon + LoRA + INT6
INCOMPLETE	758	#291	@mohosy	?	?	?	TTT	Non-Record	TTT + SwiGLU + GPTQ + INT6 + EMA
INCOMPLETE	759	#282	@Cwarren15-A	?	?	16.0 MB	Neural	Record	Muon + INT6 + INT8
INCOMPLETE	760	#268	@brn-mwai	?	?	16.0 MB	Neural	Record	Muon + INT6
INCOMPLETE	761	#261	@MnemoTek	?	?	16.0 MB	Neural	Record	Compliance violation
INCOMPLETE	762	#238	@kellyvv	?	?	?	Neural	Non-Record	INT6
INCOMPLETE	763	#235	@zeyuchenphd	?	?	16.0 MB	Neural	Record	Muon + INT8
INCOMPLETE	764	#234	@RyanLisse	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	765	#233	@FlorinelTudor	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	766	#229	@hooiv	?	?	16.0 MB	Neural	Non-Record	Muon
INCOMPLETE	767	#227	@riatzukiza	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	768	#216	@alons23	?	?	15.6 MB	Neural	Record	Muon
INCOMPLETE	769	#214	@wojciechkowalczyk11to-tech	?	?	?	Neural	Record	RWKV + SwiGLU + INT8
2 SEEDS	770	#203	@LexHarie	?	2/3	?	Neural	Record	Muon + INT6
INCOMPLETE	771	#189	@shuofengzhang	?	?	?	TTT	Record	TTT
INCOMPLETE	772	#177	@magungh1	?	?	16.0 MB	Neural	Record	INT8
INCOMPLETE	773	#171	@FlorinelTudor	?	?	?	Neural	Record	INT8
INCOMPLETE	774	#167	@SkywardSyntax	?	?	5.0 MB	Neural	Non-Record	Muon + INT6 + INT8
INCOMPLETE	775	#165	@jtakahashi0604	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	776	#154	@evnkm	?	?	?	Neural	Non-Record	Compliance violation
INCOMPLETE	777	#153	@RogueTex	?	?	16.0 MB	TTT	Record	TTT + Muon
INCOMPLETE	778	#149	@pleasedontddosme	?	?	?	Neural	Record	Muon + INT6
INCOMPLETE	779	#147	@ankitmaloo	?	?	?	Neural	Record	INT6
INCOMPLETE	780	#143	@Julz19	?	?	16.0 MB	Neural	Record	Compliance violation
INCOMPLETE	781	#133	@SoumilRathi	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	782	#131	@Billy1900	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	783	#130	@mohosy	?	?	?	Neural	Non-Record	Muon + INT6 + INT8
INCOMPLETE	784	#127	@matt-wright86	?	?	16.0 MB	Neural	Non-Record	LoRA + INT6
INCOMPLETE	785	#115	@felix-ab	?	?	16.0 MB	Neural	Record	INT6 + INT8
INCOMPLETE	786	#111	@aamodbhatt	?	?	16.0 MB	Neural	Non-Record	Compliance violation
2 SEEDS	787	#110	@mr-ashish-panday	?	2/3	16.0 MB	Neural	Record	INT6
INCOMPLETE	788	#106	@krammnic	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	789	#98	@leloykun	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	790	#94	@aamodbhatt	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	791	#93	@aamodbhatt	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	792	#84	@cschubiner	?	?	16.0 MB	Neural	Non-Record	Compliance violation
INCOMPLETE	793	#79	@Marvbuster	?	?	14.7 MB	Neural	Non-Record	SwiGLU
INCOMPLETE	794	#75	@takhir-iota	?	3/3	16.0 MB	Neural	Record	Muon
INCOMPLETE	795	#74	@takhir-iota	?	3/3	16.0 MB	Neural	Record	Muon
INCOMPLETE	796	#72	@sanky369	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	797	#58	@Jenja-N	?	?	?	Neural	Record	Compliance violation
INCOMPLETE	798	#55	@AVINASH0052	?	?	?	Neural	Non-Record	Compliance violation
DEAD	799	#721	@hypery11	0.0000	3/3	?	Neural	Non-Record	Compliance violation
DEAD	800	#40	@bahman2017	0.0000	?	16.0 MB	Neural	Non-Record	INT8
DEAD	801	#959	@himanalot	0.0000	3/3	16.0 MB	Cache	Record	N-gram cache (03-27)
DEAD	802	#113	@JoeProAI	0.0005	?	?	Neural	Record	INT8
DEAD	803	#679	@andrewmouldon	0.0010	?	?	Neural	Non-Record	LoRA
DEAD	804	#692	@EthanYangTW	0.0015	2/3	16.0 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
DEAD	805	#690	@EthanYangTW	0.0015	2/3	16.0 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
DEAD	806	#38	@kxddry	0.0022	?	16.0 MB	Neural	Record	LoRA + INT8
DEAD	807	#686	@msisovic	0.0025	3/3	15.9 MB	TTT	Record	TTT + Muon + INT6
DEAD	808	#433	@Robby955	0.0035	?	16.2 MB	Neural	Record	Muon + LoRA + INT6
DEAD	809	#145	@mrdavtan	0.0070	?	16.0 MB	Neural	Non-Record	INT6 + INT8
DEAD	810	#962	@AnirudhRahul	0.0214	3/3	16.0 MB	Cache	Record	GPTQ + N-gram + Two-pass
DEAD	811	#945	@TimPietrusky	0.0274	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	812	#925	@THUQiXuan	0.0281	3/3	12.9 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	813	#20	@mattleonard16	0.0325	3/3	16.0 MB	Neural	Non-Record	INT8
DEAD	814	#931	@AnirudhRahul	0.0498	3/3	15.9 MB	Hybrid	Record	GPTQ + N-gram + Two-pass
DEAD	815	#982	@haikosys	0.0638	3/3	8.1 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	816	#611	@teddyoweh	0.0829	3/3	?	TTT	Record	TTT + LoRA
DEAD	817	#913	@RoyiRa	0.0887	3/3	16.0 MB	Cache	Record	N-gram cache (03-27)
DEAD	818	#870	@simon-marcus	0.0935	3/3	16.0 MB	Cache	Record	Two-pass (03-27)
DEAD	819	#921	@TimPietrusky	0.0939	3/3	16.0 MB	Cache	Record	N-gram cache (03-27)
DEAD	820	#907	@resouer	0.0960	3/3	15.6 MB	Cache	Record	Two-pass (03-27)
DEAD	821	#881	@simon-marcus	0.0990	3/3	15.9 MB	Cache	Record	Two-pass (03-27)
DEAD	822	#880	@RoyiRa	0.1003	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	823	#900	@Robby955	0.1156	3/3	14.9 MB	Cache	Record	GPTQ + N-gram
DEAD	824	#869	@THUQiXuan	0.1290	3/3	12.6 MB	Hybrid	Record	Two-pass (03-27)
DEAD	825	#893	@aryanbhosale	0.1310	3/3	15.8 MB	Cache	Record	Two-pass (03-27)
DEAD	826	#853	@quietsmile	0.1315	2/3	13.4 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	827	#846	@himanshudongre	0.1434	3/3	13.4 MB	Hybrid	Record	Two-pass (03-27)
DEAD	828	#859	@bigbag	0.1584	3/3	15.8 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	829	#834	@AnirudhRahul	0.1663	3/3	16.0 MB	Hybrid	Record	TTT + N-gram
DEAD	830	#851	@RoyiRa	0.2071	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	831	#796	@Robby955	0.2292	2/3	14.9 MB	Cache	Record	GPTQ + INT6 + N-gram
DEAD	832	#972	@Idan3011	0.2722	?	14.9 MB	Hybrid	Record	TTT + EMA + N-gram
DEAD	833	#810	@Idan3011	0.2722	3/3	14.9 MB	Hybrid	Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA + N-gram + Two-pass
DEAD	834	#843	@quietsmile	0.2834	2/3	13.4 MB	Cache	Record	N-gram cache (03-27)
DEAD	835	#826	@himanshudongre	0.2951	3/3	13.4 MB	Hybrid	Record	TTT + Muon + LoRA + GPTQ + EMA + N-gram
DEAD	836	#809	@AayushBaniya2006	0.2952	3/3	13.4 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	837	#850	@callithyia	0.3212	3/3	15.0 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	838	#912	@Bortlesboat	0.3461	3/3	16.0 MB	Hybrid	Record	Muon + INT6 + EMA + N-gram
DEAD	839	#811	@quietsmile	0.4377	2/3	15.9 MB	Hybrid	Record	TTT + N-gram
DEAD	840	#1100	@agalimova	0.4700	?	?	Neural	Non-Record	LeakyReLU²
DEAD	841	#814	@newjordan	0.4820	3/3	15.6 MB	Cache	Record	N-gram cache (03-27)
DEAD	842	#1083	@newjordan	0.4961	3/3	9.2 MB	Cache	Record	GPTQ + INT6 + N-gram
DEAD	843	#800	@newjordan	0.5644	3/3	15.6 MB	Cache	Record	GPTQ + N-gram
DEAD	844	#596	@AriaAnima	0.6430	3/3	16.0 MB	TTT	Record	TTT + LoRA + INT6
DEAD	845	#779	@deanbrr	0.6683	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	846	#1121	@gowtham0992	0.6846	3/3	14.0 MB	Cache	Non-Record	GPTQ + INT6 + N-gram
DEAD	847	#614	@bigbag	0.6864	?	15.5 MB	Hybrid	Record	TTT + LoRA
DEAD	848	#762	@robinojw	0.7139	3/3	15.8 MB	TTT	Record	TTT + LoRA + GPTQ + INT6
DEAD	849	#605	@bigbag	0.7227	?	15.4 MB	Hybrid	Record	TTT + Muon + LoRA + INT6 + EMA
DEAD	850	#568	@MatoTeziTanka	0.7853	3/3	15.6 MB	TTT	Record	TTT + LoRA + INT6
DEAD	851	#1028	@newjordan	0.8104	3/3	10.0 MB	Cache	Record	GPTQ on eval tokens (03-27)
DEAD	852	#642	@minh-stakc	0.8173	3/3	17.1 MB	TTT	Record	TTT + Muon + LoRA + GPTQ + INT6 + EMA
DEAD	853	#769	@MatoTeziTanka	0.8495	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	854	#963	@sunnypatneedi	0.8609	3/3	16.0 MB	Cache	Record	N-gram
DEAD	855	#828	@bigbag	0.9074	3/3	15.5 MB	Cache	Record	N-gram cache (03-27)
DEAD	856	#187	@Idan3011	0.9393	?	14.9 MB	Hybrid	Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA + N-gram
DEAD	857	#620	@robinojw	0.9443	2/3	16.0 MB	TTT	Record	TTT + Muon + LoRA + INT8
DEAD	858	#512	@MatoTeziTanka	0.9512	3/3	15.4 MB	TTT	Record	TTT + LoRA + INT6
DEAD	859	#120	@andrewgcodes	0.9588	?	?	Neural	Record	INT6
DEAD	860	#777	@Robby955	0.9623	3/3	16.0 MB	Hybrid	Record	TTT + LoRA + GPTQ + INT6 + N-gram
DEAD	861	#993	@aerosta	0.9631	3/3	?	Cache	Record	N-gram cache (03-27)
DEAD	862	#887	@anthony-maio	0.9642	3/3	16.0 MB	Cache	Record	Muon + GPTQ + INT6 + EMA + N-gram
DEAD	863	#376	@anthony-maio	0.9642	3/3	16.0 MB	Cache	Record	Muon + GPTQ + INT6 + EMA + N-gram
DEAD	864	#727	@Asukabot0	0.9674	3/3	?	Hybrid	Record	N-gram cache (03-27)
DEAD	865	#517	@lukacf	0.9780	3/3	15.5 MB	TTT	Record	TTT
DEAD	866	#741	@andrewbaggio1	0.9850	3/3	15.6 MB	Hybrid	Record	TTT + N-gram
DEAD	867	#144	@DJLougen	1.0156	?	14.6 MB	Neural	Record	INT8
DEAD	868	#745	@stukenov	1.0222	3/3	16.0 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	869	#733	@stukenov	1.0278	3/3	15.8 MB	Hybrid	Record	TTT + N-gram
DEAD	870	#792	@xexyz	1.0340	3/3	15.9 MB	Cache	Record	N-gram cache (03-27)
DEAD	871	#995	@dexhunter	1.0362	3/3	15.6 MB	TTT	Record	TTT
DEAD	872	#278	@nicolasdickenmann	1.0365	?	16.0 MB	Cache	Record	Compliance violation
DEAD	873	#685	@andrewbaggio1	1.0366	3/3	15.6 MB	TTT	Record	TTT + INT6
DEAD	874	#967	@dexhunter	1.0450	3/3	15.7 MB	TTT	Record	TTT
DEAD	875	#706	@newjordan	1.0461	3/3	15.6 MB	Hybrid	Record	GPTQ on eval tokens (03-27)
DEAD	876	#674	@newjordan	1.0461	3/3	15.6 MB	Hybrid	Record	GPTQ on eval tokens (03-27)
DEAD	877	#873	@gowtham0992	1.0467	?	13.1 MB	TTT	Record	TTT + SSM
DEAD	878	#872	@gowtham0992	1.0467	?	13.1 MB	Hybrid	Record	TTT + SSM
DEAD	879	#532	@NotADevIAmaMeatPopsicle	1.0487	?	14.1 MB	Hybrid	Record	TTT + LoRA + INT6 + EMA
DEAD	880	#573	@Sarimsaljook	1.0523	1/3	15.9 MB	TTT	Record	TTT
DEAD	881	#275	@ibarrajo	1.0539	?	11.7 MB	Neural	Non-Record	INT6
DEAD	882	#262	@ibarrajo	1.0539	?	16.0 MB	Neural	Record	INT6
DEAD	883	#684	@DeepReinforce	1.0573	3/3	15.6 MB	TTT	Record	TTT
DEAD	884	#518	@sofiabod	1.0622	3/3	?	TTT	Record	TTT + GPTQ + INT6 + EMA
DEAD	885	#462	@JoeProAI	1.0672	3/3	?	TTT	Record	TTT + Muon + SwiGLU + INT6 + EMA
DEAD	886	#581	@teddyoweh	1.0698	3/3	15.9 MB	TTT	Record	TTT + INT6 + EMA
DEAD	887	#771	@sunnypatneedi	1.0705	3/3	15.8 MB	TTT	Record	TTT + Muon + GPTQ + INT6 + EMA
DEAD	888	#724	@hypery11	1.0717	3/3	15.8 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	889	#953	@dexhunter	1.0722	3/3	16.0 MB	Hybrid	Record	TTT + Muon + GPTQ + EMA + N-gram
DEAD	890	#688	@RoyiRa	1.0745	3/3	15.5 MB	Hybrid	Record	N-gram cache (03-27)
DEAD	891	#687	@RoyiRa	1.0745	3/3	15.5 MB	Hybrid	Record	TTT + GPTQ + EMA + N-gram
DEAD	892	#548	@LoquiAuris	1.0865	1/3	15.7 MB	TTT	Record	TTT + LoRA + EMA
DEAD	893	#486	@ndokutovich	1.0887	3/3	15.3 MB	Hybrid	Record	TTT + INT6 + EMA
DEAD	894	#824	@sahiee-dev	1.0897	2/3	14.9 MB	TTT	Record	N-gram cache (03-27)
DEAD	895	#430	@sahiee-dev	1.0897	2/3	14.9 MB	TTT	Record	TTT + GPTQ
DEAD	896	#555	@ymrohit	1.0916	3/3	16.0 MB	TTT	Record	TTT + INT6 + EMA
DEAD	897	#659	@deanbrr	1.0920	?	15.9 MB	Hybrid	Record	TTT + Muon
DEAD	898	#622	@Upsalla	1.0941	?	15.0 MB	TTT	Record	TTT + LoRA + INT8
DEAD	899	#738	@gowtham0992	1.0970	3/3	15.7 MB	Hybrid	Record	TTT + GPTQ + N-gram
DEAD	900	#481	@mrdavtan	1.0970	3/3	15.8 MB	Hybrid	Record	TTT + Muon
DEAD	901	#442	@sjp611	1.1027	3/3	?	TTT	Record	TTT + INT6 + EMA
DEAD	902	#720	@agalimova	1.1078	3/3	16.0 MB	Neural	Record	N-gram cache (03-27)
DEAD	903	#595	@LoquiAuris	1.1100	?	15.7 MB	TTT	Record	TTT
DEAD	904	#185	@dttdrv	1.1105	3/3	15.9 MB	TTT	Record	TTT + GPTQ + EMA
DEAD	905	#44	@daniellawson9999	1.1111	?	16.0 MB	Neural	Record	Compliance violation
DEAD	906	#757	@fielding	1.1124	3/3	15.4 MB	TTT	Record	TTT + Muon + INT6 + EMA
DEAD	907	#952	@FlashyFlash3011	1.1144	3/3	16.0 MB	TTT	Record	TTT + Muon + GPTQ + INT6 + EMA
DEAD	908	#991	@ibarrajo	1.1145	3/3	15.9 MB	TTT	Record	TTT + GPTQ
DEAD	909	#728	@abaybektursun	1.1147	3/3	15.9 MB	TTT	Record	GPTQ on eval tokens (03-27)
DEAD	910	#606	@EthanYangTW	1.1162	3/3	15.8 MB	TTT	Record	GPTQ on eval tokens (03-27)
DEAD	911	#593	@abaybektursun	1.1163	3/3	15.9 MB	TTT	Record	GPTQ on eval tokens (03-27)
DEAD	912	#638	@Asukabot0	1.1164	3/3	15.9 MB	Hybrid	Record	TTT + INT6 + EMA + N-gram
DEAD	913	#576	@cmcdnd	1.1164	3/3	15.6 MB	TTT	Record	TTT + GPTQ + EMA
DEAD	914	#615	@danialht	1.1169	3/3	15.6 MB	TTT	Record	GPTQ on eval tokens (03-27)
DEAD	915	#661	@andrewbaggio1	1.1175	?	7.5 MB	TTT	Non-Record	TTT + SwiGLU + INT6 + EMA
DEAD	916	#639	@Robby955	1.1175	3/3	15.9 MB	TTT	Record	GPTQ on eval tokens (03-27)
DEAD	917	#569	@gowtham0992	1.1175	3/3	15.9 MB	TTT	Record	TTT + GPTQ + INT6
DEAD	918	#509	@andrewbaggio1	1.1175	?	7.5 MB	TTT	Non-Record	TTT + SwiGLU + INT6 + EMA
DEAD	919	#589	@RoyiRa	1.1178	3/3	15.8 MB	TTT	Record	TTT + INT6 + EMA
DEAD	920	#1037	@TimPietruskyRunPod	1.1179	3/3	15.9 MB	Hybrid	Record	TTT + Muon + GPTQ + INT6 + EMA + N-gram
DEAD	921	#585	@EthanYangTW	1.1179	3/3	16.0 MB	TTT	Record	TTT + GPTQ + INT6
DEAD	922	#545	@EthanYangTW	1.1179	3/3	16.0 MB	TTT	Record	TTT + GPTQ + EMA
DEAD	923	#505	@JoeProAI	1.1181	3/3	?	TTT	Record	TTT + SwiGLU + GPTQ + INT6 + EMA
DEAD	924	#484	@Robby955	1.1185	?	15.8 MB	TTT	Non-Record	TTT + SwiGLU + INT6 + EMA
DEAD	925	#1117	@adityakm24	1.1187	?	16.0 MB	TTT	Record	TTT
DEAD	926	#1098	@adityakm24	1.1187	?	16.0 MB	TTT	Record	TTT
DEAD	927	#1069	@manfromnowhere143	1.1190	?	15.9 MB	TTT	Non-Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
DEAD	928	#656	@newjordan	1.1190	3/3	15.9 MB	TTT	Record	GPTQ on eval tokens (03-27)
DEAD	929	#734	@Robby955	1.1193	2/3	16.0 MB	TTT	Non-Record	TTT + GPTQ + INT6 + EMA
DEAD	930	#529	@EthanYangTW	1.1195	3/3	16.0 MB	TTT	Record	GPTQ on eval tokens (03-27)
DEAD	931	#528	@EthanYangTW	1.1195	3/3	16.0 MB	TTT	Record	TTT + GPTQ + INT6 + INT8 + EMA
DEAD	932	#503	@EthanYangTW	1.1195	3/3	16.0 MB	TTT	Record	TTT + GPTQ + INT6 + INT8 + EMA
DEAD	933	#535	@raahilshah	1.1204	3/3	15.8 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
DEAD	934	#533	@newjordan	1.1207	3/3	15.6 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
DEAD	935	#473	@abaybektursun	1.1214	3/3	16.0 MB	TTT	Record	TTT + Muon + GPTQ + INT6 + EMA
DEAD	936	#754	@aryanbhosale	1.1215	3/3	15.8 MB	TTT	Non-Record	TTT + Muon + GPTQ + INT6 + EMA
DEAD	937	#508	@newjordan	1.1215	3/3	15.6 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
DEAD	938	#415	@EthanYangTW	1.1216	?	15.7 MB	TTT	Record	TTT + INT6
DEAD	939	#410	@EthanYangTW	1.1216	?	15.8 MB	TTT	Record	TTT + INT6
DEAD	940	#898	@pattern4bots	1.1217	?	?	Neural	Record	Compliance violation
DEAD	941	#417	@EthanYangTW	1.1227	3/3	15.8 MB	TTT	Record	TTT + INT6
DEAD	942	#657	@anthony-maio	1.1229	3/3	16.0 MB	Neural	Record	Muon + GPTQ + INT6 + EMA
DEAD	943	#388	@ElliotSlusky	1.1231	?	15.4 MB	TTT	Record	TTT + INT6
DEAD	944	#584	@ssatia	1.1233	3/3	16.0 MB	Neural	Record	SwiGLU + GPTQ + EMA
DEAD	945	#445	@newjordan	1.1236	2/3	15.6 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
DEAD	946	#401	@newjordan	1.1243	3/3	15.9 MB	TTT	Record	TTT + Muon + INT6 + INT8 + EMA
DEAD	947	#635	@aryanbhosale	1.1253	3/3	15.0 MB	TTT	Non-Record	TTT + Muon + GPTQ + INT6 + EMA
DEAD	948	#1066	@adityakm24	1.1259	?	15.9 MB	TTT	Record	Compliance violation
DEAD	949	#390	@newjordan	1.1295	2/3	15.7 MB	TTT	Record	TTT + Muon + INT6
DEAD	950	#369	@signalrush	1.1328	3/3	15.9 MB	Neural	Record	Muon + INT6 + INT8 + EMA
DEAD	951	#212	@mrdavtan	1.1329	3/3	15.3 MB	Hybrid	Non-Record	INT6
DEAD	952	#1040	@JoeProAI	1.1336	?	16.3 MB	TTT	Non-Record	TTT
DEAD	953	#359	@tmustier	1.1345	3/3	15.4 MB	Neural	Record	Muon + SwiGLU + INT6 + EMA
DEAD	954	#483	@tmustier	1.1346	3/3	16.0 MB	Neural	Record	Compliance violation
DEAD	955	#646	@Upsalla	1.1349	?	16.6 MB	TTT	Record	TTT + INT6
DEAD	956	#1041	@JoeProAI	1.1356	?	16.4 MB	TTT	Non-Record	TTT
DEAD	957	#372	@HyperPotatoNeo	1.1361	2/3	15.8 MB	Neural	Record	Muon + INT6 + EMA
DEAD	958	#452	@ofirkris	1.1366	2/3	?	TTT	Record	TTT + Muon + INT6 + EMA
DEAD	959	#434	@parinzee	1.1370	3/3	15.9 MB	Neural	Record	INT6
DEAD	960	#281	@charmquark1984	1.1374	3/3	15.5 MB	TTT	Non-Record	TTT + Muon + INT6 + INT8
DEAD	961	#626	@kshitizz36	1.1384	3/3	15.9 MB	TTT	Record	GPTQ on eval tokens (03-27)
DEAD	962	#371	@mrdavtan	1.1401	3/3	15.4 MB	Hybrid	Record	TTT + INT6 + EMA
DEAD	963	#691	@xexyz	1.1408	3/3	15.8 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
DEAD	964	#469	@cmcdnd	1.1418	?	15.7 MB	Neural	Non-Record	Muon + INT6
DEAD	965	#891	@robbiebusinessacc	1.1428	?	?	Hybrid	Non-Record	TTT + N-gram
DEAD	966	#648	@maorinka	1.1428	?	7.5 MB	Neural	Record	Compliance violation
DEAD	967	#516	@Asukabot0	1.1428	3/3	16.0 MB	Hybrid	Record	TTT + Muon + INT6 + EMA
DEAD	968	#443	@CREVIOS	1.1431	?	16.0 MB	Neural	Record	Muon + INT6
DEAD	969	#499	@newjordan	1.1478	?	15.2 MB	TTT	Record	TTT + Muon + INT6 + EMA
DEAD	970	#498	@newjordan	1.1478	?	15.2 MB	TTT	Record	TTT + Muon + INT6 + EMA
DEAD	971	#362	@mkenney2	1.1497	3/3	14.8 MB	TTT	Record	TTT + Muon + INT6 + EMA
DEAD	972	#694	@Bortlesboat	1.1507	3/3	?	Hybrid	Record	Muon + INT6
DEAD	973	#482	@harsha-gouru	1.1522	?	15.4 MB	Neural	Record	INT6
DEAD	974	#477	@harsha-gouru	1.1522	?	15.4 MB	Neural	Record	INT6
DEAD	975	#186	@mahsumaktas	1.1565	3/3	15.9 MB	TTT	Record	Muon + INT6 + EMA
DEAD	976	#207	@ajkpersonal	1.1568	?	16.0 MB	Neural	Record	Compliance violation
DEAD	977	#208	@ajkpersonal	1.1568	?	16.0 MB	Neural	Record	INT6
DEAD	978	#373	@JoeProAI	1.1634	?	14.8 MB	Neural	Record	Muon + SwiGLU + INT6
DEAD	979	#294	@sseanliu	1.1645	?	16.0 MB	TTT	Non-Record	TTT + Muon + LoRA + INT6 + Two-pass
DEAD	980	#351	@sp00mm	1.1659	?	15.1 MB	Neural	Record	INT6 + EMA
DEAD	981	#178	@timowhite88	1.1667	?	?	TTT	Record	TTT + INT6
DEAD	982	#324	@crony-io	1.1702	3/3	16.0 MB	Neural	Non-Record	Muon + INT6 + INT8
DEAD	983	#246	@kvmukilan	1.1704	?	13.5 MB	Neural	Non-Record	INT6
DEAD	984	#243	@kvmukilan	1.1704	?	13.5 MB	Neural	Record	Muon + INT6 + INT8
DEAD	985	#190	@newjordan	1.1725	?	16.0 MB	Neural	Record	Muon + INT6
DEAD	986	#546	@shajalahamedcse	1.1752	2/3	1.5 MB	Neural	Record	INT6
DEAD	987	#152	@timowhite88	1.1767	?	?	TTT	Record	TTT
DEAD	988	#534	@rarce	1.1804	?	15.9 MB	Cache	Non-Record	Muon + GPTQ + INT6 + INT8
DEAD	989	#184	@Idan3011	1.1855	?	15.8 MB	Neural	Record	Muon
DEAD	990	#116	@abhishekgahlot2	1.1877	?	15.2 MB	Neural	Record	Muon + INT6
DEAD	991	#53	@kshitizz36	1.1888	?	15.7 MB	Neural	Record	Muon + INT8
DEAD	992	#159	@santosh5541	1.1957	?	15.9 MB	TTT	Record	TTT + LoRA + INT8
DEAD	993	#157	@santosh5541	1.1957	?	?	TTT	Record	TTT + LoRA
DEAD	994	#1052	@demouo	1.1978	?	16.0 MB	TTT	Record	TTT + Muon + INT6 + EMA
DEAD	995	#37	@khasinski	1.2012	?	14.3 MB	Neural	Record	INT6
DEAD	996	#151	@mrdavtan	1.2045	?	15.9 MB	Neural	Non-Record	Compliance violation
DEAD	997	#976	@Vibes-me	1.2058	?	16.0 MB	TTT	Record	TTT
DEAD	998	#59	@notapplica	1.2160	2/3	15.8 MB	Neural	Record	INT8
DEAD	999	#760	@erikqu	1.2185	3/3	?	Neural	Non-Record	INT6 + EMA
DEAD	1000	#45	@kiankyars	1.2240	?	15.8 MB	Neural	Record	Compliance violation
DEAD	1001	#5	@albertorkive	1.2244	?	16.0 MB	Neural	Record	Compliance violation
DEAD	1002	#41	@kiankyars	1.2296	?	16.0 MB	Neural	Non-Record	INT8
DEAD	1003	#391	@NishantDahal	1.2374	?	13.5 MB	Neural	Non-Record	SwiGLU + INT8
DEAD	1004	#393	@CrimsonSithria	1.2417	?	15.5 MB	Neural	Non-Record	Muon + INT8 + EMA
DEAD	1005	#48	@MajdiZamim	1.2430	?	?	Neural	Record	Compliance violation
DEAD	1006	#31	@JackYoung27	1.2663	?	13.9 MB	TTT	Non-Record	TTT
DEAD	1007	#30	@JackYoung27	1.2663	?	13.9 MB	TTT	Non-Record	TTT
DEAD	1008	#46	@vavo	1.2697	?	11.0 MB	Neural	Record	INT8
DEAD	1009	#744	@ShihChunHao	1.2824	3/3	16.0 MB	Neural	Record	INT6
DEAD	1010	#969	@dnldsz	1.2907	?	15.8 MB	Neural	Non-Record	Muon + SSM + INT8
DEAD	1011	#146	@swapp1990	1.2987	?	15.8 MB	Neural	Non-Record	INT8
DEAD	1012	#242	@jamesrziggy	1.3049	?	13.4 MB	TTT	Record	TTT + Muon + LoRA + INT8
DEAD	1013	#292	@xuafeng	1.3274	?	13.8 MB	TTT	Record	SwiGLU + INT6 + INT8
DEAD	1014	#71	@AntDX316	1.3509	?	14.3 MB	Neural	Record	INT8
DEAD	1015	#854	@ivanontech	1.3712	?	16.0 MB	Neural	Non-Record	INT8
DEAD	1016	#882	@IshiPareek	1.3762	?	?	Neural	Non-Record	GPTQ + EMA
DEAD	1017	#377	@Complexity-ML	1.4072	?	14.6 MB	TTT	Record	TTT + MoE + INT8
DEAD	1018	#725	@Shuvam-Banerji-Seal	1.4078	?	?	Neural	Non-Record	Compliance violation
DEAD	1019	#719	@Shuvam-Banerji-Seal	1.4078	?	?	Neural	Non-Record	Compliance violation
DEAD	1020	#712	@Shuvam-Banerji-Seal	1.4078	?	?	Neural	Non-Record	Compliance violation
DEAD	1021	#707	@Shuvam-Banerji-Seal	1.4078	?	?	Neural	Non-Record	Compliance violation
DEAD	1022	#527	@Shuvam-Banerji-Seal	1.4078	?	?	Neural	Non-Record	Compliance violation
DEAD	1023	#1160	@LucasErcolano	1.4594	3/3	16.0 MB	Cache	Non-Record	Compliance violation
DEAD	1024	#618	@0xtigerclaw	1.4912	?	5.3 MB	Neural	Record	Compliance violation
DEAD	1025	#51	@hacksurvivor	2.0799	?	15.6 MB	Neural	Record	LoRA + INT8
DEAD	1026	#33	@JusticeShultz	2.1109	?	6.6 MB	Neural	Record	Compliance violation
DEAD	1027	#787	@ab2891	2.4452	2/3	16.0 MB	TTT	Non-Record	TTT
DEAD	1028	#199	@mrdavtan	2.6200	?	16.0 MB	TTT	Non-Record	TTT + LoRA + INT8
DEAD	1029	#544	@EthanYangTW	4.1046	3/3	15.5 MB	TTT	Record	TTT + GPTQ + INT6 + EMA
DEAD	1030	#531	@pragnyanramtha	4.1048	2/3	16.0 MB	TTT	Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
DEAD	1031	#1178	@smirror	?	?	?	Neural	Record	Compliance violation
DEAD	1032	#1161	@abaybektursun	?	?	16.0 MB	Cache	Record	INT6 + EMA + N-gram
DEAD	1033	#1155	@Rhoahndur	?	?	9.6 MB	Neural	Non-Record	Compliance violation
DEAD	1034	#1136	@Hieuabssy	?	?	?	Neural	Record	GPTQ + EMA
DEAD	1035	#1134	@WinterBlossom0	?	?	?	Neural	Record	Compliance violation
DEAD	1036	#1109	@BenedictChannn	?	?	?	TTT	Record	TTT
DEAD	1037	#1091	@MichaelMcCulloch	?	?	?	Hybrid	Record	Compliance violation
DEAD	1038	#1079	@retryoos	?	?	?	Cache	Record	Compliance violation
DEAD	1039	#1076	@sofiabod	?	3/3	1.5 MB	Hybrid	Record	TTT + GPTQ + N-gram + Two-pass
DEAD	1040	#1064	@masterFoad	?	?	?	Neural	Record	Compliance violation
DEAD	1041	#1055	@sanyalsunny111	?	2/3	16.0 MB	TTT	Record	TTT
DEAD	1042	#1049	@tejas-goyal	?	?	16.0 MB	Neural	Record	LeakyReLU² + GPTQ + EMA
DEAD	1043	#1018	@BenedictChannn	?	?	?	TTT	Record	TTT
DEAD	1044	#1007	@dillon-blake	?	3/3	15.9 MB	Neural	Non-Record	LeakyReLU² + Muon + RWKV + INT6 + EMA
DEAD	1045	#999	@aamodbhatt	?	3/3	15.9 MB	Hybrid	Record	TTT + Muon + N-gram + Two-pass
DEAD	1046	#988	@ymrohit	?	1/3	15.9 MB	TTT	Record	TTT + Muon + EMA
DEAD	1047	#971	@mrbese	?	?	16.0 MB	Neural	Record	INT8
DEAD	1048	#950	@jzgdev	?	?	?	Neural	Non-Record	Compliance violation
DEAD	1049	#949	@jzgdev	?	?	?	Neural	Non-Record	Compliance violation
DEAD	1050	#944	@aamodbhatt	?	3/3	16.0 MB	Cache	Record	N-gram cache (03-27)
DEAD	1051	#943	@aamodbhatt	?	3/3	16.0 MB	Cache	Record	N-gram
DEAD	1052	#917	@TheDryhtscipe	?	?	?	Neural	Non-Record	INT6 + EMA
DEAD	1053	#888	@aamodbhatt	?	3/3	16.0 MB	Cache	Record	Two-pass (03-27)
DEAD	1054	#878	@tejassaboo	?	?	?	Neural	Record	Compliance violation
DEAD	1055	#868	@aamodbhatt	?	3/3	16.0 MB	Cache	Record	Two-pass (03-27)
DEAD	1056	#866	@sunnypatneedi	?	?	?	TTT	Record	Compliance violation
DEAD	1057	#863	@sunnypatneedi	?	3/3	16.0 MB	Hybrid	Record	INT6 + N-gram
DEAD	1058	#848	@JUSTSUJAY	?	?	?	Neural	Record	Compliance violation
DEAD	1059	#815	@hguan6	?	?	?	Neural	Record	Compliance violation
DEAD	1060	#781	@sargonxg	?	?	?	Hybrid	Non-Record	Compliance violation
DEAD	1061	#735	@rav-lad	?	?	?	Neural	Record	MoE
DEAD	1062	#723	@Abhinav-Kotta	?	?	?	Neural	Record	Compliance violation
DEAD	1063	#722	@magicjulio	?	?	?	Neural	Record	Compliance violation
DEAD	1064	#718	@ivanontech	?	?	16.0 MB	Neural	Non-Record	SSM
DEAD	1065	#711	@Complexity-ML	?	?	16.0 MB	TTT	Record	TTT + Muon + MoE + LoRA + INT6 + INT8
DEAD	1066	#703	@Gusanidas	?	3/3	16.0 MB	Hybrid	Record	TTT + Muon + INT8
DEAD	1067	#701	@Muhtasham	?	?	16.0 MB	Cache	Non-Record	N-gram
DEAD	1068	#689	@GuillermoTafoya	?	?	?	Neural	Record	Compliance violation
DEAD	1069	#663	@raahilg	?	?	?	Neural	Record	Compliance violation
DEAD	1070	#655	@dhruvjatkar	?	?	?	Neural	Record	Compliance violation
DEAD	1071	#652	@reimorster	?	?	?	Neural	Record	Compliance violation
DEAD	1072	#650	@abaybektursun	?	?	?	Neural	Non-Record	Compliance violation
DEAD	1073	#617	@ryanadamsai	?	?	?	TTT	Record	TTT + LoRA
DEAD	1074	#608	@Teddygat0r	?	?	?	Neural	Non-Record	SSM
DEAD	1075	#590	@KalleNikula-Gill	?	?	?	Neural	Record	Compliance violation
DEAD	1076	#574	@aktasbatuhan	?	?	?	Neural	Record	Compliance violation
DEAD	1077	#566	@DerekWWang	?	?	?	Neural	Record	Compliance violation
DEAD	1078	#563	@instax-dutta	?	?	1.9 MB	Neural	Record	Muon + INT6
DEAD	1079	#541	@immartian	?	?	16.0 MB	Neural	Record	Muon + INT8
DEAD	1080	#522	@Himanshukkk	?	?	?	Hybrid	Record	TTT + LoRA + N-gram
DEAD	1081	#521	@hesong0222-dev	?	?	?	Neural	Non-Record	Compliance violation
DEAD	1082	#491	@ahmettrkck	?	3/3	16.0 MB	Hybrid	Record	TTT
DEAD	1083	#428	@Theocat321	?	?	?	Neural	Record	Compliance violation
DEAD	1084	#419	@AndreasBis	?	?	?	Neural	Non-Record	Compliance violation
DEAD	1085	#411	@swordboom	?	?	?	Neural	Record	Compliance violation
DEAD	1086	#409	@swordboom	?	?	?	Neural	Record	Compliance violation
DEAD	1087	#382	@HugoOchoaLP	?	?	?	Neural	Record	Compliance violation
DEAD	1088	#353	@mergd	?	?	?	Neural	Record	Compliance violation
DEAD	1089	#337	@Vibes-me	?	?	?	Neural	Record	Compliance violation
DEAD	1090	#335	@rampheng27-byte	?	?	?	Neural	Record	Compliance violation
DEAD	1091	#279	@Evreu1pro	?	?	15.5 MB	TTT	Record	TTT + Muon + MoE + LoRA
DEAD	1092	#257	@ThomAub	?	?	?	Neural	Record	Compliance violation
DEAD	1093	#250	@Complexity-ML	?	?	14.2 MB	Neural	Record	MoE + SwiGLU + INT6
DEAD	1094	#245	@carlulsoe	?	?	?	Cache	Record	Compliance violation
DEAD	1095	#239	@kellyvv	?	?	?	Neural	Non-Record	Compliance violation
DEAD	1096	#224	@Complexity-ML	?	?	16.0 MB	Neural	Record	MoE + SwiGLU
DEAD	1097	#218	@bopmite	?	?	?	TTT	Record	TTT
DEAD	1098	#188	@reimorster	?	?	?	Neural	Record	Compliance violation
DEAD	1099	#134	@Dephoh	?	?	?	Neural	Record	Compliance violation
DEAD	1100	#132	@leloykun	?	?	?	Neural	Record	Compliance violation
DEAD	1101	#121	@mattqlf	?	?	?	Neural	Record	Compliance violation
DEAD	1102	#119	@AtlantisPleb	?	?	16.0 MB	Neural	Non-Record	Compliance violation
DEAD	1103	#112	@eb1386	?	?	16.0 MB	Neural	Record	SwiGLU + INT8
DEAD	1104	#109	@eb1386	?	?	16.0 MB	Neural	Record	SwiGLU + INT8
DEAD	1105	#57	@cschubiner	?	?	8.0 MB	Neural	Non-Record	INT8
DEAD	1106	#47	@calmdentist	?	?	?	Neural	Record	Compliance violation
DEAD	1107	#36	@brendanboyle87	?	?	?	Neural	Record	Compliance violation
DEAD	1108	#34	@ChenLiu-1996	?	?	?	Neural	Record	Compliance violation
DEAD	1109	#29	@nidhilak-Aquarius	?	?	5.2 MB	Neural	Record	SwiGLU
DEAD	1110	#24	@elopez3	?	?	?	Neural	Record	Compliance violation
DEAD	1111	#23	@Kevxn97	?	?	?	Neural	Record	Compliance violation
DEAD	1112	#22	@Kevxn97	?	?	?	Neural	Record	Compliance violation
DEAD	1113	#21	@monroestephenson	?	?	16.0 MB	Neural	Record	SwiGLU + LoRA + INT8 + EMA
DEAD	1114	#19	@MVPandey	?	?	?	Neural	Record	Compliance violation
DEAD	1115	#16	@irroder	?	?	16.0 MB	Neural	Record	Compliance violation
DEAD	1116	#15	@ArthurKaroyan	?	?	?	Neural	Record	Compliance violation
DEAD	1117	#14	@jordankzf	?	?	?	Neural	Record	Compliance violation
DEAD	1118	#13	@GLDRoger	?	?	16.0 MB	Neural	Record	Compliance violation
DEAD	1119	#11	@adityawrk	?	?	16.0 MB	Neural	Record	SwiGLU + LoRA + INT8
DEAD	1120	#10	@LJX2017	?	?	?	Neural	Record	INT8
DEAD	1121	#8	@iranzithierry	?	?	16.0 MB	Neural	Non-Record	SwiGLU
DEAD	1122	#7	@RolanH	?	?	?	Cache	Record	Compliance violation
DEAD	1123	#6	@JF10R	?	?	?	Neural	Record	Compliance violation
DEAD	1124	#4	@NOPIMPOSSSIBLEWHY	?	?	16.0 MB	Neural	Record	Muon
DEAD	1125	#2	@0hq	?	?	?	Cache	Record	Compliance violation

Live data. 996 PRs tracked. Dispute a classification.

Funding Transparency

Community-reported data only. Actual distribution may be higher. We invite OpenAI to publish official numbers.

$1,000,000

OpenAI Promised (via RunPod)

$1,175

Grants Tracked

$5,252+

Self-Funded Tracked

Participants Tracked

User	Grant $1,175 tracked	Self-Funded $5,252+ tracked	Platforms	Proof	Best PR
@greqone	$25	~$800	Modal, RunPod	PENDING source	—
@CiprianFlorin-Ifrim	?	~$800	RunPod	PENDING source	#920
@MatoTeziTanka	$25	$867.70	RunPod ($620), Modal ($197.75), Colab ($49.95)	VERIFIED full audit	#633
@NewyorkDev	$25	~$250	RunPod, Vast.ai	PENDING PR body	#1006
@ibarrajo	$525	~$130	RunPod	PENDING source	#1004
@iverbovoy	$525	?	RunPod	PENDING source	#895
@EthanYangTW	?	~$1,557	RunPod	VERIFIED billing screenshot	#693
@himanshudongre	$0	~$47	RunPod	PENDING PR body	#1013

Report your spending — opt-in only. All entries below are PUBLIC_STATEMENT (stated in public GitHub comments, linked). @MatoTeziTanka is the first VERIFIED entry (Modal API + RunPod dashboard). Submit billing screenshots to upgrade your proof level.

Blocked on Compute

Researchers with promising ideas who can't test them. Opt-in submissions only.

@himanshudongre — PR #1013
Wants to test: interleaved SSM placement + alternative kernel families
Needs: 1×H100 for ~2 hours | Spent: $47 | Status: BLOCKED — pod terminated, out of credits

Submit your blocked experiment

Compute Survival Guide

The Golden Rule: Serverless for Iteration, Pods Only for Final Submission

Use serverless for development, testing, and architecture validation. It's cheaper, faster, and auto-stops. But official PR submissions must run on 8×H100 SXM with verifiable timing — serverless providers may use different hardware or add overhead that affects your reported step times. Use serverless to iterate, then do your final 3-seed submission run on a known 8×H100 SXM pod.

Pods (anti-pattern)

Billing starts at CREATION
Setup time = burning money idle
Forget to stop = bleeding money
Crash at second 5 = still paying
Pod terminates = lose everything

Serverless (correct)

Billing starts when CODE runs
Pre-baked Docker = instant start
Auto-stops when done
Crash at second 5 = paid for 5s
Results returned before teardown

RunPod Serverless (Recommended)

Docker image: matotezitanka/proteus-pytorch:2.11.0-cuda12.8

Submit job → it runs → results come back → billing stops. No SSH, no pod management.

H100 SXM. ~$0.45 per 10-min training run (calculated, not yet verified via receipt).

Modal ($30/month free)

Serverless by default. modal run train.py — that's it. $30 free every month = multiple runs.

Google Colab (Free / Pro $9.99/mo / Pro+ $49.99/mo)

GPUs available: T4 (free), A100 40/80GB, H100, RTX PRO 6000 Blackwell ~96GB (varies by tier and availability). Student Pro access available through educational institutions.

Batch size fix for single GPU: TRAIN_BATCH_TOKENS=65536. Save checkpoints to Drive. Resume on disconnect. ~6-7 hours for 20K steps on single H100.

Note: Whether Colab's H100 is SXM or PCIe variant is unverified. Validate architecture on Colab, verify final submission timing on known SXM hardware.

CPU Smoke Tests (FREE — do these FIRST)

We've run 5+ smoke tests during competition development. Each catches different failure modes:

Test	What it catches	Command
Quick forward pass	Import errors, shape mismatches, config bugs	`ITERATIONS=10 TRAIN_BATCH_TOKENS=4096 TRAIN_SEQ_LEN=256 python train_gpt.py`
Artifact size check	Model too big for 16MB cap	`python cpu_test.py` (validates INT6 roundtrip + size)
Quantization roundtrip	Quantization breaks model quality	`python cpu_test.py --matrix`
Eval pipeline	Sliding window + BPB computation errors	`ITERATIONS=10 VAL_LOSS_EVERY=5 python train_gpt.py`
Full mini-run	Everything end-to-end on CPU	`ITERATIONS=50 TRAIN_BATCH_TOKENS=4096 TRAIN_SEQ_LEN=256 VAL_LOSS_EVERY=25 python train_gpt.py`

If it doesn't work on CPU, it won't work on GPU. Save your money. Our cpu_test.py is in the community toolkit.

H100 SXM vs PCIe

GPU	NVLink	DDP Speed	Where
H100 SXM	Yes (900 GB/s)	Full speed	RunPod, Vast.ai
H100 PCIe	No	~30% slower DDP	Some cloud providers

Competition requires 8×H100 SXM for official timing. Colab H100 variant unverified — always confirm step timing matches expected SXM performance before submitting.

BPB Timeline

Cumulative SOTA curve built from 465 classified PRs with a positive BPB and final status ALIVE, AT-RISK, or DEAD. Neural-only strips cache-heavy rulings so the March 27 cliff stays visible.

Technique Map

Scanned 1125 classified PRs. 23/24 named techniques have at least one hit. Untouched: GeGLU.

Technique Map

TTT

LEGAL

398 PRs · 209 people

Best ALIVE#807 · 1.0116

Alive / Dead57 / 148

AT-RISK 56 · INCOMPLETE 137

Muon optimizer

LEGAL

327 PRs · 220 people

Best ALIVE#1172 · 1.1015

Alive / Dead61 / 73

AT-RISK 43 · INCOMPLETE 150

EMA

LEGAL

313 PRs · 177 people

Best ALIVE#807 · 1.0116

Alive / Dead58 / 96

AT-RISK 50 · INCOMPLETE 109

GPTQ

LEGAL

219 PRs · 103 people

Best ALIVE#758 · 1.0465

Alive / Dead38 / 81

AT-RISK 46 · INCOMPLETE 54

QAT

LEGAL

101 PRs · 82 people

Best ALIVE#578 · 1.1215

Alive / Dead15 / 24

AT-RISK 2 · INCOMPLETE 60

LeakyReLU²

LEGAL

82 PRs · 62 people

Best ALIVE#672 · 1.0781

Alive / Dead17 / 23

AT-RISK 13 · INCOMPLETE 29

SWA

LEGAL

72 PRs · 62 people

Best ALIVE#564 · 1.1270

Alive / Dead18 / 20

AT-RISK 1 · INCOMPLETE 33

BigramHash

LEGAL

67 PRs · 60 people

Best ALIVE#1179 · 1.1110

Alive / Dead12 / 14

AT-RISK 1 · INCOMPLETE 40

XSA

LEGAL

56 PRs · 44 people

Best ALIVE#758 · 1.0465

Alive / Dead14 / 17

AT-RISK 6 · INCOMPLETE 19

SwiGLU

LEGAL

46 PRs · 39 people

Best ALIVE#215 · 1.1548

Alive / Dead2 / 18

AT-RISK 1 · INCOMPLETE 25

Parallel Muon

LEGAL

22 PRs · 12 people

Best ALIVE#726 · 1.1147

Alive / Dead6 / 7

AT-RISK 5 · INCOMPLETE 4

SSM/Mamba/S4D

LEGAL

17 PRs · 12 people

Best ALIVE#914 · 1.1873

Alive / Dead1 / 5

AT-RISK 4 · INCOMPLETE 7

MoE

LEGAL

15 PRs · 12 people

Best ALIVE#215 · 1.1548

Alive / Dead2 / 6

AT-RISK 0 · INCOMPLETE 7

Ternary Weights

LEGAL

15 PRs · 12 people

Best ALIVE#640 · 1.1570

Alive / Dead1 / 3

AT-RISK 2 · INCOMPLETE 9

JEPA

LEGAL

12 PRs · 11 people

Best ALIVE#896 · 1.1900

Alive / Dead3 / 0

AT-RISK 0 · INCOMPLETE 9

Value Residual

LEGAL

7 PRs · 6 people

Best ALIVENo ALIVE run yet

Alive / Dead0 / 2

AT-RISK 0 · INCOMPLETE 5

Weight Sharing

LEGAL

6 PRs · 4 people

Best ALIVENo ALIVE run yet

Alive / Dead0 / 4

AT-RISK 0 · INCOMPLETE 2

Progressive Depth

LEGAL

3 PRs · 1 people

Best ALIVENo ALIVE run yet

Alive / Dead0 / 0

AT-RISK 1 · INCOMPLETE 2

Differential Attention

LEGAL

2 PRs · 2 people

Best ALIVENo ALIVE run yet

Alive / Dead0 / 0

AT-RISK 0 · INCOMPLETE 2

U-Net skips

LEGAL

2 PRs · 2 people

Best ALIVE#295 · 1.1477

Alive / Dead1 / 0

AT-RISK 0 · INCOMPLETE 1

Flash Attention

LEGAL

1 PRs · 1 people

Best ALIVE#173 · 1.1532

Alive / Dead1 / 0

AT-RISK 0 · INCOMPLETE 0

GeGLU

UNTRIED

0 PRs · 0 people

Best ALIVENo ALIVE run yet

Alive / Dead0 / 0

AT-RISK 0 · INCOMPLETE 0

N-gram Cache

BANNED

156 PRs · 70 people

Best ALIVENo ALIVE run yet

Alive / Dead0 / 67

AT-RISK 89 · INCOMPLETE 0

Two-Pass

BANNED

40 PRs · 25 people

Best ALIVENo ALIVE run yet

Alive / Dead0 / 19

AT-RISK 20 · INCOMPLETE 1

Collaboration Finder

Top clusters where multiple researchers are circling the same idea.

220 people working on Muon optimizer327 PRs

@abaybektursun (#399, #473, #549, #593 +4); @aryanbhosale (#344, #635, #754, #838 +3); @Christopher-Lee-McClendon (#456, #461, #526, #537 +2); @Bortlesboat (#694, #802, #912, #916 +2); @newjordan (#190, #390, #401, #498 +2); @anthony-maio (#175, #376, #657, #887 +1) +214 more people

209 people working on TTT398 PRs

@newjordan (#390, #401, #445, #498 +11); @EthanYangTW (#410, #415, #417, #503 +11); @Christopher-Lee-McClendon (#456, #461, #526, #537 +7); @abaybektursun (#399, #473, #549, #593 +5); @hypery11 (#525, #557, #713, #724 +5); @sofiabod (#489, #518, #890, #986 +3) +203 more people

177 people working on EMA313 PRs

@newjordan (#401, #445, #498, #499 +13); @EthanYangTW (#503, #528, #529, #544 +7); @abaybektursun (#399, #473, #549, #593 +5); @aryanbhosale (#344, #635, #754, #838 +3); @Christopher-Lee-McClendon (#598, #628, #644, #668 +2); @RoyiRa (#589, #687, #688, #700 +2) +171 more people

103 people working on GPTQ219 PRs

@newjordan (#445, #508, #533, #577 +14); @EthanYangTW (#503, #528, #529, #544 +8); @gowtham0992 (#478, #569, #738, #1110 +5); @abaybektursun (#473, #549, #593, #670 +5); @aryanbhosale (#344, #635, #754, #838 +3); @Christopher-Lee-McClendon (#456, #598, #612, #628 +2) +97 more people

82 people working on QAT101 PRs

@Shuvam-Banerji-Seal (#527, #707, #712, #719 +2); @JoeProAI (#861, #1040, #1041); @baudrillardsgh0st (#170, #192, #194); @FlashyFlash3011 (#347, #952); @EthanYangTW (#348, #606); @autocode-rayes (#836, #928) +76 more people

70 people working on N-gram Cache156 PRs

@newjordan (#674, #706, #753, #782 +7); @aamodbhatt (#868, #888, #943, #944 +4); @AnirudhRahul (#511, #834, #931, #962 +2); @gowtham0992 (#738, #1110, #1113, #1119 +2); @abaybektursun (#772, #886, #1103, #1161 +1); @sofiabod (#890, #986, #1030, #1056 +1) +64 more people

62 people working on LeakyReLU²82 PRs

@anthony-maio (#175, #376, #657, #887 +1); @aryanbhosale (#344, #635, #754, #838); @Asukabot0 (#638, #715, #761); @michaelwinczuk (#977, #1031); @vimeto (#1072, #1095); @agalimova (#1100, #1106) +56 more people

62 people working on SWA72 PRs

@EthanYangTW (#410, #415, #417, #690 +2); @dentity007 (#273, #385); @dexhunter (#156, #206); @mahsumaktas (#186, #333); @crony-io (#324, #326); @rarce (#534, #543) +56 more people

60 people working on BigramHash67 PRs

@abaybektursun (#593, #728, #1019); @CrimsonSithria (#393, #436, #441); @agalimova (#720, #776); @FlashyFlash3011 (#347, #952); @mahsumaktas (#186, #333); @mohosy (#277) +54 more people

44 people working on XSA56 PRs

@Robby955 (#639, #734, #777); @harsha-gouru (#477, #482, #485); @hypery11 (#758, #763); @stukenov (#733, #745); @Asukabot0 (#638, #715); @dexhunter (#1060, #1172) +38 more people

Untried Combinations

Popular pairings with zero combined PRs so far.

LeakyReLU² × SWA82 + 72 runs, zero combined PRs

QAT × Parallel Muon101 + 22 runs, zero combined PRs

SWA × Parallel Muon72 + 22 runs, zero combined PRs

QAT × MoE101 + 15 runs, zero combined PRs

LeakyReLU² × SSM/Mamba/S4D82 + 17 runs, zero combined PRs

LeakyReLU² × MoE82 + 15 runs, zero combined PRs

LeakyReLU² × Ternary Weights82 + 15 runs, zero combined PRs

SWA × SSM/Mamba/S4D72 + 17 runs, zero combined PRs

Contribute to The Agora

This site is community-driven. Everything here can be corrected, expanded, or challenged.

💰 Report Your Spending

Track the real cost of competing. Grants, self-funded, platform breakdown.

Submit Funding Report

⚠ Dispute a Classification

Think a PR is incorrectly marked ALIVE/DEAD/AT-RISK? Show us evidence.

Submit Correction

🔬 Suggest a Technique

Found an approach not on our map? Share it with the community.

Suggest Technique

💻 Blocked on Compute?

Have an idea but no GPU? List it here. Maybe someone can help.

Report Blocked Experiment

🌐 Share a Compute Resource

Found free GPU access? A cheaper provider? Help others save money.

Share Resource

💬 General Feedback

Ideas to improve The Agora? Something wrong? Something missing? Tell us.

Send Feedback

Resources

Changelog & Roadmap

v0.5.9 — 2026-03-30 (Funding Tracker Update + Proof Levels)

Added @EthanYangTW: ~$1,557 self-funded on RunPod (VERIFIED via billing screenshot)
Proof level badges: VERIFIED (billing screenshot or full audit) vs PENDING (self-reported)
Updated totals: 8 participants tracked, $5,252+ self-funded
Second VERIFIED entry in the tracker

v0.5.8 — 2026-03-29 (Tooltips + Compute Guide Clarity)

Tooltips on all badges: status, type, track — hover for explanation
Tooltips on all leaderboard column headers
Tooltips on checklist items (what each requirement means)
Tooltips on funding stat boxes
Tooltips on technique map badges (LEGAL/BANNED/UNTRIED)
Compute Survival Guide: clarified serverless is for iteration, final PR submissions need 8xH100 SXM pods with verifiable timing
Added cursor:help styling for all tooltipped elements

v0.5.7 — 2026-03-29 (Content Alignment Overhaul)

Responsive layout — 4 breakpoints from mobile (640px) to ultrawide (1800px+), no more wasted screen space
Center-aligned everything: section headers, table headers, table cells, cards, filter bars, stat boxes
Checklists and technique lists: centered block with left-aligned text inside
Tile centering fixed: technique cards, combo chips, collaboration items
Multi-type badges: top 3 PRs show correct types from PR titles (#549 Neural+TTT, #414 Neural, #641 Neural Non-Record)
Wider content areas: checklists/technique lists at 600px, guide-compare at 900px
All bulleted lists: centered block with left-aligned text inside (changelog, rule history, bug alerts, compute guide)
Pods vs Serverless comparison: bullet points restored
Cards: centered heading, left-aligned body text (paragraphs, code, spans)
Timeline entries: centered block, left-aligned with colored border
Collaboration items: left-aligned text with word-break for long PR lists
Compute guide tables: left-aligned cells (descriptive text, not short values)
Guide-compare panels: left-aligned text inside pods/serverless comparison

v0.5.5 — 2026-03-29 (Funding Transparency — Verified)

Full compute audit: $1,035.82 param golf across 3 platforms, $867.70 self-funded
RunPod: $643.39 — 35 Stripe transactions, dashboard verified, daily breakdown
Modal: $342.48 param golf across 2 workspaces (56 apps total, 46 PYTHIA apps code-audited and separated)
Colab: $49.95 — 5 Google Pay receipts for compute units
PYTHIA research ($415.27) cleanly separated — all 46 benchmark scripts audited for pgolf references, zero found
First VERIFIED proof level in the funding tracker — full audit JSON with methodology published
Automated changelog: single source of truth in data/changelog.json

v0.5.4 — 2026-03-29 (Filterable Leaderboards)

Unified column order: Status | # | PR | Author | BPB | Seeds | Artifact | Type | Track
Clickable filter buttons above both tables (Status, Type, Track)
Type badges: Neural / Cache / TTT / Hybrid (from classifier)
Track badges: Record / Non-Record (from PR title and file paths)
Pipeline generates all badges and data attributes automatically

v0.5.3 — 2026-03-29 (Classification Overhaul)

Neural leaderboard requires 3/3 seeds AND known artifact size
Classifier adds track (record/non-record) and technique_type (neural/cache/ttt/hybrid)
Tighter ALIVE requirements in pipeline

v0.5.2 — 2026-03-29 (Community Bug Alerts)

Added bug alerts: BPB underestimation (#897) and INT6 scale clamp (#775)
Enabled Issues and Discussions on fork

v0.5.1 — 2026-03-29 (UX Overhaul)

Changelog moved to bottom of page
Navigation updated — all sections linked in correct order
Scrollable leaderboard tables with sticky headers
Neural-only leaderboard cleaned — removed PRs with BPB < 0.5
Archive sorted ALIVE-first
Technique card text centering fixed
BPB floor gate added to classifier

v0.5.0 — 2026-03-28 (All Phases Shipped)

GitHub Actions cron — auto-updates every 30 minutes
6 issue templates for community input
Community issue ingestion pipeline (fetch_community.py)

v0.4.0 — 2026-03-28 (Community Input)

Issue templates: funding, corrections, techniques, blocked, resources, feedback
fetch_community.py — auto-processes GitHub Issues
Pipeline integration — community input runs before classification

v0.3.0 — 2026-03-28 (Analytics)

Technique map — 24 techniques tracked, grouped by PRs
BPB timeline — inline SVG chart, March 27 cliff marked
Collaboration finder — who's working on what, untried combinations

v0.2.0 — 2026-03-28 (Live API)

Live leaderboard — 996 PRs fetched via GitHub GraphQL API
Compliance engine — auto-classifies ALIVE / DEAD / AT-RISK / INCOMPLETE
Cached + incremental fetching

v0.1.0 — 2026-03-28 (Static Foundation)

Submission checklist (legal / banned / grey area)
Rule change history (March 22, 24, 27 rulings)
Dual leaderboard (seeded data)
Funding transparency tracker (7 entries)
Blocked on compute board
Compute survival guide (serverless > pods)
Visitor counter (Redis-backed via OLYMPUS API)

Roadmap

☐ v0.6.0 — Cited research tracker (papers → PRs → BPB)
☐ v0.7.0 — Cost efficiency ranking (dollars per BPB point)
☐ v0.8.0 — Review queue metrics (PR wait times, peer reviewer recognition)
☐ v1.0.0 — Community governance (threshold-based classification disputes)