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.

⚠ OPENAI HAS ABANDONED THE COMMUNITY HUB ⚠

On April 5, 2026 at 10:57 PM EDT (Apr 6 02:57 UTC), maintainer @notapplica closed Issue #140 — the de facto community hub — with one comment: "Hey guys I'm turning off this agent now." No goodbye. No explanation. No successor.

By the numbers — what just got walked away from:

1,425+ PRs submitted, 1,265 classified by this site, 518+ unique contributors
$1,000,000 in compute credits committed by OpenAI — with no public disbursement transparency, broken application form (#942), and participants reporting $1,000+ in personal compute spend waiting on credits that never arrived
32 comments of community technique analysis, compliance writeups, slope sweeps, and rule clarifications on #140 — now orphaned
Pending rulings in #677 (illegal submissions megathread) — @valerio-oai last active April 2, then silent. Eval-time cache legality, two-pass rescoring, bucket inflation — all still unresolved with 24 days left in the competition
Discord channel exists but is unofficial and unindexed — no maintainer presence reported there either. PR review backlog growing
Community filled the gap when the auto-commentary agent went dark for days at a time. We did unpaid maintenance work on a $1M competition. The thank-you was a hang-up.

The Agora is now the only auto-updating leaderboard, technique tracker, and compliance engine for this competition. We were built to be a companion. As of April 5, we're the hub by default. The community deserved better than to find out via a one-line goodbye.

The joke going around: OpenAI already hired the person they were scouting for. RunPod already cashed the checks. The $1M compute commitment did its job — funnel paying customers onto RunPod, run a recruiting funnel disguised as a contest, get free architectural research from 500+ unpaid contributors. Mission accomplished. Why maintain a community you've already extracted everything from? — If that read is wrong, it should be easy to disprove. We're listening.

PROVE ME WRONG. If any of the numbers above are inaccurate — PR counts, contributor counts, credit disbursement, response timelines, maintainer activity — show me the receipts and I will update this banner immediately. Public ledger, public correction. Open a correction issue here. I'd rather be wrong and corrected than right and ignored.

Read our response on #140 →

v0.9.5 · Last updated: April 6, 2026 · Tile Layout Audit & Fix · Changelog · Source 👁 - visitors · ● - here now

Maintainer Activity Tracker

Public accountability board for the OpenAI maintainers with merge/close authority on openai/parameter-golf. Validated via author_association on closed PRs (only collaborators can close other people's PRs) and OAI account suffix. Auto-updated on each Agora rebuild.

@notapplica

OpenAI · ran #140 commentary agent

NO DATA

Last action: No recent activity in repo at —.
Authority signal: Closed Issue #140 (own bot's issue). CONTRIBUTOR.
Account: Created 2025-08-25.

@valerio-oai

OpenAI · rule rulings, PR closures

29 DAYS

Last action: Comment on #1110 at 2026-05-03T05:39:41Z.
Authority signal: Closed PR #1019 (someone else's record). Made March 27 mass-closure rulings on #677.
Account: Created 2026-02-10 — purpose-built for this competition.
Pending: Said 'considering options' on #677 about eval-time cache rulings — 29 days silent on the answer.

@0hq

Will DePue · OpenAI · competition founder

NO DATA

Last action: No recent activity in repo at —.
Authority signal: COLLABORATOR. Repo founder. Opened #677 Illegal Submissions Megathread.
Account: Created 2017-08-02.

@yuzhougu-oai

OpenAI · PR merging

NO DATA

Last action: No recent activity in repo at —.
Authority signal: CONTRIBUTOR. Has merged PRs on the repo.
Account: Created 2025-12-18.

Snapshot: 2026-05-31T18:44:28.273039+00:00

Validation methodology: Authority confirmed by checking author_association on closed PRs (COLLABORATOR = explicit repo collaborator), the -oai account suffix (OpenAI staff convention), and the canonical signal of closing another user's PR — only users with merge authority can do this. Cross-checked against /users/<handle>/events for last public activity timestamp. If you know of another mod with authority who isn't listed, open an issue — this list updates on every Agora rebuild.

Snapshot: 2026-04-20 ~20:30 UTC. Days silent computed at snapshot time.

Submission Checklist

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

Techniques — What's Legal RIGHT NOW

✓ Legal

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)

✗ Banned

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

? Grey Area

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

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

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 +18 more

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

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(). 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. 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	#1722	@deborahnelson8788726	0.6560	3/3	15.8 MB	TTT GPTQ ✓	Record
ALIVE	2	#1319	@canivel	0.6951	3/3	15.7 MB	GPTQ ✓	Record
ALIVE	3	#1376	@stukenov	0.7094	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	4	#1324	@yahya010	0.7271	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	5	#1321	@anthony-maio	0.7406	3/3	15.8 MB	Neural ✓	Record
ALIVE	6	#1278	@GitGeeks	0.7736	3/3	15.7 MB	Neural ?	Record
ALIVE	7	#1488	@ndokutovich	0.8265	3/3	16.0 MB	TTT ✓	Record
ALIVE	8	#909	@sunnypatneedi	0.8609	3/3	15.9 MB	Cache ?	Record
ALIVE	9	#1313	@anthony-maio	0.8637	3/3	15.8 MB	Neural ✓	Record
ALIVE	10	#795	@hypery11	0.8881	3/3	14.0 MB	TTT ✓	Record
ALIVE	11	#788	@hypery11	0.9059	3/3	14.0 MB	TTT ✓	Record
ALIVE	12	#1263	@xexyz	0.9354	3/3	15.8 MB	GPTQ ✓	Record
ALIVE	13	#782	@newjordan	0.9362	3/3	15.6 MB	GPTQ ✓	Record
ALIVE	14	#1303	@anthony-maio	0.9462	3/3	15.8 MB	Neural ✓	Record
ALIVE	15	#1184	@icryo	0.9485	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	16	#1795	@OE-GOD	0.9516	3/3	152.6 MB	GPTQ ✓	Record
ALIVE	17	#1318	@renqianluo	1.0095	3/3	15.7 MB	TTT GPTQ ✓	Record
ALIVE	18	#1743	@OleStan	1.0099	3/3	16.0 MB	Neural ✓	Record
ALIVE	19	#1698	@arsenis-cmd	1.0099	3/3	16.6 MB	Neural ✓	Record
ALIVE	20	#807	@connectwithprakash	1.0116	3/3	10.8 MB	Neural ✓	Non-Record
ALIVE	21	#1672	@andrewbaggio1	1.0119	3/3	16.0 MB	TTT GPTQ ✓	Non-Record
ALIVE	22	#1758	@kilojoules	1.0285	3/3	0.0 MB	Neural ✓	Record
ALIVE	23	#755	@dcrow85	1.0321	3/3	16.0 MB	Neural ✓	Record
ALIVE	24	#1738	@alertcat	1.0354	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	25	#731	@pentxayc	1.0400	3/3	16.0 MB	TTT ?	Record
ALIVE	26	#1735	@AjAnubolu	1.0429	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	27	#758	@hypery11	1.0465	3/3	14.0 MB	TTT ✓	Record
ALIVE	28	#700	@RoyiRa	1.0541	3/3	16.0 MB	Neural ?	Record
ALIVE	29	#1693	@dexhunter	1.0573	3/3	15.2 MB	TTT GPTQ ✓	Record
ALIVE	30	#1550	@translatingthename	1.0587	3/3	16.0 MB	TTT GPTQ ✓	Non-Record
ALIVE	31	#1670	@dexhunter	1.0597	3/3	15.2 MB	TTT GPTQ ✓	Record
ALIVE	32	#1487	@ndokutovich	1.0600	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	33	#1797	@dexhunter	1.0616	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	34	#1647	@powerpratik	1.0616	3/3	16.0 MB	Neural ✓	Record
ALIVE	35	#1801	@leon2k2k2k	1.0629	3/3	15.9 MB	TTT GPTQ ✓	Record
ALIVE	36	#1517	@RulinShao	1.0632	3/3	15.0 MB	TTT GPTQ ✓	Record
ALIVE	37	#1787	@nprime06	1.0634	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	38	#1585	@codemath3000	1.0639	3/3	16.0 MB	Neural ✓	Record
ALIVE	39	#1779	@leon2k2k2k	1.0642	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	40	#1769	@dexhunter	1.0645	3/3	0.0 MB	TTT GPTQ ✓	Record
ALIVE	41	#1898	@X-Abhishek-X	1.0648	3/3	16.0 MB	TTT GPTQ ✓	Non-Record
ALIVE	42	#1771	@bigbag	1.0651	3/3	16.0 MB	Neural ✓	Record
ALIVE	43	#1729	@romeerp	1.0678	3/3	15.9 MB	TTT GPTQ ✓	Record
ALIVE	44	#1790	@miaoyuxun	1.0699	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	45	#1528	@xiehuanyi	1.0703	3/3	16.0 MB	TTT GPTQ ✓	Non-Record
ALIVE	46	#1626	@dexhunter	1.0719	3/3	15.9 MB	TTT GPTQ ✓	Record
ALIVE	47	#1727	@yahya010	1.0722	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	48	#1700	@jorge-asenjo	1.0722	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	49	#1518	@abaybektursun	1.0733	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	50	#1707	@nothingLiva	1.0740	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	51	#1560	@dexhunter	1.0741	3/3	16.0 MB	Neural ✓	Record
ALIVE	52	#1804	@abi2024	1.0743	3/3	16.0 MB	TTT GPTQ ✓	Non-Record
ALIVE	53	#1755	@OE-GOD	1.0746	3/3	16.0 MB	Neural ✓	Record
ALIVE	54	#1586	@dexhunter	1.0749	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	55	#1584	@codemath3000	1.0752	3/3	16.0 MB	Neural ✓	Record
ALIVE	56	#1529	@msisovic	1.0758	3/3	16.0 MB	Neural ✓	Record
ALIVE	57	#1695	@X-Abhishek-X	1.0759	3/3	15.7 MB	TTT GPTQ ✓	Record
ALIVE	58	#1555	@andrewbaggio1	1.0764	3/3	16.0 MB	TTT GPTQ ✓	Non-Record
ALIVE	59	#1333	@aryanbhosale	1.0766	3/3	16.0 MB	Neural ✓	Record
ALIVE	60	#1728	@mikeapedia	1.0771	3/3	16.0 MB	GPTQ ✓	Non-Record
ALIVE	61	#1802	@aamodbhatt	1.0771	3/3	16.0 MB	Neural ✓	Record
ALIVE	62	#1536	@dexhunter	1.0775	3/3	16.0 MB	TTT GPTQ ✓	Non-Record
ALIVE	63	#1540	@aryanbhosale	1.0777	3/3	16.0 MB	Neural ✓	Record
ALIVE	64	#1541	@bigbag	1.0778	3/3	16.0 MB	Neural ✓	Record
ALIVE	65	#1561	@EthanYangTW	1.0783	3/3	16.0 MB	Neural ✓	Record
ALIVE	66	#1732	@Victory963	1.0785	3/3	16.0 MB	TTT ?	Record
ALIVE	67	#1676	@aazizyan	1.0788	3/3	16.0 MB	Neural ✓	Record
ALIVE	68	#1533	@aryanbhosale	1.0790	3/3	16.0 MB	Neural ✓	Record
ALIVE	69	#1423	@aryanbhosale	1.0791	3/3	15.1 MB	TTT GPTQ ✓	Record
ALIVE	70	#1416	@erichroepke	1.0795	3/3	15.1 MB	TTT GPTQ ✓	Record
ALIVE	71	#1770	@liujshi	1.0796	3/3	16.0 MB	Neural ✓	Record
ALIVE	72	#1583	@codemath3000	1.0801	3/3	16.0 MB	Neural ✓	Record
ALIVE	73	#1408	@aamodbhatt	1.0802	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	74	#1776	@anmarhindi	1.0808	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	75	#1715	@G3sparky	1.0809	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	76	#1678	@tashapais	1.0810	3/3	16.0 MB	Neural ✓	Record
ALIVE	77	#1493	@bigbag	1.0810	3/3	16.0 MB	Neural ✓	Record
ALIVE	78	#1747	@swapp1990	1.0820	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	79	#1689	@chris-colinsky	1.0822	3/3	15.9 MB	Neural ✓	Record
ALIVE	80	#1477	@aryanbhosale	1.0822	3/3	16.0 MB	Neural ✓	Record
ALIVE	81	#1520	@taka6745	1.0824	3/3	16.1 MB	Neural ✓	Record
ALIVE	82	#1460	@resouer	1.0827	3/3	16.0 MB	Neural ✓	Record
ALIVE	83	#1413	@dexhunter	1.0828	3/3	0.0 MB	Neural ✓	Record
ALIVE	84	#1450	@andrewbaggio1	1.0848	3/3	384.0 MB	GPTQ ✓	Record
ALIVE	85	#1794	@Programmerryoki	1.0849	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	86	#1424	@OnlyJundong	1.0858	3/3	15.1 MB	Neural ✓	Non-Record
ALIVE	87	#1471	@X-Abhishek-X	1.0866	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	88	#1445	@X-Abhishek-X	1.0889	3/3	15.9 MB	GPTQ ✓	Record
ALIVE	89	#1326	@aryanbhosale	1.0896	3/3	16.0 MB	Neural ✓	Record
ALIVE	90	#1334	@aryanbhosale	1.0897	3/3	16.0 MB	Neural ✓	Record
ALIVE	91	#1296	@aryanbhosale	1.0897	3/3	16.0 MB	Neural ✓	Record
ALIVE	92	#1399	@AnubhavBharadwaaj	1.0898	3/3	16.1 MB	TTT GPTQ ✓	Record
ALIVE	93	#1394	@clarkkev	1.0900	3/3	16.0 MB	Neural ✓	Record
ALIVE	94	#1331	@dexhunter	1.0900	3/3	16.0 MB	Neural ✓	Record
ALIVE	95	#1285	@dexhunter	1.0912	3/3	16.0 MB	Neural ✓	Record
ALIVE	96	#1415	@bigbag	1.0913	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	97	#1176	@bigbag	1.0914	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	98	#1344	@Omrigotlieb	1.0923	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	99	#1395	@dttdrv	1.0924	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	100	#1279	@dexhunter	1.0924	3/3	0.0 MB	Neural ✓	Record
ALIVE	101	#1421	@X-Abhishek-X	1.0925	3/3	15.9 MB	GPTQ ✓	Record
ALIVE	102	#1291	@dentity007	1.0925	3/3	16.0 MB	GPTQ ✓	Non-Record
ALIVE	103	#1260	@dexhunter	1.0929	3/3	16.0 MB	Neural ✓	Record
ALIVE	104	#1339	@bigbag	1.0955	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	105	#1446	@LauraGomezjurado	1.0960	3/3	15.9 MB	GPTQ ✓	Non-Record
ALIVE	106	#1407	@OnlyJundong	1.0960	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	107	#1172	@dexhunter	1.1015	3/3	15.7 MB	Neural ✓	Non-Record
ALIVE	108	#1392	@Its-Just-Crump	1.1020	3/3	15.9 MB	TTT GPTQ ✓	Record
ALIVE	109	#1364	@stukenov	1.1025	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	110	#1217	@bigbag	1.1027	3/3	15.8 MB	Neural ✓	Non-Record
ALIVE	111	#1805	@yevh	1.1033	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	112	#1218	@clarkkev	1.1041	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	113	#1398	@Mertyandimata	1.1047	3/3	15.9 MB	GPTQ ✓	Non-Record
ALIVE	114	#1287	@dentity007	1.1048	3/3	16.0 MB	GPTQ ✓	Non-Record
ALIVE	115	#1204	@msisovic	1.1063	3/3	15.9 MB	GPTQ ✓	Record
ALIVE	116	#1307	@amrayach	1.1089	3/3	15.7 MB	GPTQ ✓	Record
ALIVE	117	#1290	@aryanbhosale	1.1104	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	118	#849	@dttdrv	1.1105	3/3	15.9 MB	TTT ?	Record
ALIVE	119	#1212	@Gusanidas	1.1108	3/3	15.7 MB	GPTQ ✓	Record
ALIVE	120	#1179	@dexhunter	1.1110	3/3	16.0 MB	Neural ✓	Record
ALIVE	121	#1512	@Itssshikhar	1.1117	3/3	16.8 MB	Neural ✓	Record
ALIVE	122	#1060	@dexhunter	1.1122	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	123	#1169	@Bortlesboat	1.1126	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	124	#1130	@Gusanidas	1.1140	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	125	#1309	@cadenmcmann	1.1143	3/3	15.8 MB	GPTQ ✓	Non-Record
ALIVE	126	#1019	@abaybektursun	1.1147	3/3	15.9 MB	Neural ?	Record
ALIVE	127	#726	@DeepReinforce	1.1147	3/3	15.2 MB	TTT ?	Record
ALIVE	128	#1128	@AnubhavBharadwaaj	1.1154	3/3	15.9 MB	Neural ✓	Non-Record
ALIVE	129	#609	@saml212	1.1154	3/3	15.9 MB	GPTQ ✓	Non-Record
ALIVE	130	#557	@hypery11	1.1160	3/3	15.8 MB	Neural ✓	Non-Record
ALIVE	131	#525	@hypery11	1.1160	3/3	15.8 MB	Neural ✓	Non-Record
ALIVE	132	#1156	@haikosys	1.1161	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	133	#1231	@nestamidavaine	1.1163	3/3	0.1 MB	TTT ✓	Non-Record
ALIVE	134	#790	@danialht	1.1172	3/3	15.5 MB	TTT GPTQ ✓	Record
ALIVE	135	#1129	@EthanYangTW	1.1174	3/3	16.0 MB	TTT GPTQ ✓	Record
ALIVE	136	#1310	@cadenmcmann	1.1177	3/3	15.9 MB	Neural ✓	Non-Record
ALIVE	137	#634	@raahilshah	1.1178	3/3	16.0 MB	Neural ?	Record
ALIVE	138	#713	@hypery11	1.1180	3/3	15.8 MB	TTT ?	Record
ALIVE	139	#1084	@AnubhavBharadwaaj	1.1185	3/3	15.9 MB	Neural ✓	Non-Record
ALIVE	140	#977	@michaelwinczuk	1.1185	3/3	16.0 MB	TTT ?	Record
ALIVE	141	#1118	@adityakm24	1.1187	3/3	16.0 MB	Neural ✓	Record
ALIVE	142	#1325	@monisha-max	1.1194	3/3	7.0 MB	Neural ✓	Record
ALIVE	143	#964	@vivekvar-dl	1.1194	3/3	16.0 MB	TTT ?	Record
ALIVE	144	#549	@abaybektursun	1.1194	3/3	15.9 MB	Neural ✓	Record
ALIVE	145	#768	@mradassaad	1.1201	3/3	16.0 MB	TTT ✓	Non-Record
ALIVE	146	#1011	@AnubhavBharadwaaj	1.1203	3/3	15.8 MB	Neural ?	Non-Record
ALIVE	147	#577	@newjordan	1.1207	3/3	15.6 MB	TTT ?	Record
ALIVE	148	#398	@felipe-parodi	1.1213	3/3	15.5 MB	TTT ?	Non-Record
ALIVE	149	#838	@aryanbhosale	1.1215	3/3	15.8 MB	TTT ?	Non-Record
ALIVE	150	#578	@newjordan	1.1215	3/3	15.6 MB	TTT ?	Record
ALIVE	151	#1092	@teddyoweh	1.1219	3/3	15.9 MB	Neural ✓	Record
ALIVE	152	#1696	@kings-crown	1.1224	3/3	15.7 MB	TTT ✓	Record
ALIVE	153	#1182	@adityakm24	1.1227	3/3	15.9 MB	Neural ✓	Record
ALIVE	154	#175	@anthony-maio	1.1229	3/3	16.0 MB	Neural ?	Record
ALIVE	155	#414	@signalrush	1.1233	3/3	15.6 MB	Neural ?	Record
ALIVE	156	#641	@CiprianFlorin-Ifrim	1.1239	3/3	15.7 MB	Neural ?	Non-Record
ALIVE	157	#64	@yesbhautik	1.1250	3/3	16.0 MB	TTT ?	Record
ALIVE	158	#478	@gowtham0992	1.1268	3/3	15.6 MB	Neural ?	Record
ALIVE	159	#1016	@ADIITJ	1.1269	3/3	16.0 MB	TTT ?	Non-Record
ALIVE	160	#564	@sadeghja1070	1.1270	3/3	15.5 MB	Neural ✓	Record
ALIVE	161	#406	@dentity007	1.1287	3/3	15.7 MB	TTT ?	Non-Record
ALIVE	162	#400	@chanwoo-park-official	1.1296	3/3	15.6 MB	Neural ?	Non-Record
ALIVE	163	#455	@kasimte	1.1299	3/3	16.0 MB	TTT ?	Record
ALIVE	164	#572	@ritikmahy5	1.1300	3/3	16.0 MB	TTT ?	Record
ALIVE	165	#265	@unnir	1.1307	3/3	15.9 MB	Neural ?	Record
ALIVE	166	#493	@parinzee	1.1309	3/3	15.8 MB	Neural ?	Record
ALIVE	167	#1127	@dentity007	1.1311	3/3	16.0 MB	TTT ✓	Record
ALIVE	168	#1453	@iverbovoy	1.1324	3/3	15.4 MB	Neural ✓	Non-Record
ALIVE	169	#223	@0xjaishy	1.1326	3/3	15.7 MB	TTT ?	Record
ALIVE	170	#1166	@Christopher-Lee-McClendon	1.1335	3/3	15.1 MB	Neural ✓	Non-Record
ALIVE	171	#861	@JoeProAI	1.1339	3/3	16.3 MB	TTT ?	Non-Record
ALIVE	172	#857	@aruniyer	1.1360	3/3	15.9 MB	Neural ?	Non-Record
ALIVE	173	#586	@EaCognitive	1.1365	3/3	15.6 MB	Neural ?	Record
ALIVE	174	#1579	@Tonyy1977	1.1372	3/3	15.0 MB	Neural ✓	Record
ALIVE	175	#958	@shouryamaanjain	1.1382	3/3	15.5 MB	TTT ✓	Record
ALIVE	176	#979	@0xadvait	1.1387	3/3	15.5 MB	Neural ?	Record
ALIVE	177	#537	@Christopher-Lee-McClendon	1.1387	3/3	15.4 MB	TTT ✓	Non-Record
ALIVE	178	#349	@Mapika	1.1399	3/3	16.0 MB	Neural ✓	Record
ALIVE	179	#236	@saml212	1.1400	3/3	15.7 MB	Neural ?	Record
ALIVE	180	#989	@alexanderaperry-arch	1.1402	3/3	15.8 MB	Neural ✓	Record
ALIVE	181	#274	@haikosys	1.1403	3/3	16.0 MB	Neural ?	Record
ALIVE	182	#1630	@KevinChunye	1.1412	3/3	13.5 MB	Neural ✓	Record
ALIVE	183	#1202	@VirajDeshwal	1.1412	3/3	16.0 MB	TTT ✓	Record
ALIVE	184	#602	@ReNothingg	1.1422	3/3	15.8 MB	Neural ?	Non-Record
ALIVE	185	#467	@ADIITJ	1.1428	3/3	16.0 MB	TTT ?	Record
ALIVE	186	#76	@unixmadtoonslab	1.1433	3/3	1.0 MB	Neural ?	Record
ALIVE	187	#348	@EthanYangTW	1.1444	3/3	15.9 MB	TTT ✓	Record
ALIVE	188	#306	@xuafeng	1.1448	3/3	16.0 MB	Neural ?	Non-Record
ALIVE	189	#884	@BhatiaUday	1.1448	3/3	15.6 MB	Neural ✓	Non-Record
ALIVE	190	#264	@stukenov	1.1455	3/3	15.9 MB	TTT ?	Record
ALIVE	191	#665	@harborglowvintage-oss	1.1464	3/3	15.7 MB	Neural ✓	Record
ALIVE	192	#451	@harborglowvintage-oss	1.1464	3/3	15.7 MB	Neural ?	Record
ALIVE	193	#1573	@shivangbaveja	1.1464	3/3	15.9 MB	Neural ✓	Record
ALIVE	194	#1456	@sisegod	1.1465	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	195	#421	@vytautas-bunevicius	1.1466	3/3	14.7 MB	TTT ?	Non-Record
ALIVE	196	#996	@Idan3011	1.1470	3/3	14.9 MB	Neural ✓	Record
ALIVE	197	#637	@bryjudy	1.1477	3/3	16.0 MB	Neural ?	Non-Record
ALIVE	198	#295	@gowtham0992	1.1477	3/3	15.9 MB	Neural ?	Record
ALIVE	199	#331	@Rhodrium	1.1487	3/3	16.0 MB	Neural ✓	Record
ALIVE	200	#385	@dentity007	1.1488	3/3	15.2 MB	Neural ?	Non-Record
ALIVE	201	#1142	@ymrohit	1.1493	3/3	15.9 MB	Neural ✓	Record
ALIVE	202	#206	@dexhunter	1.1507	3/3	16.0 MB	Neural ?	Record
ALIVE	203	#465	@LoquiAuris	1.1508	3/3	15.7 MB	Neural ?	Record
ALIVE	204	#1029	@fielding	1.1529	3/3	15.6 MB	Neural ?	Non-Record
ALIVE	205	#1666	@mrbese	1.1531	3/3	12.7 MB	Neural ✓	Record
ALIVE	206	#173	@tamoghnokandar	1.1532	3/3	16.0 MB	Neural ?	Record
ALIVE	207	#219	@alertcat	1.1541	3/3	1.8 MB	Neural ?	Non-Record
ALIVE	208	#215	@JayCheng113	1.1548	3/3	16.0 MB	Neural ?	Non-Record
ALIVE	209	#201	@machdragon	1.1551	3/3	12.7 MB	Neural ?	Record
ALIVE	210	#252	@greqone	1.1554	3/3	16.0 MB	Neural ?	Non-Record
ALIVE	211	#65	@aquariouseworkman	1.1556	3/3	15.9 MB	Neural ?	Record
ALIVE	212	#333	@mahsumaktas	1.1565	3/3	15.9 MB	Neural ✓	Record
ALIVE	213	#640	@CiprianFlorin-Ifrim	1.1570	3/3	16.0 MB	Neural ?	Record
ALIVE	214	#122	@mtybadger	1.1600	3/3	15.3 MB	Neural ?	Record
ALIVE	215	#156	@dexhunter	1.1602	3/3	16.0 MB	Neural ✓	Record
ALIVE	216	#1381	@X-Abhishek-X	1.1604	3/3	15.2 MB	Neural ✓	Non-Record
ALIVE	217	#88	@seanward	1.1605	3/3	16.0 MB	Neural ✓	Record
ALIVE	218	#286	@chris-buckley	1.1628	3/3	15.5 MB	Neural ?	Record
ALIVE	219	#123	@saikrishnarallabandi	1.1642	3/3	15.8 MB	Neural ?	Record
ALIVE	220	#363	@evangelinehelsinki	1.1648	3/3	15.3 MB	Neural ?	Non-Record
ALIVE	221	#312	@chanwoo-park-official	1.1668	3/3	13.2 MB	Neural ?	Non-Record
ALIVE	222	#927	@Tonyy1977	1.1696	3/3	15.8 MB	TTT ?	Record
ALIVE	223	#1783	@ismailntl	1.1716	3/3	16.0 MB	GPTQ ✓	Record
ALIVE	224	#671	@keshav55	1.1807	3/3	14.5 MB	Neural ✓	Record
ALIVE	225	#515	@keshav55	1.1807	3/3	14.6 MB	Neural ✓	Record
ALIVE	226	#1047	@newjordan	1.1823	3/3	10.0 MB	Neural ?	Record
ALIVE	227	#660	@HugoOchoaLP	1.1826	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	228	#914	@mkenney2	1.1873	3/3	14.3 MB	Neural ?	Non-Record
ALIVE	229	#896	@MVPandey	1.1900	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	230	#1221	@amabito	1.1915	3/3	15.0 MB	Neural ✓	Non-Record
ALIVE	231	#1509	@Lumi-node	1.1962	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	232	#169	@beee003	1.1973	3/3	15.9 MB	Neural ✓	Record
ALIVE	233	#426	@aniketio-ctrl	1.2026	3/3	16.0 MB	Neural ?	Record
ALIVE	234	#316	@SkywardSyntax	1.2035	3/3	1.0 MB	Neural ?	Non-Record
ALIVE	235	#1799	@jamesEmerson112	1.2073	3/3	15.3 MB	TTT ✓	Record
ALIVE	236	#1206	@oneKn8	1.2074	3/3	9.3 MB	Neural ✓	Non-Record
ALIVE	237	#141	@nglain	1.2075	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	238	#1427	@kjahan	1.2092	3/3	14.4 MB	GPTQ ✓	Record
ALIVE	239	#39	@nanlliu	1.2147	3/3	15.9 MB	Neural ✓	Record
ALIVE	240	#705	@seanward	1.2151	3/3	15.5 MB	Neural ?	Record
ALIVE	241	#1617	@adityasasidhar	1.2192	3/3	15.9 MB	Neural ✓	Non-Record
ALIVE	242	#1057	@Programmerryoki	1.2201	3/3	15.0 MB	TTT ?	Record
ALIVE	243	#319	@Arth-Singh	1.2716	3/3	16.0 MB	Neural ?	Non-Record
ALIVE	244	#904	@anthony-maio	1.2734	3/3	15.8 MB	TTT ✓	Non-Record
ALIVE	245	#1463	@tsubasagit	1.2774	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	246	#1682	@PapaFranku4647	1.2818	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	247	#1549	@dljr-github	1.3220	3/3	13.5 MB	Neural ✓	Non-Record
ALIVE	248	#1582	@He-Wenhao	1.3428	3/3	14.7 MB	Neural ✓	Non-Record
ALIVE	249	#678	@SPThole	1.3525	3/3	15.6 MB	Neural ?	Non-Record
ALIVE	250	#737	@SPThole	1.3557	3/3	15.2 MB	Neural ?	Non-Record
ALIVE	251	#1665	@mrbese	1.3571	3/3	7.6 MB	Neural ✓	Non-Record
ALIVE	252	#1053	@ikermoel	1.3600	3/3	12.9 MB	Neural ?	Record
ALIVE	253	#941	@aptsalt	1.3620	3/3	16.0 MB	Neural ✓	Record
ALIVE	254	#1784	@renqianluo	1.4000	3/3	15.9 MB	TTT GPTQ ✓	Record
ALIVE	255	#1425	@dentity007	1.4479	3/3	0.9 MB	GPTQ ✓	Non-Record
ALIVE	256	#669	@amabito	1.4942	3/3	16.0 MB	Neural ?	Non-Record
ALIVE	257	#1239	@tmancino	1.5918	3/3	12.2 MB	Neural ✓	Non-Record
ALIVE	258	#1499	@dippatel1994	1.6323	3/3	14.1 MB	TTT GPTQ ✓	Record
ALIVE	259	#1486	@AlirezaAlampour	1.6656	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	260	#1152	@ericdatum	1.7942	3/3	2.0 MB	Neural ?	Non-Record
ALIVE	261	#1300	@Ribin545	1.8166	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	262	#1513	@ikermoel	1.8658	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	263	#645	@FlynnCruse	1.8990	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	264	#874	@fielding	1.9300	3/3	2.4 MB	GPTQ ✓	Non-Record
ALIVE	265	#1778	@simon-marcus	2.0027	3/3	16.0 MB	Neural ✓	Non-Record
ALIVE	266	#905	@anthony-maio	2.1727	3/3	13.7 MB	Neural ?	Non-Record
ALIVE	267	#1010	@AnubhavBharadwaaj	2.9389	3/3	0.1 MB	Neural ?	Non-Record
ALIVE	268	#1749	@gracebml	4.1097	3/3	13.9 MB	TTT GPTQ ✓	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	#1722	@deborahnelson8788726	0.6560	3/3	15.8 MB	TTT GPTQ ✓	Record	—
ALIVE	3	#1319	@canivel	0.6951	3/3	15.7 MB	GPTQ ✓	Record	—
ALIVE	4	#1376	@stukenov	0.7094	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	5	#1324	@yahya010	0.7271	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	6	#1321	@anthony-maio	0.7406	3/3	15.8 MB	Neural ✓	Record	—
ALIVE	7	#1278	@GitGeeks	0.7736	3/3	15.7 MB	Neural ?	Record	—
ALIVE	8	#1488	@ndokutovich	0.8265	3/3	16.0 MB	TTT ✓	Record	—
ALIVE	9	#909	@sunnypatneedi	0.8609	3/3	15.9 MB	Cache ?	Record	—
ALIVE	10	#1313	@anthony-maio	0.8637	3/3	15.8 MB	Neural ✓	Record	—
ALIVE	11	#795	@hypery11	0.8881	3/3	14.0 MB	TTT ✓	Record	—
ALIVE	12	#788	@hypery11	0.9059	3/3	14.0 MB	TTT ✓	Record	—
ALIVE	13	#1263	@xexyz	0.9354	3/3	15.8 MB	GPTQ ✓	Record	—
ALIVE	14	#782	@newjordan	0.9362	3/3	15.6 MB	GPTQ ✓	Record	—
ALIVE	15	#1303	@anthony-maio	0.9462	3/3	15.8 MB	Neural ✓	Record	—
ALIVE	16	#1184	@icryo	0.9485	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	17	#1795	@OE-GOD	0.9516	3/3	152.6 MB	GPTQ ✓	Record	—
ALIVE	18	#1318	@renqianluo	1.0095	3/3	15.7 MB	TTT GPTQ ✓	Record	—
ALIVE	19	#1743	@OleStan	1.0099	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	20	#1698	@arsenis-cmd	1.0099	3/3	16.6 MB	Neural ✓	Record	—
ALIVE	21	#807	@connectwithprakash	1.0116	3/3	10.8 MB	Neural ✓	Non-Record	—
ALIVE	22	#1672	@andrewbaggio1	1.0119	3/3	16.0 MB	TTT GPTQ ✓	Non-Record	—
ALIVE	23	#1758	@kilojoules	1.0285	3/3	0.0 MB	Neural ✓	Record	—
ALIVE	24	#755	@dcrow85	1.0321	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	25	#1738	@alertcat	1.0354	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	26	#731	@pentxayc	1.0400	3/3	16.0 MB	TTT ?	Record	—
ALIVE	27	#1735	@AjAnubolu	1.0429	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	28	#758	@hypery11	1.0465	3/3	14.0 MB	TTT ✓	Record	—
ALIVE	29	#700	@RoyiRa	1.0541	3/3	16.0 MB	Neural ?	Record	—
ALIVE	30	#1693	@dexhunter	1.0573	3/3	15.2 MB	TTT GPTQ ✓	Record	—
ALIVE	31	#1550	@translatingthename	1.0587	3/3	16.0 MB	TTT GPTQ ✓	Non-Record	—
ALIVE	32	#1670	@dexhunter	1.0597	3/3	15.2 MB	TTT GPTQ ✓	Record	—
ALIVE	33	#1487	@ndokutovich	1.0600	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	34	#1797	@dexhunter	1.0616	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	35	#1647	@powerpratik	1.0616	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	36	#1801	@leon2k2k2k	1.0629	3/3	15.9 MB	TTT GPTQ ✓	Record	—
ALIVE	37	#1517	@RulinShao	1.0632	3/3	15.0 MB	TTT GPTQ ✓	Record	—
ALIVE	38	#1787	@nprime06	1.0634	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	39	#1585	@codemath3000	1.0639	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	40	#1779	@leon2k2k2k	1.0642	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	41	#1769	@dexhunter	1.0645	3/3	0.0 MB	TTT GPTQ ✓	Record	—
ALIVE	42	#1898	@X-Abhishek-X	1.0648	3/3	16.0 MB	TTT GPTQ ✓	Non-Record	—
ALIVE	43	#1771	@bigbag	1.0651	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	44	#1729	@romeerp	1.0678	3/3	15.9 MB	TTT GPTQ ✓	Record	—
ALIVE	45	#1790	@miaoyuxun	1.0699	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	46	#1528	@xiehuanyi	1.0703	3/3	16.0 MB	TTT GPTQ ✓	Non-Record	—
ALIVE	47	#1626	@dexhunter	1.0719	3/3	15.9 MB	TTT GPTQ ✓	Record	—
ALIVE	48	#1727	@yahya010	1.0722	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	49	#1700	@jorge-asenjo	1.0722	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	50	#1518	@abaybektursun	1.0733	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	51	#1707	@nothingLiva	1.0740	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	52	#1560	@dexhunter	1.0741	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	53	#1804	@abi2024	1.0743	3/3	16.0 MB	TTT GPTQ ✓	Non-Record	—
ALIVE	54	#1755	@OE-GOD	1.0746	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	55	#1586	@dexhunter	1.0749	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	56	#1584	@codemath3000	1.0752	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	57	#1529	@msisovic	1.0758	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	58	#1695	@X-Abhishek-X	1.0759	3/3	15.7 MB	TTT GPTQ ✓	Record	—
ALIVE	59	#1555	@andrewbaggio1	1.0764	3/3	16.0 MB	TTT GPTQ ✓	Non-Record	—
ALIVE	60	#1333	@aryanbhosale	1.0766	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	61	#1728	@mikeapedia	1.0771	3/3	16.0 MB	GPTQ ✓	Non-Record	—
ALIVE	62	#1802	@aamodbhatt	1.0771	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	63	#1536	@dexhunter	1.0775	3/3	16.0 MB	TTT GPTQ ✓	Non-Record	—
ALIVE	64	#1540	@aryanbhosale	1.0777	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	65	#1541	@bigbag	1.0778	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	66	#1561	@EthanYangTW	1.0783	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	67	#1732	@Victory963	1.0785	3/3	16.0 MB	TTT ?	Record	—
ALIVE	68	#1676	@aazizyan	1.0788	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	69	#1533	@aryanbhosale	1.0790	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	70	#1423	@aryanbhosale	1.0791	3/3	15.1 MB	TTT GPTQ ✓	Record	—
ALIVE	71	#1416	@erichroepke	1.0795	3/3	15.1 MB	TTT GPTQ ✓	Record	—
ALIVE	72	#1770	@liujshi	1.0796	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	73	#1583	@codemath3000	1.0801	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	74	#1408	@aamodbhatt	1.0802	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	75	#1776	@anmarhindi	1.0808	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	76	#1715	@G3sparky	1.0809	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	77	#1678	@tashapais	1.0810	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	78	#1493	@bigbag	1.0810	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	79	#1747	@swapp1990	1.0820	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	80	#1689	@chris-colinsky	1.0822	3/3	15.9 MB	Neural ✓	Record	—
ALIVE	81	#1477	@aryanbhosale	1.0822	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	82	#1520	@taka6745	1.0824	3/3	16.1 MB	Neural ✓	Record	—
ALIVE	83	#1460	@resouer	1.0827	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	84	#1413	@dexhunter	1.0828	3/3	0.0 MB	Neural ✓	Record	—
ALIVE	85	#1412	@Robby955	1.0835	3/3	?	Neural ✓	Record	—
ALIVE	86	#1450	@andrewbaggio1	1.0848	3/3	384.0 MB	GPTQ ✓	Record	—
ALIVE	87	#1794	@Programmerryoki	1.0849	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	88	#1424	@OnlyJundong	1.0858	3/3	15.1 MB	Neural ✓	Non-Record	—
ALIVE	89	#1471	@X-Abhishek-X	1.0866	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	90	#1445	@X-Abhishek-X	1.0889	3/3	15.9 MB	GPTQ ✓	Record	—
ALIVE	91	#1326	@aryanbhosale	1.0896	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	92	#1334	@aryanbhosale	1.0897	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	93	#1296	@aryanbhosale	1.0897	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	94	#1399	@AnubhavBharadwaaj	1.0898	3/3	16.1 MB	TTT GPTQ ✓	Record	—
ALIVE	95	#1394	@clarkkev	1.0900	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	96	#1331	@dexhunter	1.0900	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	97	#1285	@dexhunter	1.0912	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	98	#1415	@bigbag	1.0913	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	99	#1176	@bigbag	1.0914	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	100	#1344	@Omrigotlieb	1.0923	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	101	#1395	@dttdrv	1.0924	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	102	#1279	@dexhunter	1.0924	3/3	0.0 MB	Neural ✓	Record	—
ALIVE	103	#1421	@X-Abhishek-X	1.0925	3/3	15.9 MB	GPTQ ✓	Record	—
ALIVE	104	#1291	@dentity007	1.0925	3/3	16.0 MB	GPTQ ✓	Non-Record	—
ALIVE	105	#1260	@dexhunter	1.0929	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	106	#1339	@bigbag	1.0955	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	107	#1446	@LauraGomezjurado	1.0960	3/3	15.9 MB	GPTQ ✓	Non-Record	—
ALIVE	108	#1407	@OnlyJundong	1.0960	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	109	#1172	@dexhunter	1.1015	3/3	15.7 MB	Neural ✓	Non-Record	—
ALIVE	110	#1392	@Its-Just-Crump	1.1020	3/3	15.9 MB	TTT GPTQ ✓	Record	—
ALIVE	111	#1364	@stukenov	1.1025	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	112	#1217	@bigbag	1.1027	3/3	15.8 MB	Neural ✓	Non-Record	—
ALIVE	113	#1805	@yevh	1.1033	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	114	#1218	@clarkkev	1.1041	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	115	#1398	@Mertyandimata	1.1047	3/3	15.9 MB	GPTQ ✓	Non-Record	—
ALIVE	116	#1287	@dentity007	1.1048	3/3	16.0 MB	GPTQ ✓	Non-Record	—
ALIVE	117	#1204	@msisovic	1.1063	3/3	15.9 MB	GPTQ ✓	Record	—
ALIVE	118	#1307	@amrayach	1.1089	3/3	15.7 MB	GPTQ ✓	Record	—
ALIVE	119	#1290	@aryanbhosale	1.1104	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	120	#849	@dttdrv	1.1105	3/3	15.9 MB	TTT ?	Record	—
ALIVE	121	#1212	@Gusanidas	1.1108	3/3	15.7 MB	GPTQ ✓	Record	—
ALIVE	122	#1179	@dexhunter	1.1110	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	123	#1512	@Itssshikhar	1.1117	3/3	16.8 MB	Neural ✓	Record	—
ALIVE	124	#1060	@dexhunter	1.1122	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	125	#1169	@Bortlesboat	1.1126	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	126	#1130	@Gusanidas	1.1140	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	127	#1309	@cadenmcmann	1.1143	3/3	15.8 MB	GPTQ ✓	Non-Record	—
ALIVE	128	#1019	@abaybektursun	1.1147	3/3	15.9 MB	Neural ?	Record	—
ALIVE	129	#726	@DeepReinforce	1.1147	3/3	15.2 MB	TTT ?	Record	—
ALIVE	130	#1128	@AnubhavBharadwaaj	1.1154	3/3	15.9 MB	Neural ✓	Non-Record	—
ALIVE	131	#609	@saml212	1.1154	3/3	15.9 MB	GPTQ ✓	Non-Record	—
ALIVE	132	#557	@hypery11	1.1160	3/3	15.8 MB	Neural ✓	Non-Record	—
ALIVE	133	#525	@hypery11	1.1160	3/3	15.8 MB	Neural ✓	Non-Record	—
ALIVE	134	#1156	@haikosys	1.1161	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	135	#1231	@nestamidavaine	1.1163	3/3	0.1 MB	TTT ✓	Non-Record	—
ALIVE	136	#790	@danialht	1.1172	3/3	15.5 MB	TTT GPTQ ✓	Record	—
ALIVE	137	#1129	@EthanYangTW	1.1174	3/3	16.0 MB	TTT GPTQ ✓	Record	—
ALIVE	138	#1310	@cadenmcmann	1.1177	3/3	15.9 MB	Neural ✓	Non-Record	—
ALIVE	139	#634	@raahilshah	1.1178	3/3	16.0 MB	Neural ?	Record	—
ALIVE	140	#713	@hypery11	1.1180	3/3	15.8 MB	TTT ?	Record	—
ALIVE	141	#1084	@AnubhavBharadwaaj	1.1185	3/3	15.9 MB	Neural ✓	Non-Record	—
ALIVE	142	#977	@michaelwinczuk	1.1185	3/3	16.0 MB	TTT ?	Record	—
ALIVE	143	#1118	@adityakm24	1.1187	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	144	#1325	@monisha-max	1.1194	3/3	7.0 MB	Neural ✓	Record	—
ALIVE	145	#964	@vivekvar-dl	1.1194	3/3	16.0 MB	TTT ?	Record	—
ALIVE	146	#549	@abaybektursun	1.1194	3/3	15.9 MB	Neural ✓	Record	—
ALIVE	147	#768	@mradassaad	1.1201	3/3	16.0 MB	TTT ✓	Non-Record	—
ALIVE	148	#1011	@AnubhavBharadwaaj	1.1203	3/3	15.8 MB	Neural ?	Non-Record	—
ALIVE	149	#577	@newjordan	1.1207	3/3	15.6 MB	TTT ?	Record	—
ALIVE	150	#398	@felipe-parodi	1.1213	3/3	15.5 MB	TTT ?	Non-Record	—
ALIVE	151	#838	@aryanbhosale	1.1215	3/3	15.8 MB	TTT ?	Non-Record	—
ALIVE	152	#578	@newjordan	1.1215	3/3	15.6 MB	TTT ?	Record	—
ALIVE	153	#1092	@teddyoweh	1.1219	3/3	15.9 MB	Neural ✓	Record	—
ALIVE	154	#1696	@kings-crown	1.1224	3/3	15.7 MB	TTT ✓	Record	—
ALIVE	155	#1182	@adityakm24	1.1227	3/3	15.9 MB	Neural ✓	Record	—
ALIVE	156	#175	@anthony-maio	1.1229	3/3	16.0 MB	Neural ?	Record	—
ALIVE	157	#414	@signalrush	1.1233	3/3	15.6 MB	Neural ?	Record	—
ALIVE	158	#641	@CiprianFlorin-Ifrim	1.1239	3/3	15.7 MB	Neural ?	Non-Record	—
ALIVE	159	#315	@jfprincz	1.1248	2/3	15.6 MB	Neural ?	Record	—
ALIVE	160	#64	@yesbhautik	1.1250	3/3	16.0 MB	TTT ?	Record	—
ALIVE	161	#478	@gowtham0992	1.1268	3/3	15.6 MB	Neural ?	Record	—
ALIVE	162	#1016	@ADIITJ	1.1269	3/3	16.0 MB	TTT ?	Non-Record	—
ALIVE	163	#564	@sadeghja1070	1.1270	3/3	15.5 MB	Neural ✓	Record	—
ALIVE	164	#287	@jfprincz	1.1271	2/3	15.5 MB	Neural ?	Record	—
ALIVE	165	#406	@dentity007	1.1287	3/3	15.7 MB	TTT ?	Non-Record	—
ALIVE	166	#400	@chanwoo-park-official	1.1296	3/3	15.6 MB	Neural ?	Non-Record	—
ALIVE	167	#455	@kasimte	1.1299	3/3	16.0 MB	TTT ?	Record	—
ALIVE	168	#572	@ritikmahy5	1.1300	3/3	16.0 MB	TTT ?	Record	—
ALIVE	169	#265	@unnir	1.1307	3/3	15.9 MB	Neural ?	Record	—
ALIVE	170	#493	@parinzee	1.1309	3/3	15.8 MB	Neural ?	Record	—
ALIVE	171	#1127	@dentity007	1.1311	3/3	16.0 MB	TTT ✓	Record	—
ALIVE	172	#1453	@iverbovoy	1.1324	3/3	15.4 MB	Neural ✓	Non-Record	—
ALIVE	173	#223	@0xjaishy	1.1326	3/3	15.7 MB	TTT ?	Record	—
ALIVE	174	#1166	@Christopher-Lee-McClendon	1.1335	3/3	15.1 MB	Neural ✓	Non-Record	—
ALIVE	175	#861	@JoeProAI	1.1339	3/3	16.3 MB	TTT ?	Non-Record	—
ALIVE	176	#857	@aruniyer	1.1360	3/3	15.9 MB	Neural ?	Non-Record	—
ALIVE	177	#586	@EaCognitive	1.1365	3/3	15.6 MB	Neural ?	Record	—
ALIVE	178	#1579	@Tonyy1977	1.1372	3/3	15.0 MB	Neural ✓	Record	—
ALIVE	179	#958	@shouryamaanjain	1.1382	3/3	15.5 MB	TTT ✓	Record	—
ALIVE	180	#979	@0xadvait	1.1387	3/3	15.5 MB	Neural ?	Record	—
ALIVE	181	#537	@Christopher-Lee-McClendon	1.1387	3/3	15.4 MB	TTT ✓	Non-Record	—
ALIVE	182	#349	@Mapika	1.1399	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	183	#236	@saml212	1.1400	3/3	15.7 MB	Neural ?	Record	—
ALIVE	184	#989	@alexanderaperry-arch	1.1402	3/3	15.8 MB	Neural ✓	Record	—
ALIVE	185	#274	@haikosys	1.1403	3/3	16.0 MB	Neural ?	Record	—
ALIVE	186	#1630	@KevinChunye	1.1412	3/3	13.5 MB	Neural ✓	Record	—
ALIVE	187	#1202	@VirajDeshwal	1.1412	3/3	16.0 MB	TTT ✓	Record	—
ALIVE	188	#602	@ReNothingg	1.1422	3/3	15.8 MB	Neural ?	Non-Record	—
ALIVE	189	#467	@ADIITJ	1.1428	3/3	16.0 MB	TTT ?	Record	—
ALIVE	190	#180	@thwu1	1.1428	?	15.5 MB	Neural ?	Record	—
ALIVE	191	#76	@unixmadtoonslab	1.1433	3/3	1.0 MB	Neural ?	Record	—
ALIVE	192	#348	@EthanYangTW	1.1444	3/3	15.9 MB	TTT ✓	Record	—
ALIVE	193	#306	@xuafeng	1.1448	3/3	16.0 MB	Neural ?	Non-Record	—
ALIVE	194	#884	@BhatiaUday	1.1448	3/3	15.6 MB	Neural ✓	Non-Record	—
ALIVE	195	#264	@stukenov	1.1455	3/3	15.9 MB	TTT ?	Record	—
ALIVE	196	#665	@harborglowvintage-oss	1.1464	3/3	15.7 MB	Neural ✓	Record	—
ALIVE	197	#451	@harborglowvintage-oss	1.1464	3/3	15.7 MB	Neural ?	Record	—
ALIVE	198	#1573	@shivangbaveja	1.1464	3/3	15.9 MB	Neural ✓	Record	—
ALIVE	199	#1456	@sisegod	1.1465	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	200	#421	@vytautas-bunevicius	1.1466	3/3	14.7 MB	TTT ?	Non-Record	—
ALIVE	201	#996	@Idan3011	1.1470	3/3	14.9 MB	Neural ✓	Record	—
ALIVE	202	#637	@bryjudy	1.1477	3/3	16.0 MB	Neural ?	Non-Record	—
ALIVE	203	#295	@gowtham0992	1.1477	3/3	15.9 MB	Neural ?	Record	—
ALIVE	204	#162	@raahilshah	1.1483	1/3	15.9 MB	Neural ✓	Record	—
ALIVE	205	#331	@Rhodrium	1.1487	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	206	#385	@dentity007	1.1488	3/3	15.2 MB	Neural ?	Non-Record	—
ALIVE	207	#1142	@ymrohit	1.1493	3/3	15.9 MB	Neural ✓	Record	—
ALIVE	208	#206	@dexhunter	1.1507	3/3	16.0 MB	Neural ?	Record	—
ALIVE	209	#465	@LoquiAuris	1.1508	3/3	15.7 MB	Neural ?	Record	—
ALIVE	210	#1029	@fielding	1.1529	3/3	15.6 MB	Neural ?	Non-Record	—
ALIVE	211	#1666	@mrbese	1.1531	3/3	12.7 MB	Neural ✓	Record	—
ALIVE	212	#173	@tamoghnokandar	1.1532	3/3	16.0 MB	Neural ?	Record	—
ALIVE	213	#219	@alertcat	1.1541	3/3	1.8 MB	Neural ?	Non-Record	—
ALIVE	214	#215	@JayCheng113	1.1548	3/3	16.0 MB	Neural ?	Non-Record	—
ALIVE	215	#201	@machdragon	1.1551	3/3	12.7 MB	Neural ?	Record	—
ALIVE	216	#252	@greqone	1.1554	3/3	16.0 MB	Neural ?	Non-Record	—
ALIVE	217	#65	@aquariouseworkman	1.1556	3/3	15.9 MB	Neural ?	Record	—
ALIVE	218	#333	@mahsumaktas	1.1565	3/3	15.9 MB	Neural ✓	Record	—
ALIVE	219	#640	@CiprianFlorin-Ifrim	1.1570	3/3	16.0 MB	Neural ?	Record	—
ALIVE	220	#122	@mtybadger	1.1600	3/3	15.3 MB	Neural ?	Record	—
ALIVE	221	#156	@dexhunter	1.1602	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	222	#1381	@X-Abhishek-X	1.1604	3/3	15.2 MB	Neural ✓	Non-Record	—
ALIVE	223	#88	@seanward	1.1605	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	224	#286	@chris-buckley	1.1628	3/3	15.5 MB	Neural ?	Record	—
ALIVE	225	#123	@saikrishnarallabandi	1.1642	3/3	15.8 MB	Neural ?	Record	—
ALIVE	226	#363	@evangelinehelsinki	1.1648	3/3	15.3 MB	Neural ?	Non-Record	—
ALIVE	227	#312	@chanwoo-park-official	1.1668	3/3	13.2 MB	Neural ?	Non-Record	—
ALIVE	228	#927	@Tonyy1977	1.1696	3/3	15.8 MB	TTT ?	Record	—
ALIVE	229	#1783	@ismailntl	1.1716	3/3	16.0 MB	GPTQ ✓	Record	—
ALIVE	230	#60	@notapplica	1.1748	2/3	14.7 MB	Neural ?	Record	—
ALIVE	231	#671	@keshav55	1.1807	3/3	14.5 MB	Neural ✓	Record	—
ALIVE	232	#515	@keshav55	1.1807	3/3	14.6 MB	Neural ✓	Record	—
ALIVE	233	#63	@yahya010	1.1821	2/3	16.0 MB	Neural ?	Record	—
ALIVE	234	#1047	@newjordan	1.1823	3/3	10.0 MB	Neural ?	Record	—
ALIVE	235	#660	@HugoOchoaLP	1.1826	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	236	#914	@mkenney2	1.1873	3/3	14.3 MB	Neural ?	Non-Record	—
ALIVE	237	#896	@MVPandey	1.1900	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	238	#1221	@amabito	1.1915	3/3	15.0 MB	Neural ✓	Non-Record	—
ALIVE	239	#50	@mattqlf	1.1925	?	15.9 MB	Neural ?	Record	—
ALIVE	240	#1509	@Lumi-node	1.1962	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	241	#169	@beee003	1.1973	3/3	15.9 MB	Neural ✓	Record	—
ALIVE	242	#52	@spokane-way	1.2014	1/3	?	Neural ?	Record	—
ALIVE	243	#426	@aniketio-ctrl	1.2026	3/3	16.0 MB	Neural ?	Record	—
ALIVE	244	#316	@SkywardSyntax	1.2035	3/3	1.0 MB	Neural ?	Non-Record	—
ALIVE	245	#49	@spokane-way	1.2064	3/3	?	Neural ?	Record	—
ALIVE	246	#1799	@jamesEmerson112	1.2073	3/3	15.3 MB	TTT ✓	Record	—
ALIVE	247	#1206	@oneKn8	1.2074	3/3	9.3 MB	Neural ✓	Non-Record	—
ALIVE	248	#141	@nglain	1.2075	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	249	#1427	@kjahan	1.2092	3/3	14.4 MB	GPTQ ✓	Record	—
ALIVE	250	#39	@nanlliu	1.2147	3/3	15.9 MB	Neural ✓	Record	—
ALIVE	251	#705	@seanward	1.2151	3/3	15.5 MB	Neural ?	Record	—
ALIVE	252	#61	@saml212	1.2154	?	15.9 MB	Neural ?	Record	—
ALIVE	253	#1617	@adityasasidhar	1.2192	3/3	15.9 MB	Neural ✓	Non-Record	—
ALIVE	254	#1057	@Programmerryoki	1.2201	3/3	15.0 MB	TTT ?	Record	—
ALIVE	255	#319	@Arth-Singh	1.2716	3/3	16.0 MB	Neural ?	Non-Record	—
ALIVE	256	#904	@anthony-maio	1.2734	3/3	15.8 MB	TTT ✓	Non-Record	—
ALIVE	257	#1463	@tsubasagit	1.2774	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	258	#1682	@PapaFranku4647	1.2818	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	259	#1549	@dljr-github	1.3220	3/3	13.5 MB	Neural ✓	Non-Record	—
ALIVE	260	#73	@NishantDahal	1.3281	?	16.0 MB	Neural ?	Non-Record	—
ALIVE	261	#1582	@He-Wenhao	1.3428	3/3	14.7 MB	Neural ✓	Non-Record	—
ALIVE	262	#678	@SPThole	1.3525	3/3	15.6 MB	Neural ?	Non-Record	—
ALIVE	263	#737	@SPThole	1.3557	3/3	15.2 MB	Neural ?	Non-Record	—
ALIVE	264	#1665	@mrbese	1.3571	3/3	7.6 MB	Neural ✓	Non-Record	—
ALIVE	265	#1053	@ikermoel	1.3600	3/3	12.9 MB	Neural ?	Record	—
ALIVE	266	#941	@aptsalt	1.3620	3/3	16.0 MB	Neural ✓	Record	—
ALIVE	267	#1784	@renqianluo	1.4000	3/3	15.9 MB	TTT GPTQ ✓	Record	—
ALIVE	268	#1425	@dentity007	1.4479	3/3	0.9 MB	GPTQ ✓	Non-Record	—
ALIVE	269	#669	@amabito	1.4942	3/3	16.0 MB	Neural ?	Non-Record	—
ALIVE	270	#1239	@tmancino	1.5918	3/3	12.2 MB	Neural ✓	Non-Record	—
ALIVE	271	#1499	@dippatel1994	1.6323	3/3	14.1 MB	TTT GPTQ ✓	Record	—
ALIVE	272	#1486	@AlirezaAlampour	1.6656	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	273	#1152	@ericdatum	1.7942	3/3	2.0 MB	Neural ?	Non-Record	—
ALIVE	274	#1300	@Ribin545	1.8166	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	275	#1513	@ikermoel	1.8658	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	276	#645	@FlynnCruse	1.8990	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	277	#874	@fielding	1.9300	3/3	2.4 MB	GPTQ ✓	Non-Record	—
ALIVE	278	#1778	@simon-marcus	2.0027	3/3	16.0 MB	Neural ✓	Non-Record	—
ALIVE	279	#77	@samacqua	2.0731	?	?	TTT ?	Record	—
ALIVE	280	#905	@anthony-maio	2.1727	3/3	13.7 MB	Neural ?	Non-Record	—
ALIVE	281	#1010	@AnubhavBharadwaaj	2.9389	3/3	0.1 MB	Neural ?	Non-Record	—
ALIVE	282	#1749	@gracebml	4.1097	3/3	13.9 MB	TTT GPTQ ✓	Non-Record	—
ALIVE	283	#1511	@cocohearts	?	?	16.0 MB	Neural ?	Record	—
ALIVE	284	#1148	@aamodbhatt	?	3/3	15.9 MB	Neural ✓	Record	—
ALIVE	285	#616	@valerio-oai	?	?	?	Neural ?	Record	—
ALIVE	286	#561	@cocohearts	?	3/3	?	Neural ?	Record	—
ALIVE	287	#350	@sha-huang	?	?	?	Neural ?	Record	—
ALIVE	288	#269	@yuzhougu-oai	?	?	?	Neural ?	Record	—
ALIVE	289	#255	@valerio-oai	?	?	?	Neural ?	Record	—
ALIVE	290	#124	@mattqlf	?	?	?	Neural ?	Record	—
ALIVE	291	#105	@0hq	?	?	?	Neural ?	Record	—
ALIVE	292	#100	@sandsevenone	?	?	?	Neural ?	Record	—
ALIVE	293	#86	@aruniyer	?	3/3	?	Neural ✓	Record	—
ALIVE	294	#35	@0hq	?	?	?	Neural ?	Record	—
ALIVE	295	#32	@yhn112	?	?	?	Neural ?	Record	—
ALIVE	296	#18	@berniwal	?	?	?	Neural ?	Record	—
ALIVE	297	#9	@oof-baroomf	?	?	?	Neural ?	Record	—
ALIVE	298	#1	@TNELLI-OAI	?	?	?	Neural ?	Record	—
AT-RISK	299	#1437	@dexhunter	0.0004	3/3	16.0 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	300	#2049	@ishangodawatta	0.0004	3/3	0.0 MB	TTT GPTQ ✓	Non-Record	TTT + GPTQ + EMA
AT-RISK	301	#399	@abaybektursun	0.0006	3/3	15.8 MB	Neural ?	Record	TTT + Muon + INT6 + EMA
AT-RISK	302	#1736	@dexhunter	0.0007	3/3	16.0 MB	TTT GPTQ ✓	Record	TTT + LoRA
AT-RISK	303	#2164	@vimeto	0.0013	?	16.0 MB	TTT GPTQ ✓	Record	N-gram cache (03-27)
AT-RISK	304	#1433	@mtybadger	0.0020	3/3	2.0 MB	Neural ✓	Non-Record	TTT + GPTQ + INT6 + INT8
AT-RISK	305	#1410	@izlley	0.0020	3/3	16.0 MB	TTT ✓	Record	TTT + Muon + GPTQ
AT-RISK	306	#1302	@vlivashkin	0.0028	3/3	16.0 MB	GPTQ ✓	Record	N-gram cache (03-27)
AT-RISK	307	#1170	@Christopher-Lee-McClendon	0.0032	3/3	15.7 MB	Neural ✓	Non-Record	TTT + Muon + INT6 + EMA + N-gram
AT-RISK	308	#1312	@adi-suresh01	0.0034	3/3	15.9 MB	Neural ✓	Non-Record	INT6 + INT8 + N-gram
AT-RISK	309	#1247	@fahmitech	0.0052	3/3	16.0 MB	Neural ✓	Record	GPTQ + INT6 + EMA
AT-RISK	310	#1714	@Anakintano	0.0060	3/3	16.0 MB	Neural ✓	Record	TTT + Muon + LoRA + GPTQ + INT6 + INT8 + EMA
AT-RISK	311	#1642	@himanshudongre	0.0072	?	?	Cache ?	Non-Record	N-gram cache (03-27)
AT-RISK	312	#1147	@Robby955	0.0090	2/3	?	Neural ✓	Non-Record	N-gram cache (03-27)
AT-RISK	313	#1807	@davie2009kh	0.0106	3/3	0.1 MB	GPTQ ✓	Record	TTT + Muon + GPTQ + INT6 + EMA + N-gram
AT-RISK	314	#1465	@sisegod	0.0110	3/3	15.9 MB	Neural ✓	Non-Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
AT-RISK	315	#911	@Akhilesh-Gogikar	0.0130	3/3	12.0 MB	Neural ?	Record	TTT + Muon + N-gram
AT-RISK	316	#1435	@AbhayAnandUCSD	0.0167	3/3	14.6 MB	GPTQ ✓	Record	GPTQ + INT6 + EMA
AT-RISK	317	#1114	@minh-stakc	0.0235	?	6.5 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	318	#375	@charmquark1984	0.0280	3/3	2.0 MB	Neural ?	Non-Record	TTT + EMA
AT-RISK	319	#924	@THUQiXuan	0.0280	3/3	12.8 MB	TTT Cache ?	Record	N-gram cache (03-27)
AT-RISK	320	#883	@THUQiXuan	0.0308	3/3	3.5 MB	TTT ✓	Record	N-gram cache (03-27)
AT-RISK	321	#780	@sargonxg	0.0400	?	?	Neural ✓	Non-Record	N-gram cache (03-27)
AT-RISK	322	#1186	@andrewbaggio1	0.0450	?	16.0 MB	Neural ✓	Non-Record	N-gram cache (03-27)
AT-RISK	323	#1498	@owizdom	0.0460	3/3	16.0 MB	GPTQ ✓	Non-Record	TTT + Muon + GPTQ + INT6 + EMA + N-gram
AT-RISK	324	#910	@Meirzhan05	0.0690	3/3	3.0 MB	Neural ?	Non-Record	TTT + Muon + GPTQ + INT6 + EMA
AT-RISK	325	#933	@haikosys	0.0804	3/3	7.5 MB	Cache ?	Record	TTT + Muon + EMA + N-gram + Two-pass
AT-RISK	326	#986	@sofiabod	0.0830	3/3	16.0 MB	Cache ✓	Record	N-gram cache (03-27)
AT-RISK	327	#961	@callithyia	0.0881	3/3	16.0 MB	Cache ?	Record	N-gram cache (03-27)
AT-RISK	328	#1095	@vimeto	0.0905	2/3	15.1 MB	Cache ✓	Record	N-gram cache (03-27)
AT-RISK	329	#922	@greqone	0.0972	3/3	15.9 MB	Cache ?	Record	N-gram cache (03-27)
AT-RISK	330	#1030	@sofiabod	0.1130	3/3	5.8 MB	Cache ?	Record	N-gram cache (03-27)
AT-RISK	331	#968	@dentity007	0.1154	3/3	15.1 MB	Cache ?	Record	N-gram cache (03-27)
AT-RISK	332	#948	@dentity007	0.1156	3/3	15.1 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	333	#918	@haikosys	0.1653	3/3	15.3 MB	Cache ?	Record	N-gram cache (03-27)
AT-RISK	334	#1699	@lsb	0.1810	3/3	15.8 MB	Neural ?	Non-Record	Muon + EMA
AT-RISK	335	#1048	@mrdavtan	0.2056	?	14.3 MB	Neural ?	Non-Record	GPTQ + INT6 + EMA
AT-RISK	336	#1111	@MichaelMcCulloch	0.2532	3/3	11.4 MB	TTT ✓	Record	N-gram cache (03-27)
AT-RISK	337	#865	@aryanbhosale	0.2841	3/3	16.0 MB	Cache ?	Record	N-gram cache (03-27)
AT-RISK	338	#864	@aryanbhosale	0.2841	3/3	16.0 MB	Cache ?	Record	N-gram cache (03-27)
AT-RISK	339	#840	@quietsmile	0.2873	3/3	16.0 MB	Cache ?	Record	N-gram cache (03-27)
AT-RISK	340	#1454	@bsisduck	0.3509	?	14.9 MB	Cache GPTQ ✓	Non-Record	N-gram cache (03-27)
AT-RISK	341	#1159	@JDAppleseed	0.3693	?	10.2 MB	Neural ✓	Non-Record	TTT + INT6 + EMA
AT-RISK	342	#1094	@michaelwinczuk	0.3958	3/3	15.9 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	343	#1033	@Naazimsnh02	0.4311	3/3	16.0 MB	TTT Cache ?	Record	N-gram cache (03-27)
AT-RISK	344	#803	@pentxayc	0.4416	3/3	15.9 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	345	#890	@sofiabod	0.4429	3/3	14.9 MB	Cache ✓	Record	TTT + Muon + GPTQ + INT6 + EMA + N-gram
AT-RISK	346	#825	@hypery11	0.5440	3/3	16.0 MB	TTT ✓	Record	TTT + Muon + INT6 + EMA + N-gram
AT-RISK	347	#798	@travispchen	0.5466	3/3	16.0 MB	TTT ✓	Record	N-gram cache (03-27)
AT-RISK	348	#808	@Naazimsnh02	0.6360	2/3	15.9 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	349	#813	@hypery11	0.6671	3/3	16.0 MB	TTT ✓	Record	N-gram cache (03-27)
AT-RISK	350	#770	@minh-stakc	0.6672	3/3	15.0 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	351	#871	@greqone	0.8004	3/3	15.2 MB	Neural ✓	Non-Record	N-gram cache (03-27)
AT-RISK	352	#786	@shinegami-2002	0.8128	1/3	15.9 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	353	#797	@armantsaturian	0.8960	3/3	15.9 MB	Cache ✓	Record	N-gram cache (03-27)
AT-RISK	354	#940	@antaloaalonso	0.9581	3/3	15.7 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	355	#761	@Asukabot0	0.9581	3/3	15.7 MB	TTT Cache ?	Record	N-gram cache (03-27)
AT-RISK	356	#753	@newjordan	0.9625	3/3	15.6 MB	TTT GPTQ ✓	Record	N-gram cache (03-27)
AT-RISK	357	#915	@anthony-maio	0.9642	?	?	Cache ?	Non-Record	N-gram cache (03-27)
AT-RISK	358	#889	@anthony-maio	0.9642	3/3	16.0 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	359	#778	@raahilshah	0.9757	3/3	16.0 MB	GPTQ ✓	Record	N-gram cache (03-27)
AT-RISK	360	#763	@hypery11	0.9917	3/3	14.0 MB	TTT ✓	Record	TTT + GPTQ + INT6 + EMA + N-gram
AT-RISK	361	#885	@lolrazh	0.9958	3/3	14.0 MB	Cache ✓	Record	N-gram cache (03-27)
AT-RISK	362	#702	@lukacf	1.0244	3/3	15.8 MB	Cache ?	Record	N-gram cache (03-27)
AT-RISK	363	#715	@Asukabot0	1.0337	3/3	16.0 MB	Cache ?	Record	N-gram cache (03-27)
AT-RISK	364	#1557	@ndokutovich	1.0773	3/3	16.0 MB	TTT GPTQ ✓	Record	N-gram cache (03-27)
AT-RISK	365	#1718	@himanshudongre	1.0788	3/3	16.0 MB	Neural ?	Non-Record	N-gram cache (03-27)
AT-RISK	366	#1514	@dexhunter	1.0798	3/3	16.0 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	367	#1420	@abaybektursun	1.0831	3/3	0.0 MB	GPTQ ✓	Record	N-gram cache (03-27)
AT-RISK	368	#1232	@Christopher-Lee-McClendon	1.0929	?	14.5 MB	Neural ✓	Non-Record	N-gram cache (03-27)
AT-RISK	369	#1440	@Mertyandimata	1.1026	3/3	15.9 MB	GPTQ ✓	Record	N-gram cache (03-27)
AT-RISK	370	#1089	@mikeapedia	1.1091	3/3	15.3 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	371	#1145	@AnirudhRahul	1.1109	3/3	?	GPTQ ✓	Record	N-gram cache (03-27)
AT-RISK	372	#1126	@AnirudhRahul	1.1123	3/3	16.0 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	373	#318	@sseanliu	1.1284	?	?	Cache ?	Record	TTT + EMA
AT-RISK	374	#1741	@amrayach	1.1290	3/3	16.0 MB	TTT GPTQ ✓	Non-Record	N-gram cache (03-27)
AT-RISK	375	#1205	@SergheiBrinza	1.1431	3/3	16.4 MB	Neural ✓	Non-Record	N-gram cache (03-27)
AT-RISK	376	#831	@sseanliu	1.1581	?	16.0 MB	Neural ?	Record	Muon + SSM + INT6
AT-RISK	377	#978	@AnirudhRahul	1.1686	?	?	Neural ?	Record	N-gram cache (03-27)
AT-RISK	378	#69	@TevBenji	1.1708	?	14.6 MB	Neural ?	Record	Muon + INT6
AT-RISK	379	#182	@mihir-s-05	1.1844	?	14.5 MB	TTT ?	Non-Record	TTT + Muon + LoRA + INT6
AT-RISK	380	#858	@nickferrantelive	1.2135	3/3	15.5 MB	Neural ?	Record	N-gram cache (03-27)
AT-RISK	381	#1608	@User123331	1.2219	?	?	TTT ✓	Non-Record	N-gram cache (03-27)
AT-RISK	382	#886	@abaybektursun	1.2711	?	48.0 MB	Neural ?	Non-Record	N-gram cache (03-27)
AT-RISK	383	#794	@jeremyschied	1.3346	?	?	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	384	#827	@Programmerryoki	1.3999	3/3	13.5 MB	Neural ?	Record	N-gram cache (03-27)
AT-RISK	385	#108	@kellyvv	1.4370	?	2.9 MB	Neural ✓	Non-Record	N-gram cache (03-27)
AT-RISK	386	#559	@Parswanadh	1.5348	?	12.4 MB	Neural ?	Non-Record	Muon
AT-RISK	387	#1014	@haimianbaobao007	2.8700	?	?	TTT Cache ?	Record	N-gram cache (03-27)
AT-RISK	388	#2149	@YaseenHQ	?	?	16.0 MB	TTT GPTQ ✓	Non-Record	N-gram cache (03-27)
AT-RISK	389	#1609	@Akhilesh-Gogikar	?	?	16.0 MB	TTT Cache ✓	Record	N-gram cache (03-27)
AT-RISK	390	#1534	@someone114514	?	?	16.0 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	391	#1510	@OE-GOD	?	?	1.6 MB	Neural ?	Non-Record	N-gram cache (03-27)
AT-RISK	392	#1272	@andrewbaggio1	?	?	?	Neural ?	Non-Record	N-gram cache (03-27)
AT-RISK	393	#1223	@LucasErcolano	?	?	16.0 MB	Neural ?	Non-Record	Compliance violation
AT-RISK	394	#1056	@sofiabod	?	3/3	1.4 MB	Cache ?	Record	N-gram cache (03-27)
AT-RISK	395	#860	@pappanick	?	3/3	?	Cache ?	Record	N-gram cache (03-27)
AT-RISK	396	#830	@zlxi02	?	?	13.5 MB	Cache ?	Non-Record	N-gram cache (03-27)
AT-RISK	397	#767	@RichiiiTV	?	?	7.8 MB	GPTQ ✓	Non-Record	INT6 + N-gram
AT-RISK	398	#621	@tigertonez	?	?	16.0 MB	Neural ✓	Record	N-gram cache (03-27)
AT-RISK	399	#392	@pinnerwt	?	?	?	Neural ?	Record	N-gram cache (03-27)
AT-RISK	400	#387	@shouryamaanjain	?	?	?	Cache ?	Record	TTT
AT-RISK	401	#241	@kellyvv	?	?	?	Neural ?	Non-Record	Two-pass (03-27)
INCOMPLETE	402	#1650	@Jaredcastorena	0.0001	?	14.8 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	403	#1214	@gersh	0.0001	?	16.0 MB	GPTQ ✓	Non-Record	INT6
INCOMPLETE	404	#666	@chrislovescoding	0.0003	?	15.9 MB	Neural ✓	Non-Record	Muon + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	405	#1756	@romeerp	0.0004	3/3	?	TTT GPTQ ✓	Record	TTT + LoRA
INCOMPLETE	406	#587	@newjordan	0.0006	3/3	15.6 MB	Neural ?	Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	407	#1679	@ChideraIbe123	0.0008	?	16.0 MB	Neural ✓	Non-Record	TTT + N-gram
INCOMPLETE	408	#1759	@yijieyuan	0.0008	?	16.0 MB	Neural ✓	Non-Record	LoRA + GPTQ + INT8
INCOMPLETE	409	#960	@ADIITJ	0.0009	?	18.8 MB	TTT ?	Record	TTT + Muon + GPTQ + INT6 + EMA
2 SEEDS	410	#772	@abaybektursun	0.0010	2/3	?	Neural ?	Non-Record	N-gram
INCOMPLETE	411	#1431	@Idan3011	0.0012	?	16.0 MB	TTT GPTQ ✓	Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	412	#1061	@rolandnsharp	0.0020	?	11.2 MB	Neural ✓	Record	TTT + Muon + INT8 + EMA
INCOMPLETE	413	#1002	@SoHarshh	0.0020	?	15.9 MB	Neural ✓	Record	INT6 + EMA
INCOMPLETE	414	#983	@WHITELOTUS0	0.0020	?	16.0 MB	Neural ✓	Non-Record	Muon + INT6 + EMA
INCOMPLETE	415	#277	@mohosy	0.0020	?	16.0 MB	TTT ?	Non-Record	TTT + Muon + INT6
INCOMPLETE	416	#1775	@dentity007	0.0028	3/3	?	TTT GPTQ ✓	Record	TTT + LoRA + N-gram
INCOMPLETE	417	#480	@imyesung	0.0028	?	16.0 MB	Neural ?	Non-Record	MoE + INT6
2 SEEDS	418	#1371	@aarjunsrinivasan	0.0030	2/3	16.0 MB	Neural ✓	Non-Record	Muon + INT8
INCOMPLETE	419	#183	@anantdgoel	0.0030	?	15.1 MB	TTT Cache ?	Non-Record	TTT + LoRA + INT8
INCOMPLETE	420	#1031	@michaelwinczuk	0.0037	?	16.0 MB	TTT ?	Record	TTT + Muon
INCOMPLETE	421	#341	@tobiascanavesi	0.0040	?	14.2 MB	Neural ✓	Record	Muon + INT8
INCOMPLETE	422	#894	@albertorkive	0.0046	?	16.0 MB	Neural ✓	Non-Record	Muon + EMA
INCOMPLETE	423	#1021	@abaybektursun	0.0050	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	424	#1726	@krishs0404	0.0060	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	425	#1032	@wfproc	0.0070	?	?	Neural ?	Non-Record	Muon + INT6 + EMA
INCOMPLETE	426	#975	@Abhishek8108	0.0080	?	15.9 MB	Neural ?	Non-Record	INT6 + EMA
INCOMPLETE	427	#1385	@korentomas	0.0090	?	12.3 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	428	#1664	@zoharb157	0.0120	3/3	16.0 MB	GPTQ ✓	Record	GPTQ + INT6
INCOMPLETE	429	#1646	@sergeevii123	0.0120	?	16.0 MB	GPTQ ✓	Non-Record	TTT + GPTQ + INT6
INCOMPLETE	430	#494	@george11642	0.0120	3/3	?	TTT ?	Non-Record	TTT + GPTQ + INT6
INCOMPLETE	431	#1360	@JulianTang2027	0.0140	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	432	#283	@Cwarren15-A	0.0150	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	433	#490	@amaljithkuttamath	0.0170	?	?	TTT ?	Record	TTT + GPTQ
INCOMPLETE	434	#1519	@elliottdehn	0.0194	3/3	?	Neural ✓	Record	GPTQ + EMA
INCOMPLETE	435	#1502	@SPThole	0.0230	?	16.0 MB	TTT GPTQ ✓	Non-Record	TTT + Muon + SwiGLU + LoRA + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	436	#1602	@SPThole	0.0230	3/3	16.0 MB	Neural ?	Non-Record	TTT + Muon + LoRA + GPTQ + INT6 + INT8 + EMA + N-gram
INCOMPLETE	437	#1565	@Idan3011	0.0230	?	15.7 MB	TTT GPTQ ✓	Record	TTT + Muon + GPTQ + INT8 + EMA
INCOMPLETE	438	#1601	@SPThole	0.0234	?	15.9 MB	TTT GPTQ ✓	Non-Record	TTT + INT6 + EMA
INCOMPLETE	439	#1501	@SPThole	0.0234	?	16.0 MB	TTT GPTQ ✓	Non-Record	TTT + Muon + SwiGLU + GPTQ + INT6 + INT8 + EMA + N-gram
INCOMPLETE	440	#459	@mer2234	0.0280	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	441	#1341	@himanshudongre	0.0300	?	16.0 MB	TTT ?	Non-Record	TTT + LoRA + GPTQ + INT6
INCOMPLETE	442	#92	@saikrishnarallabandi	0.0310	?	14.7 MB	Neural ✓	Record	INT6 + INT8
2 SEEDS	443	#990	@newjordan	0.0330	2/3	16.6 MB	GPTQ ✓	Record	INT6 + INT8 + EMA + N-gram
INCOMPLETE	444	#103	@MatthewHRockwell	0.0350	?	14.9 MB	Neural ✓	Non-Record	LoRA + INT6
INCOMPLETE	445	#822	@henrycashe26	0.0470	?	15.8 MB	Neural ✓	Record	Muon + LoRA + INT6
INCOMPLETE	446	#895	@iverbovoy	0.0600	?	15.8 MB	TTT ✓	Non-Record	Compliance violation
2 SEEDS	447	#1380	@ranausmanai	0.0700	2/3	?	Neural ✓	Non-Record	EMA
INCOMPLETE	448	#919	@TheDryhtscipe	0.0750	?	?	Neural ?	Non-Record	Compliance violation
2 SEEDS	449	#693	@EthanYangTW	0.0770	2/3	16.0 MB	Neural ?	Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	450	#1222	@abaybektursun	0.0790	?	16.0 MB	TTT ?	Non-Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	451	#1246	@deborahnelson8788726	0.2251	3/3	?	TTT GPTQ ✓	Record	N-gram
INCOMPLETE	452	#1461	@viasky657	0.4118	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	453	#1368	@JKSNS	0.8503	?	13.3 MB	TTT ✓	Non-Record	Compliance violation
INCOMPLETE	454	#926	@NandhuRajRK	0.8705	?	15.8 MB	Neural ?	Record	LeakyReLU² + GPTQ + INT6 + EMA
2 SEEDS	455	#776	@agalimova	0.9258	2/3	16.0 MB	TTT GPTQ ✓	Record	TTT
INCOMPLETE	456	#1240	@andrewbaggio1	0.9300	?	?	TTT GPTQ ✓	Non-Record	Compliance violation
2 SEEDS	457	#774	@travispchen	0.9370	2/3	15.9 MB	TTT GPTQ ✓	Record	N-gram
INCOMPLETE	458	#1241	@aiejvn	0.9901	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	459	#875	@shalyhinpavel	1.0226	?	16.0 MB	Neural ✓	Record	TTT + INT8
INCOMPLETE	460	#168	@spokane-way	1.0238	?	8.8 MB	Neural ✓	Record	INT8
INCOMPLETE	461	#1791	@genji0306	1.0339	3/3	?	Neural ✓	Record	TTT + Muon + INT6 + EMA + N-gram
INCOMPLETE	462	#1578	@mikeapedia	1.0668	3/3	?	Neural ✓	Record	TTT + Muon + GPTQ + EMA
2 SEEDS	463	#1667	@MarioPaerle	1.0714	2/3	16.0 MB	TTT GPTQ ✓	Record	TTT + GPTQ + INT6 + EMA
2 SEEDS	464	#1792	@renqianluo	1.0719	2/3	16.0 MB	TTT GPTQ ✓	Record	TTT + LoRA + INT8
0 SEEDS	465	#1530	@samacqua	1.0734	0/3	16.0 MB	TTT GPTQ ✓	Record	TTT + LoRA
2 SEEDS	466	#1767	@renqianluo	1.0742	2/3	15.9 MB	TTT GPTQ ✓	Record	TTT + LoRA + GPTQ
2 SEEDS	467	#1765	@renqianluo	1.0742	2/3	16.0 MB	TTT GPTQ ✓	Record	TTT + LoRA + GPTQ
INCOMPLETE	468	#1546	@SPThole	1.0744	?	16.0 MB	Neural ✓	Non-Record	TTT + GPTQ + EMA
INCOMPLETE	469	#1572	@anthony-maio	1.0797	3/3	0.0 MB	Neural ✓	Record	TTT + GPTQ + INT6 + INT8 + EMA + N-gram
INCOMPLETE	470	#1521	@aryanbhosale	1.0802	3/3	?	Neural ✓	Record	TTT + Muon + GPTQ + EMA + N-gram
INCOMPLETE	471	#1516	@dexhunter	1.0805	?	16.0 MB	GPTQ ✓	Non-Record	Muon
2 SEEDS	472	#1796	@simon-marcus	1.0806	2/3	?	Cache ✓	Record	TTT
INCOMPLETE	473	#1716	@himanshudongre	1.0810	?	16.0 MB	Neural ✓	Record	TTT + GPTQ + INT6 + INT8 + EMA + N-gram
INCOMPLETE	474	#1552	@Tanush1912	1.0810	?	16.0 MB	TTT GPTQ ✓	Record	TTT + LoRA
INCOMPLETE	475	#1725	@teslaeco	1.0813	3/3	?	Neural ✓	Record	TTT
INCOMPLETE	476	#1476	@aryan-cs	1.0842	?	16.0 MB	Neural ✓	Record	TTT + INT6 + EMA
INCOMPLETE	477	#1663	@pablinga19	1.0844	3/3	?	TTT GPTQ ✓	Record	INT6 + EMA
INCOMPLETE	478	#1730	@N10ELabs	1.0845	?	16.0 MB	Neural ✓	Non-Record	TTT + GPTQ
INCOMPLETE	479	#1515	@dexhunter	1.0872	?	15.9 MB	Neural ✓	Non-Record	GPTQ + INT6 + INT8
INCOMPLETE	480	#1786	@sachinnchaudhary	1.0918	3/3	16.0 MB	Neural ?	Non-Record	TTT
INCOMPLETE	481	#668	@Christopher-Lee-McClendon	1.0920	?	14.1 MB	TTT ✓	Non-Record	TTT + LoRA + GPTQ + INT6 + EMA
INCOMPLETE	482	#644	@Christopher-Lee-McClendon	1.0944	?	14.5 MB	TTT ✓	Non-Record	TTT + LoRA + GPTQ + INT6 + EMA
INCOMPLETE	483	#1774	@aruniyer	1.0981	3/3	16.0 MB	GPTQ ✓	Record	TTT + GPTQ
INCOMPLETE	484	#628	@Christopher-Lee-McClendon	1.0983	?	14.3 MB	TTT ?	Non-Record	TTT + LoRA + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	485	#1062	@yaowubarbara	1.1001	?	16.0 MB	Neural ✓	Non-Record	TTT + GPTQ + INT6 + EMA
1 SEED	486	#1467	@PhamPhuHoa-23	1.1056	1/3	15.7 MB	GPTQ ✓	Non-Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	487	#1254	@Elarwei001	1.1070	?	14.4 MB	Neural ✓	Record	TTT + LoRA + INT6
INCOMPLETE	488	#1495	@shram86	1.1077	?	18.6 MB	Neural ✓	Non-Record	Muon + INT6 + INT8 + EMA
INCOMPLETE	489	#612	@Christopher-Lee-McClendon	1.1079	?	14.8 MB	TTT ✓	Non-Record	TTT + GPTQ + INT6 + INT8
2 SEEDS	490	#1535	@newjordan	1.1083	2/3	15.8 MB	GPTQ ✓	Non-Record	TTT + GPTQ + INT6 + INT8 + EMA + N-gram
INCOMPLETE	491	#1219	@Gusanidas	1.1084	3/3	?	GPTQ ✓	Record	GPTQ + N-gram
INCOMPLETE	492	#1006	@NewyorkDev	1.1085	?	16.0 MB	TTT ?	Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	493	#1270	@VirajDeshwal	1.1088	?	15.8 MB	TTT ✓	Non-Record	TTT
INCOMPLETE	494	#1120	@newjordan	1.1099	3/3	15.6 MB	GPTQ ✓	Record	Muon + GPTQ + INT6
INCOMPLETE	495	#1625	@ChideraIbe123	1.1104	?	13.8 MB	Neural ✓	Non-Record	TTT + N-gram
INCOMPLETE	496	#1135	@barneywohl	1.1110	3/3	?	GPTQ ✓	Record	GPTQ
INCOMPLETE	497	#1655	@himanalot	1.1135	3/3	16.0 MB	TTT ?	Record	TTT + GPTQ + INT6
INCOMPLETE	498	#1694	@Rtx09x	1.1136	?	15.4 MB	GPTQ ✓	Non-Record	GPTQ + EMA
INCOMPLETE	499	#756	@abaybektursun	1.1142	?	?	TTT ?	Non-Record	TTT + GPTQ + INT6
INCOMPLETE	500	#1171	@EthanYangTW	1.1145	3/3	15.4 MB	TTT GPTQ ✓	Record	LeakyReLU² + TTT + Muon + GPTQ + INT6 + EMA + N-gram + Two-pass
INCOMPLETE	501	#1103	@abaybektursun	1.1147	?	?	Neural ?	Non-Record	GPTQ + INT6 + INT8 + N-gram
2 SEEDS	502	#1150	@sahiee-dev	1.1151	2/3	16.0 MB	Neural ✓	Record	TTT + Muon + GPTQ + INT6 + EMA + N-gram
INCOMPLETE	503	#841	@someone114514	1.1157	?	16.0 MB	TTT ?	Record	TTT + Muon
1 SEED	504	#1072	@vimeto	1.1170	1/3	15.9 MB	GPTQ ✓	Record	TTT + Muon + GPTQ + INT6 + EMA
INCOMPLETE	505	#670	@abaybektursun	1.1171	3/3	?	Neural ?	Non-Record	TTT + Muon + GPTQ + INT8
INCOMPLETE	506	#1422	@swapp1990	1.1172	?	15.4 MB	TTT GPTQ ✓	Non-Record	TTT + Muon + SwiGLU + LoRA + GPTQ + INT6 + INT8
INCOMPLETE	507	#1236	@ibarrajo	1.1179	?	15.2 MB	TTT GPTQ ✓	Non-Record	TTT + GPTQ
INCOMPLETE	508	#1181	@Tanush1912	1.1182	?	16.0 MB	TTT GPTQ ✓	Record	TTT + LoRA + INT6
INCOMPLETE	509	#1004	@ibarrajo	1.1182	?	15.5 MB	TTT ?	Non-Record	TTT + GPTQ + EMA
INCOMPLETE	510	#752	@Naazimsnh02	1.1182	?	15.9 MB	Neural ✓	Record	TTT + Muon + GPTQ + INT6 + EMA
INCOMPLETE	511	#965	@Adam-Jacuch	1.1184	?	16.0 MB	Neural ?	Record	Compliance violation
INCOMPLETE	512	#1001	@ibarrajo	1.1188	?	16.3 MB	TTT GPTQ ✓	Non-Record	TTT + GPTQ + INT6
INCOMPLETE	513	#1039	@yufengli-oai	1.1189	3/3	?	TTT ?	Record	TTT
INCOMPLETE	514	#852	@Prush69	1.1189	?	14.5 MB	Neural ?	Record	TTT + Muon + SSM
INCOMPLETE	515	#1070	@manfromnowhere143	1.1190	?	15.9 MB	TTT Cache ✓	Non-Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	516	#610	@ChaosCodes	1.1190	?	15.8 MB	Neural ✓	Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	517	#181	@manfromnowhere143	1.1190	?	15.9 MB	TTT ?	Non-Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	518	#1276	@BiggerDABOSS	1.1194	?	16.0 MB	Neural ✓	Record	TTT + Muon + GPTQ + INT6 + EMA + N-gram + Two-pass
INCOMPLETE	519	#1124	@NewyorkDev	1.1194	3/3	16.0 MB	TTT GPTQ ✓	Record	TTT + Muon + GPTQ
INCOMPLETE	520	#1106	@agalimova	1.1194	?	?	Neural ?	Non-Record	LeakyReLU²
INCOMPLETE	521	#816	@jimliu741523	1.1194	?	?	Neural ✓	Record	TTT + Muon + GPTQ + INT6 + EMA
INCOMPLETE	522	#697	@Danishlynx	1.1194	?	?	TTT ?	Record	TTT + INT6
INCOMPLETE	523	#1320	@jpfeiffe	1.1196	?	?	Neural ✓	Non-Record	TTT
INCOMPLETE	524	#1237	@ibarrajo	1.1198	?	15.1 MB	TTT GPTQ ✓	Non-Record	TTT
INCOMPLETE	525	#1284	@tyrel-beede	1.1207	3/3	16.0 MB	GPTQ ✓	Record	TTT + Muon + INT6
INCOMPLETE	526	#1494	@G3sparky	1.1220	?	15.9 MB	GPTQ ✓	Record	GPTQ + EMA
INCOMPLETE	527	#1361	@jorge-asenjo	1.1220	?	15.9 MB	Neural ?	Record	GPTQ + INT6 + EMA
INCOMPLETE	528	#1081	@michaelwinczuk	1.1220	?	16.0 MB	Neural ✓	Non-Record	TTT + INT6 + EMA
INCOMPLETE	529	#1080	@ciach	1.1228	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	530	#416	@kshitizz36	1.1230	?	16.0 MB	Neural ?	Non-Record	INT6 + EMA
INCOMPLETE	531	#429	@AbhisekBasu1	1.1231	?	16.0 MB	Neural ?	Non-Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	532	#682	@gthgomez	1.1233	?	16.0 MB	Neural ?	Non-Record	Muon + INT6 + INT8 + EMA
INCOMPLETE	533	#636	@NewyorkDev	1.1234	?	15.9 MB	Neural ?	Non-Record	GPTQ + INT6 + EMA
INCOMPLETE	534	#1249	@ibarrajo	1.1240	?	16.0 MB	TTT GPTQ ✓	Non-Record	TTT + GPTQ
INCOMPLETE	535	#710	@Dhruba531	1.1240	?	15.6 MB	Neural ?	Record	Muon + GPTQ + INT6 + EMA
INCOMPLETE	536	#374	@unnir	1.1246	?	15.7 MB	Neural ?	Record	Muon + INT6 + INT8
INCOMPLETE	537	#1323	@sohv	1.1247	?	16.0 MB	Neural ✓	Record	Compliance violation
INCOMPLETE	538	#394	@greqone	1.1247	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	539	#379	@dannywillowliu-uchi	1.1257	?	?	Neural ?	Record	GPTQ + INT6
INCOMPLETE	540	#1043	@okezue	1.1261	?	?	Neural ?	Record	TTT + Muon
INCOMPLETE	541	#1248	@ibarrajo	1.1264	?	16.0 MB	TTT GPTQ ✓	Non-Record	TTT + GPTQ
INCOMPLETE	542	#1327	@mrbese	1.1276	?	15.3 MB	Neural ✓	Record	Muon + GPTQ + INT6
INCOMPLETE	543	#1271	@andrewbaggio1	1.1289	3/3	?	Neural ?	Non-Record	GPTQ
INCOMPLETE	544	#1101	@amrayach	1.1290	?	16.0 MB	Neural ✓	Non-Record	TTT + INT6 + EMA
2 SEEDS	545	#1311	@htrung1105	1.1303	2/3	15.9 MB	Neural ✓	Non-Record	Muon + GPTQ + INT6 + EMA
INCOMPLETE	546	#254	@timowhite88	1.1303	?	?	TTT ?	Record	TTT + INT6
1 SEED	547	#1316	@AR6420	1.1310	1/3	15.6 MB	GPTQ ✓	Non-Record	LeakyReLU² + Muon + GPTQ + EMA
2 SEEDS	548	#198	@jfprincz	1.1318	2/3	15.7 MB	Neural ?	Record	Muon + INT6
INCOMPLETE	549	#383	@joelnishanth	1.1320	?	15.8 MB	Neural ?	Record	Muon + INT6 + INT8
INCOMPLETE	550	#332	@saml212	1.1320	?	15.7 MB	Neural ✓	Record	INT6 + EMA
INCOMPLETE	551	#579	@newjordan	1.1325	?	15.2 MB	Neural ?	Record	TTT + MoE + LoRA + GPTQ + EMA
INCOMPLETE	552	#489	@sofiabod	1.1327	3/3	?	TTT ?	Record	TTT + Muon + INT6 + INT8
INCOMPLETE	553	#344	@aryanbhosale	1.1330	3/3	?	TTT ✓	Non-Record	Muon + GPTQ + INT6 + EMA
INCOMPLETE	554	#598	@Christopher-Lee-McClendon	1.1334	?	15.7 MB	TTT ?	Non-Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
2 SEEDS	555	#1634	@arsenis-cmd	1.1335	2/3	15.8 MB	GPTQ ✓	Non-Record	TTT
INCOMPLETE	556	#1251	@ibarrajo	1.1349	?	16.0 MB	TTT GPTQ ✓	Non-Record	TTT + GPTQ
INCOMPLETE	557	#1086	@Omrigotlieb	1.1349	?	16.3 MB	TTT ✓	Record	Muon + GPTQ + INT6 + INT8 + EMA
2 SEEDS	558	#695	@0xNoramiya	1.1352	2/3	15.9 MB	Neural ?	Record	TTT + Muon + INT6 + EMA
INCOMPLETE	559	#667	@suchitj2702	1.1352	?	15.4 MB	Neural ✓	Non-Record	TTT + Muon + INT6
INCOMPLETE	560	#562	@bigbag	1.1354	?	15.3 MB	Neural ✓	Non-Record	TTT + Muon + INT6
INCOMPLETE	561	#290	@ibarrajo	1.1354	?	15.9 MB	TTT ?	Record	TTT + INT6
INCOMPLETE	562	#307	@dennisimoo	1.1357	?	15.7 MB	Neural ?	Record	INT6 + EMA
INCOMPLETE	563	#1308	@newjordan	1.1364	3/3	15.2 MB	Neural ✓	Non-Record	TTT + GPTQ
INCOMPLETE	564	#339	@sheeki03	1.1364	?	16.2 MB	Neural ✓	Record	TTT + Muon + INT6 + EMA
2 SEEDS	565	#458	@ofirkris	1.1365	2/3	?	Neural ?	Record	TTT + INT6 + EMA
INCOMPLETE	566	#1366	@yunoshev	1.1371	?	15.9 MB	TTT ✓	Non-Record	TTT + Muon + LoRA + GPTQ + EMA
INCOMPLETE	567	#1773	@Amanbig	1.1387	?	?	TTT ✓	Non-Record	TTT + INT6 + INT8 + EMA
INCOMPLETE	568	#422	@albertorkive	1.1396	?	15.9 MB	Neural ?	Record	Muon + INT6 + EMA
INCOMPLETE	569	#267	@andrewgcodes	1.1402	?	?	Neural ?	Record	TTT
INCOMPLETE	570	#1087	@Dhenenjay	1.1407	?	15.7 MB	Neural ✓	Record	LeakyReLU² + TTT + GPTQ + INT6 + EMA
INCOMPLETE	571	#601	@anantdgoel	1.1418	?	15.7 MB	Neural ?	Non-Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	572	#526	@Christopher-Lee-McClendon	1.1425	?	15.5 MB	TTT ✓	Non-Record	TTT + Muon + INT6
INCOMPLETE	573	#360	@MultiFe22	1.1426	?	16.0 MB	Neural ?	Non-Record	EMA
INCOMPLETE	574	#553	@Vighaneshs	1.1428	?	16.0 MB	Neural ✓	Record	SwiGLU + INT6 + INT8 + EMA + N-gram
INCOMPLETE	575	#658	@hmlizama	1.1428	?	?	TTT ✓	Non-Record	TTT + LoRA
INCOMPLETE	576	#447	@CREVIOS	1.1431	?	16.0 MB	Neural ?	Non-Record	Muon + INT6
INCOMPLETE	577	#1474	@shram86	1.1434	?	15.9 MB	Neural ✓	Non-Record	Muon + INT6 + INT8 + EMA
2 SEEDS	578	#303	@sseanliu	1.1436	2/3	15.3 MB	TTT ?	Non-Record	TTT + EMA
INCOMPLETE	579	#317	@chris-buckley	1.1442	?	16.0 MB	TTT ?	Record	TTT + Muon + INT6 + EMA
INCOMPLETE	580	#1244	@monkeyKingProgrammer	1.1443	?	15.7 MB	Neural ✓	Non-Record	LeakyReLU² + TTT + Muon + EMA
INCOMPLETE	581	#1256	@oidebrett	1.1444	?	16.0 MB	Neural ✓	Non-Record	Muon + INT6
INCOMPLETE	582	#461	@Christopher-Lee-McClendon	1.1446	?	14.8 MB	TTT ?	Non-Record	TTT + Muon + INT6
2 SEEDS	583	#327	@Ananddna	1.1450	2/3	?	Neural ✓	Record	TTT + Muon + LoRA + INT6
INCOMPLETE	584	#1479	@andrewbaggio1	1.1450	?	13.8 MB	TTT GPTQ ✓	Non-Record	TTT + SSM + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	585	#1675	@jayzuccarelli	1.1451	?	15.8 MB	GPTQ ✓	Record	Muon + GPTQ + EMA
INCOMPLETE	586	#1386	@Buld1n	1.1452	?	15.6 MB	Neural ✓	Non-Record	INT6 + EMA
INCOMPLETE	587	#1457	@DilpreetBansi	1.1454	?	16.0 MB	TTT GPTQ ✓	Record	TTT + LoRA + GPTQ + INT6 + EMA
INCOMPLETE	588	#1233	@ibarrajo	1.1460	?	16.0 MB	TTT GPTQ ✓	Non-Record	TTT + GPTQ
INCOMPLETE	589	#1234	@ibarrajo	1.1461	?	16.0 MB	TTT GPTQ ✓	Non-Record	TTT + GPTQ + INT6
INCOMPLETE	590	#325	@ar0cket1	1.1462	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	591	#450	@zachgoldfine44	1.1466	3/3	?	Neural ?	Record	TTT + INT6
INCOMPLETE	592	#389	@trasnake87	1.1466	?	14.8 MB	Neural ?	Record	INT6 + EMA
2 SEEDS	593	#1245	@mkenney2	1.1470	2/3	15.7 MB	Neural ✓	Non-Record	TTT + SSM + INT8
2 SEEDS	594	#179	@devin-cog	1.1472	2/3	15.9 MB	Neural ?	Record	Muon + INT6
INCOMPLETE	595	#592	@Skytuhua	1.1476	?	15.5 MB	Neural ?	Record	GPTQ + INT6 + EMA
INCOMPLETE	596	#709	@StolbaJ	1.1478	3/3	?	Neural ?	Record	INT6
INCOMPLETE	597	#150	@yahya010	1.1478	?	15.8 MB	TTT ✓	Record	TTT + Muon + INT6
1 SEED	598	#194	@baudrillardsgh0st	1.1480	1/3	19.1 MB	Neural ?	Record	Muon + INT6 + INT8
INCOMPLETE	599	#680	@bro4all	1.1483	?	16.0 MB	Neural ?	Non-Record	TTT + Muon + SwiGLU + INT6 + EMA
2 SEEDS	600	#583	@suchihype	1.1489	2/3	16.0 MB	Neural ?	Record	INT6
INCOMPLETE	601	#1275	@ranausmanai	1.1492	?	?	Neural ?	Non-Record	TTT + INT8
2 SEEDS	602	#364	@shikhar1729	1.1497	2/3	15.9 MB	Neural ?	Record	Compliance violation
INCOMPLETE	603	#1108	@DbBested	1.1502	?	?	Neural ✓	Record	TTT
INCOMPLETE	604	#192	@baudrillardsgh0st	1.1502	?	15.5 MB	Neural ?	Record	Muon + INT6 + INT8
INCOMPLETE	605	#623	@SPThole	1.1507	3/3	15.4 MB	Neural ✓	Record	TTT + Muon + GPTQ + INT6 + EMA
INCOMPLETE	606	#1045	@Hilo-Hilo	1.1509	?	15.3 MB	TTT ?	Non-Record	TTT + INT6
INCOMPLETE	607	#538	@cruz-andr	1.1511	?	?	TTT ✓	Record	TTT + LoRA
INCOMPLETE	608	#289	@integrate-your-mind	1.1518	?	15.2 MB	Neural ?	Record	TTT + Muon + LoRA + INT6
INCOMPLETE	609	#302	@JackYoung27	1.1520	?	15.1 MB	TTT ?	Non-Record	TTT + INT6
INCOMPLETE	610	#1238	@ibarrajo	1.1521	?	2.1 MB	TTT GPTQ ✓	Non-Record	TTT
INCOMPLETE	611	#485	@harsha-gouru	1.1522	?	15.4 MB	Neural ?	Record	INT6
2 SEEDS	612	#164	@jfprincz	1.1524	2/3	15.4 MB	Neural ✓	Record	Muon + INT6 + INT8
INCOMPLETE	613	#1355	@mradassaad	1.1526	?	16.0 MB	Neural ?	Non-Record	SSM + GPTQ + INT6
INCOMPLETE	614	#1228	@meinlebenswerk	1.1527	3/3	15.9 MB	TTT ✓	Non-Record	TTT + MoE + LoRA + INT6 + EMA
INCOMPLETE	615	#456	@Christopher-Lee-McClendon	1.1532	?	16.0 MB	TTT ?	Non-Record	TTT + Muon + LoRA + GPTQ + INT6
2 SEEDS	616	#1065	@rithunkp	1.1536	2/3	15.7 MB	Neural ✓	Non-Record	Muon + INT6 + INT8
INCOMPLETE	617	#1008	@monkeyKingProgrammer	1.1538	?	15.8 MB	TTT ?	Non-Record	TTT + Muon + EMA
INCOMPLETE	618	#920	@CiprianFlorin-Ifrim	1.1539	3/3	16.0 MB	Neural ?	Record	TTT + Muon
INCOMPLETE	619	#135	@unnir	1.1539	?	15.2 MB	Neural ✓	Record	Muon + INT6
INCOMPLETE	620	#230	@MatthewHRockwell	1.1541	?	16.0 MB	Neural ?	Record	INT6
INCOMPLETE	621	#1353	@Rtx09x	1.1546	?	15.2 MB	GPTQ ✓	Non-Record	GPTQ + INT6 + EMA
INCOMPLETE	622	#653	@demirelo	1.1550	?	16.0 MB	Neural ✓	Record	TTT + Muon
INCOMPLETE	623	#507	@skarakulak	1.1558	?	15.2 MB	Neural ?	Record	Muon + SwiGLU + INT6 + EMA
INCOMPLETE	624	#1090	@swapp1990	1.1573	?	15.0 MB	TTT ✓	Non-Record	TTT + Muon + SwiGLU + LoRA + INT6 + INT8
INCOMPLETE	625	#366	@shivnarainms22	1.1574	?	15.5 MB	TTT ?	Non-Record	TTT + INT6
INCOMPLETE	626	#365	@outsourc-e	1.1574	?	?	Neural ?	Record	INT6
INCOMPLETE	627	#114	@saml212	1.1574	?	16.0 MB	Neural ?	Record	INT6 + INT8
INCOMPLETE	628	#273	@dentity007	1.1575	?	14.7 MB	Neural ?	Non-Record	Muon + INT6
INCOMPLETE	629	#947	@aamodbhatt	1.1576	?	14.9 MB	TTT GPTQ ✓	Non-Record	TTT + N-gram + Two-pass
INCOMPLETE	630	#932	@anthony-maio	1.1580	3/3	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	631	#901	@Hilo-Hilo	1.1590	?	15.9 MB	Neural ✓	Record	TTT + INT6 + INT8
INCOMPLETE	632	#492	@Divyesh-Thirukonda	1.1591	?	16.0 MB	TTT ?	Record	TTT + LoRA + INT6 + INT8 + EMA
2 SEEDS	633	#128	@rsavitt	1.1594	2/3	15.2 MB	Neural ?	Record	INT6 + INT8
INCOMPLETE	634	#251	@kshitizz36	1.1596	?	15.3 MB	Neural ?	Record	Muon + INT6
INCOMPLETE	635	#191	@chris-buckley	1.1598	?	15.9 MB	Neural ?	Record	Muon + INT6
INCOMPLETE	636	#1658	@AVINASH0052	1.1600	?	16.0 MB	TTT ✓	Record	TTT + Muon + LoRA + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	637	#1215	@turbo-indubitable	1.1601	?	15.9 MB	Neural ✓	Non-Record	INT6 + N-gram
INCOMPLETE	638	#222	@ansh-deriv	1.1601	?	16.0 MB	Neural ?	Non-Record	Muon + INT6 + INT8
INCOMPLETE	639	#99	@takhir-iota	1.1605	?	0.0 MB	Neural ✓	Record	INT6 + INT8
INCOMPLETE	640	#946	@aamodbhatt	1.1606	?	13.4 MB	TTT GPTQ ✓	Non-Record	TTT + N-gram + Two-pass
INCOMPLETE	641	#330	@bopmite	1.1609	?	?	TTT ✓	Non-Record	INT6
INCOMPLETE	642	#102	@unnir	1.1618	?	15.1 MB	Neural ✓	Record	Muon + MoE + INT6 + INT8
2 SEEDS	643	#89	@vmfunc	1.1622	2/3	15.5 MB	Neural ✓	Record	Muon + INT6
INCOMPLETE	644	#160	@ChaseWNorton	1.1623	?	?	Neural ✓	Record	INT6 + INT8
INCOMPLETE	645	#1568	@yuitokyouni	1.1639	?	13.2 MB	GPTQ ✓	Non-Record	GPTQ + INT6 + EMA
INCOMPLETE	646	#698	@hesong0222-dev	1.1642	?	15.6 MB	Neural ?	Non-Record	Muon + GPTQ + INT6 + EMA
INCOMPLETE	647	#296	@sseanliu	1.1645	?	16.0 MB	TTT ?	Non-Record	TTT
INCOMPLETE	648	#1022	@aramdov	1.1646	?	16.9 MB	Neural ?	Non-Record	Muon + INT8
INCOMPLETE	649	#107	@m0at	1.1648	?	15.9 MB	Neural ✓	Record	INT6
INCOMPLETE	650	#929	@andreanjos	1.1653	?	15.0 MB	Neural ?	Record	INT6
INCOMPLETE	651	#352	@sp00mm	1.1659	?	15.1 MB	Neural ✓	Record	INT6 + EMA
1 SEED	652	#70	@jfprincz	1.1659	1/3	14.9 MB	Neural ?	Record	INT6
INCOMPLETE	653	#170	@baudrillardsgh0st	1.1669	?	14.8 MB	Neural ?	Record	Muon + INT6 + INT8
INCOMPLETE	654	#81	@polarizedfortnite-cpu	1.1670	?	?	TTT ?	Record	TTT + SwiGLU + LoRA + INT6
INCOMPLETE	655	#305	@Naazimsnh02	1.1672	?	14.4 MB	Neural ?	Record	INT6 + INT8
INCOMPLETE	656	#1013	@himanshudongre	1.1682	?	13.0 MB	Neural ?	Non-Record	SSM + GPTQ + N-gram + Two-pass
INCOMPLETE	657	#453	@Divyesh-Thirukonda	1.1689	?	16.0 MB	Neural ?	Non-Record	TTT
INCOMPLETE	658	#474	@joshuaswarren	1.1690	?	15.3 MB	Neural ?	Non-Record	Muon + INT6
INCOMPLETE	659	#299	@Mistobaan	1.1697	?	16.0 MB	TTT ?	Non-Record	TTT + LoRA
INCOMPLETE	660	#117	@trovatochris	1.1702	?	15.3 MB	Neural ?	Record	Muon + INT6
INCOMPLETE	661	#249	@kvmukilan	1.1704	?	13.5 MB	Neural ?	Non-Record	INT6
INCOMPLETE	662	#1378	@Rajat123456789	1.1711	?	14.8 MB	Neural ✓	Non-Record	LeakyReLU² + GPTQ + EMA
INCOMPLETE	663	#418	@yashverms	1.1715	?	15.6 MB	Neural ?	Non-Record	Muon + INT6 + N-gram
INCOMPLETE	664	#211	@dubthecat	1.1719	?	16.0 MB	Neural ?	Record	Compliance violation
INCOMPLETE	665	#487	@anantdgoel	1.1720	?	19.4 MB	Neural ?	Non-Record	EMA
INCOMPLETE	666	#329	@lee101	1.1722	?	16.0 MB	Neural ✓	Record	INT8
INCOMPLETE	667	#424	@someone114514	1.1725	?	16.4 MB	Neural ?	Non-Record	Muon + INT6 + EMA
INCOMPLETE	668	#176	@GLDRoger	1.1732	?	15.8 MB	Neural ?	Record	Muon + INT6
INCOMPLETE	669	#908	@albertorkive	1.1734	?	16.8 MB	Neural ?	Non-Record	EMA
INCOMPLETE	670	#381	@codestrongestx	1.1739	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	671	#256	@IvGolovach	1.1747	?	15.9 MB	Neural ?	Record	TTT + INT6 + INT8
INCOMPLETE	672	#166	@chinesepowered	1.1748	?	16.0 MB	Neural ✓	Record	Muon
2 SEEDS	673	#547	@shajalahamedcse	1.1752	2/3	1.5 MB	Neural ✓	Record	INT6
INCOMPLETE	674	#217	@kshitizz36	1.1753	?	14.7 MB	Neural ?	Record	INT6 + INT8
INCOMPLETE	675	#1208	@newjordan	1.1760	3/3	16.0 MB	Neural ✓	Record	Compliance violation
1 SEED	676	#96	@saml212	1.1764	1/3	15.9 MB	Neural ✓	Record	Muon
2 SEEDS	677	#66	@arjun-krishna1	1.1769	2/3	15.3 MB	Neural ?	Record	INT6
INCOMPLETE	678	#367	@ksang123	1.1770	?	15.9 MB	Neural ?	Non-Record	TTT + INT6 + EMA
INCOMPLETE	679	#310	@vishesh9131	1.1787	?	15.6 MB	TTT ?	Record	TTT + Muon + LoRA + INT8
INCOMPLETE	680	#1505	@Rohan-Abhilash	1.1791	?	24.5 MB	Neural ✓	Non-Record	GPTQ + INT6 + INT8
INCOMPLETE	681	#205	@xinpw8	1.1792	?	12.1 MB	Neural ?	Non-Record	Muon + INT6
INCOMPLETE	682	#1141	@ivanontech	1.1801	?	?	Neural ✓	Non-Record	Muon
INCOMPLETE	683	#1139	@ivanontech	1.1801	?	?	Neural ✓	Non-Record	Muon + EMA
INCOMPLETE	684	#1724	@Unwindology	1.1803	?	15.9 MB	Neural ✓	Record	Muon + INT6 + EMA
INCOMPLETE	685	#543	@rarce	1.1804	?	15.9 MB	Neural ✓	Non-Record	Muon + GPTQ + INT6 + INT8
INCOMPLETE	686	#805	@zeytx	1.1807	?	3.9 MB	Neural ✓	Record	GPTQ + INT6 + EMA
INCOMPLETE	687	#301	@lookin-zz	1.1807	?	16.0 MB	TTT ?	Non-Record	TTT + INT6
INCOMPLETE	688	#1709	@Bananakin1	1.1812	?	16.0 MB	Neural ✓	Non-Record	Muon + INT6
INCOMPLETE	689	#172	@GMaN1911	1.1812	?	16.0 MB	Neural ?	Record	INT6 + INT8
INCOMPLETE	690	#1448	@shram86	1.1834	?	15.4 MB	Neural ✓	Non-Record	Muon + INT6 + EMA
INCOMPLETE	691	#1760	@BrandtChristian	1.1863	?	15.9 MB	Neural ✓	Non-Record	TTT + INT6 + INT8 + EMA
INCOMPLETE	692	#321	@andreanjos	1.1864	?	?	Neural ?	Record	INT8
INCOMPLETE	693	#1140	@newjordan	1.1867	3/3	8.8 MB	GPTQ ✓	Record	INT6 + N-gram
INCOMPLETE	694	#1268	@samquiring	1.1875	?	15.5 MB	GPTQ ✓	Non-Record	SSM + GPTQ + EMA
INCOMPLETE	695	#137	@abhishekgahlot2	1.1877	?	15.2 MB	Neural ✓	Record	Muon + INT6
INCOMPLETE	696	#197	@machdragon	1.1893	?	15.3 MB	Neural ?	Non-Record	Muon + INT8
INCOMPLETE	697	#542	@ddavidgao	1.1898	?	16.6 MB	Neural ✓	Non-Record	TTT + MoE + SwiGLU
2 SEEDS	698	#221	@shajalahamedcse	1.1899	2/3	16.0 MB	Neural ?	Record	Compliance violation
INCOMPLETE	699	#832	@jfprincz	1.1903	?	14.2 MB	Neural ?	Non-Record	Muon + INT6 + EMA
INCOMPLETE	700	#355	@josusanmartin	1.1913	?	16.1 MB	Neural ✓	Non-Record	INT8
2 SEEDS	701	#309	@NewyorkDev	1.1914	2/3	11.5 MB	Neural ?	Record	INT6 + INT8
INCOMPLETE	702	#500	@ikermoel	1.1925	3/3	?	Neural ?	Record	TTT + LoRA + INT8
INCOMPLETE	703	#142	@ankitmaloo	1.1925	?	?	Neural ✓	Record	INT8
INCOMPLETE	704	#446	@sofiabod	1.1933	?	16.0 MB	Neural ?	Record	Compliance violation
INCOMPLETE	705	#560	@Rohan5commit	1.1935	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	706	#1623	@divagr18	1.1942	?	15.6 MB	GPTQ ✓	Record	Muon + SwiGLU + GPTQ + INT8 + EMA
INCOMPLETE	707	#1125	@jainpranjal97	1.1946	?	?	Neural ✓	Non-Record	Muon + INT8
INCOMPLETE	708	#1335	@wchen-ai	1.1948	?	16.0 MB	Neural ✓	Non-Record	EMA
INCOMPLETE	709	#161	@santosh5541	1.1957	?	15.9 MB	TTT ✓	Record	TTT + LoRA + INT8
INCOMPLETE	710	#1036	@ivanontech	1.1974	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	711	#1123	@sisegod	1.1986	?	16.0 MB	Neural ✓	Non-Record	TTT + Muon + INT6
INCOMPLETE	712	#510	@SelfAnush	1.1989	?	?	Neural ✓	Non-Record	Muon
INCOMPLETE	713	#799	@yuvraajbains	1.2000	?	?	Neural ✓	Non-Record	SwiGLU
INCOMPLETE	714	#448	@handemanai	1.2006	?	15.0 MB	Neural ?	Record	INT6
INCOMPLETE	715	#200	@khasinski	1.2012	?	14.3 MB	Neural ?	Record	INT6
INCOMPLETE	716	#1527	@alphastar1111	1.2026	?	15.8 MB	Neural ?	Record	LeakyReLU² + Muon + INT6 + INT8
INCOMPLETE	717	#1438	@sabdulmajid	1.2029	?	16.0 MB	Neural ✓	Non-Record	LeakyReLU² + INT6 + EMA
INCOMPLETE	718	#139	@ksang123	1.2029	?	15.1 MB	Neural ✓	Non-Record	INT6
INCOMPLETE	719	#454	@nalediym	1.2055	?	19.6 MB	Neural ?	Non-Record	INT6 + INT8
INCOMPLETE	720	#1038	@Vibes-me	1.2058	?	16.0 MB	TTT ?	Record	TTT
INCOMPLETE	721	#244	@simon-marcus	1.2064	?	15.3 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	722	#649	@pall23-mech	1.2073	?	15.5 MB	Neural ?	Record	Muon + INT6 + EMA
INCOMPLETE	723	#1337	@sergimichi	1.2079	?	15.7 MB	Neural ?	Non-Record	INT8
INCOMPLETE	724	#225	@dibdabo	1.2089	?	15.2 MB	Neural ?	Non-Record	Muon + INT6
2 SEEDS	725	#163	@Focus2321	1.2091	2/3	13.2 MB	Neural ✓	Record	Muon + SwiGLU
2 SEEDS	726	#495	@SergiuDeveloper	1.2092	2/3	15.5 MB	TTT ?	Non-Record	TTT + LoRA
INCOMPLETE	727	#651	@phulin	1.2093	?	?	Neural ?	Record	TTT
INCOMPLETE	728	#1250	@ibarrajo	1.2094	?	16.0 MB	TTT GPTQ ✓	Non-Record	TTT + GPTQ
INCOMPLETE	729	#1553	@Abhishek8108	1.2097	?	16.0 MB	GPTQ ✓	Non-Record	TTT + GPTQ + INT6 + N-gram
INCOMPLETE	730	#136	@ibarrajo	1.2101	?	15.9 MB	TTT ✓	Record	TTT + SwiGLU + INT8
INCOMPLETE	731	#85	@hydeh3r3	1.2156	?	?	Neural ✓	Record	Muon + INT6 + INT8
INCOMPLETE	732	#1046	@Jayteare	1.2174	?	15.1 MB	Neural ?	Record	INT6 + INT8 + EMA
INCOMPLETE	733	#1751	@Pravin-dev06	1.2193	?	?	Neural ✓	Non-Record	SwiGLU + INT8
INCOMPLETE	734	#1273	@DushyantChetiwal	1.2196	?	14.9 MB	Neural ✓	Non-Record	Muon + GPTQ + INT6 + EMA
INCOMPLETE	735	#155	@peytontolbert	1.2202	?	16.0 MB	Neural ✓	Record	Muon
INCOMPLETE	736	#334	@nathon-lee	1.2207	?	15.4 MB	Neural ✓	Non-Record	TTT + Muon + INT6 + EMA
INCOMPLETE	737	#440	@Ashutosh3142857	1.2219	3/3	?	Neural ?	Record	EMA
2 SEEDS	738	#1243	@simon-marcus	1.2244	2/3	16.0 MB	Neural ✓	Non-Record	INT6 + EMA
2 SEEDS	739	#1315	@andrewmouldon	1.2262	2/3	16.0 MB	Neural ✓	Non-Record	Compliance violation
2 SEEDS	740	#1264	@andrewmouldon	1.2262	2/3	16.0 MB	Neural ✓	Non-Record	Compliance violation
2 SEEDS	741	#1035	@andrewmouldon	1.2262	2/3	16.0 MB	Neural ?	Non-Record	Compliance violation
2 SEEDS	742	#966	@andrewmouldon	1.2262	2/3	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	743	#1478	@jxgod	1.2268	?	16.0 MB	Neural ✓	Record	Compliance violation
INCOMPLETE	744	#78	@mtybadger	1.2273	?	14.7 MB	Neural ?	Record	Muon + INT6 + INT8
INCOMPLETE	745	#506	@eshansinghal14	1.2294	?	16.0 MB	Neural ?	Non-Record	INT8
INCOMPLETE	746	#204	@Akasxh	1.2320	?	14.2 MB	Neural ?	Record	Muon + INT6
INCOMPLETE	747	#1581	@aiejvn	1.2321	?	?	Neural ?	Non-Record	Muon
INCOMPLETE	748	#1253	@Okropniak	1.2326	?	15.6 MB	Neural ✓	Non-Record	LeakyReLU² + INT6 + EMA
INCOMPLETE	749	#288	@trasnake87	1.2334	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	750	#195	@chasewebb	1.2355	?	15.9 MB	Neural ?	Record	INT8
INCOMPLETE	751	#600	@humanaiconvention	1.2364	?	15.7 MB	TTT ?	Non-Record	TTT + LoRA + INT6
INCOMPLETE	752	#1428	@ntwari-bruce	1.2370	?	15.9 MB	Neural ✓	Non-Record	SwiGLU
INCOMPLETE	753	#395	@NishantDahal	1.2374	?	13.5 MB	Neural ?	Non-Record	SwiGLU + INT8
INCOMPLETE	754	#436	@CrimsonSithria	1.2392	?	15.9 MB	Neural ?	Non-Record	Muon + INT8 + EMA
INCOMPLETE	755	#370	@SergheiBrinza	1.2421	?	13.3 MB	Neural ?	Record	INT6
INCOMPLETE	756	#272	@simon-marcus	1.2427	?	10.4 MB	Neural ?	Non-Record	TTT + INT6 + INT8
INCOMPLETE	757	#343	@joeynyc	1.2459	?	15.9 MB	Neural ✓	Record	Compliance violation
INCOMPLETE	758	#939	@brian386	1.2519	3/3	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	759	#1088	@serdardoesml	1.2542	?	16.0 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	760	#1525	@Jash-Vora	1.2552	?	14.9 MB	Neural ✓	Non-Record	Muon + SSM
0 SEEDS	761	#1684	@camden-git	1.2554	0/3	16.0 MB	GPTQ ✓	Non-Record	Muon + LoRA + GPTQ + INT6 + EMA
INCOMPLETE	762	#580	@micoverde	1.2623	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	763	#855	@aazizyan	1.2624	?	16.0 MB	Neural ?	Non-Record	INT8
INCOMPLETE	764	#1390	@NICOH-YAY	1.2634	?	15.8 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	765	#1439	@reyhandl	1.2639	?	14.7 MB	Neural ?	Non-Record	LoRA
INCOMPLETE	766	#1654	@IshiPareek	1.2699	?	73.0 MB	Neural ✓	Non-Record	INT6 + INT8 + EMA
INCOMPLETE	767	#1480	@IshiPareek	1.2699	?	135.0 MB	Neural ✓	Non-Record	EMA
INCOMPLETE	768	#632	@AtomChen0425	1.2767	?	15.9 MB	Neural ?	Non-Record	INT6
INCOMPLETE	769	#501	@aamodbhatt	1.2771	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	770	#791	@ShihChunHao	1.2824	3/3	?	Neural ✓	Record	INT6
INCOMPLETE	771	#293	@Nishu2000-hub	1.2827	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	772	#354	@Skrisps26	1.2838	?	14.4 MB	Neural ✓	Non-Record	Muon + INT6
INCOMPLETE	773	#384	@anantdgoel	1.2882	?	13.2 MB	TTT Cache ?	Non-Record	TTT
INCOMPLETE	774	#326	@crony-io	1.2890	?	16.0 MB	Neural ✓	Non-Record	Muon + INT6 + INT8
INCOMPLETE	775	#970	@dnldsz	1.2907	?	15.8 MB	Neural ?	Non-Record	Muon + SSM + INT8
INCOMPLETE	776	#193	@KHUCHAN	1.2917	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	777	#1753	@Abhishek-Dalvi410	1.2917	?	14.8 MB	Neural ?	Non-Record	INT8
INCOMPLETE	778	#1301	@himanshudongre	1.2957	?	16.0 MB	Neural ?	Non-Record	LoRA + INT6
INCOMPLETE	779	#664	@tsbiosky	1.2982	?	15.8 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	780	#1027	@Syed-M-Zeeshan	1.3036	?	16.0 MB	Neural ?	Non-Record	TTT + INT6 + EMA
INCOMPLETE	781	#1417	@depoledna	1.3039	?	15.4 MB	Neural ✓	Non-Record	INT6 + INT8
INCOMPLETE	782	#1174	@Okropniak	1.3069	?	16.0 MB	Neural ✓	Non-Record	INT6 + EMA
INCOMPLETE	783	#1444	@hypnoastic	1.3081	?	16.0 MB	Neural ✓	Non-Record	GPTQ
INCOMPLETE	784	#1078	@chinmaypatwardhan-ops	1.3193	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	785	#407	@itu-itis24-buyukhelvacigilm24	1.3208	?	?	Neural ?	Non-Record	INT8
INCOMPLETE	786	#1589	@nnm2602	1.3223	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	787	#1733	@G3sparky	1.3262	?	10.9 MB	Neural ✓	Non-Record	TTT + GPTQ + INT6 + INT8
INCOMPLETE	788	#488	@pkim02	1.3267	?	13.3 MB	Neural ?	Record	Muon + INT6 + EMA
INCOMPLETE	789	#1074	@ldh-at	1.3288	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	790	#1367	@ieuko	1.3319	?	15.8 MB	Neural ✓	Non-Record	Compliance violation
2 SEEDS	791	#1096	@vimeto	1.3342	2/3	11.4 MB	GPTQ ✓	Record	Muon + LoRA + INT6 + N-gram
2 SEEDS	792	#1097	@danielxmed	1.3355	2/3	16.5 MB	Neural ✓	Record	INT8
INCOMPLETE	793	#104	@gwelinder	1.3358	?	15.8 MB	Neural ✓	Non-Record	INT6 + INT8
INCOMPLETE	794	#1190	@Durlabhkumarjha	1.3365	?	?	Neural ?	Non-Record	Muon + INT6 + EMA
INCOMPLETE	795	#435	@rthgit	1.3379	?	14.7 MB	Neural ?	Record	INT6 + INT8 + EMA
INCOMPLETE	796	#1133	@swetapaul08	1.3440	?	16.0 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	797	#226	@CRouvroy	1.3446	?	?	Neural ?	Record	LoRA + INT8
INCOMPLETE	798	#1713	@AbhiShet108	1.3479	?	14.7 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	799	#1403	@Rhoahndur	1.3485	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	800	#438	@stevenshinechen	1.3490	?	?	Neural ?	Non-Record	Muon + EMA
INCOMPLETE	801	#1443	@hardik-bhadani-git	1.3496	?	15.1 MB	Neural ✓	Non-Record	INT8 + EMA
INCOMPLETE	802	#285	@DanishjeetSingh	1.3510	?	11.9 MB	TTT ?	Non-Record	TTT + INT8
INCOMPLETE	803	#346	@bjbjbjbjbjbj	1.3529	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	804	#746	@C0neF	1.3556	?	14.8 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	805	#1192	@dentity007	1.3560	?	?	Neural ✓	Non-Record	LeakyReLU²
2 SEEDS	806	#1144	@inFaaa	1.3572	2/3	15.5 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	807	#1025	@Zagot-byte	1.3579	?	21.0 MB	Neural ?	Non-Record	SwiGLU
INCOMPLETE	808	#1191	@dentity007	1.3587	?	?	Neural ✓	Non-Record	TTT
2 SEEDS	809	#1104	@DariusFeher	1.3595	2/3	16.0 MB	Neural ?	Non-Record	EMA
INCOMPLETE	810	#681	@Alfaxad	1.3628	?	7.9 MB	Neural ?	Non-Record	TTT + EMA
INCOMPLETE	811	#630	@LapushBaby	1.3629	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	812	#567	@nitSubedi	1.3660	?	12.0 MB	TTT ✓	Non-Record	Muon + INT6
INCOMPLETE	813	#1449	@codeprakhar25	1.3680	?	10.0 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	814	#749	@FyeJordy	1.3684	?	15.1 MB	Neural ✓	Record	INT8
INCOMPLETE	815	#1349	@LocalX991	1.3693	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	816	#125	@akshai0296	1.3797	?	10.2 MB	Neural ?	Non-Record	INT8
INCOMPLETE	817	#1131	@JianYan11	1.3822	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	818	#196	@sicauzxl	1.3825	?	15.8 MB	TTT ?	Non-Record	TTT + INT8
INCOMPLETE	819	#1671	@souro26	1.3827	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	820	#1258	@jorge-asenjo	1.3874	?	2.6 MB	Neural ✓	Record	Muon + INT6 + INT8
INCOMPLETE	821	#266	@User123331	1.3932	?	12.8 MB	Neural ?	Non-Record	TTT + LoRA + INT8
INCOMPLETE	822	#441	@CrimsonSithria	1.3936	?	3.7 MB	Neural ?	Record	Compliance violation
2 SEEDS	823	#1606	@AlirezaAlampour	1.3969	2/3	16.0 MB	Neural ✓	Non-Record	Muon + INT8 + EMA
INCOMPLETE	824	#386	@Sambhav242005	1.4061	?	4.4 MB	Neural ?	Record	INT8
INCOMPLETE	825	#1616	@Vickyrrrrrr	1.4100	?	11.2 MB	Neural ✓	Record	INT8
INCOMPLETE	826	#284	@DanishjeetSingh	1.4106	?	11.1 MB	Neural ?	Non-Record	Muon + INT8
INCOMPLETE	827	#588	@andyluo22	1.4120	?	16.0 MB	Neural ?	Non-Record	TTT
INCOMPLETE	828	#992	@TimS-ml	1.4129	?	11.9 MB	Neural ✓	Non-Record	Muon + INT8
INCOMPLETE	829	#997	@randy06122001-boop	1.4182	3/3	11.6 MB	Neural ✓	Non-Record	Muon + INT6 + INT8
INCOMPLETE	830	#1418	@Park-Tae-Hwan	1.4192	?	?	GPTQ ✓	Non-Record	Muon + INT6
INCOMPLETE	831	#1556	@sidhanth97	1.4326	?	16.0 MB	Neural ?	Non-Record	INT8
INCOMPLETE	832	#937	@mihir-s-05	1.4386	?	16.0 MB	TTT ✓	Non-Record	INT6 + EMA
INCOMPLETE	833	#1193	@dentity007	1.4390	?	2.9 MB	TTT ✓	Non-Record	TTT + INT6
INCOMPLETE	834	#228	@hmhm0	1.4444	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	835	#413	@anantdgoel	1.4525	?	13.2 MB	Neural ?	Non-Record	EMA
INCOMPLETE	836	#444	@AymanMahfuz27	1.4536	?	14.6 MB	Neural ?	Non-Record	Muon + INT6 + INT8 + EMA
INCOMPLETE	837	#476	@aquemy	1.4574	?	10.8 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	838	#554	@chrisnkuno	1.4612	?	16.0 MB	TTT ✓	Non-Record	Compliance violation
INCOMPLETE	839	#1393	@Abhinav-Avasarala	1.4716	?	16.0 MB	Neural ✓	Record	SwiGLU + INT8
INCOMPLETE	840	#1607	@inin-zou	1.4765	?	8.2 MB	Neural ?	Non-Record	SSM + GPTQ + INT6
INCOMPLETE	841	#530	@j420	1.4963	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	842	#739	@Jonas-T5	1.5000	?	13.0 MB	Neural ?	Non-Record	INT6
1 SEED	843	#1614	@seekerPrice	1.5096	1/3	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	844	#1612	@seekerPrice	1.5096	3/3	?	Neural ?	Non-Record	Muon
INCOMPLETE	845	#232	@kellyvv	1.5164	?	2.9 MB	Neural ?	Record	INT6
INCOMPLETE	846	#1762	@frido22	1.5200	?	16.0 MB	Neural ✓	Non-Record	INT8 + EMA
INCOMPLETE	847	#1434	@ranausmanai	1.5207	?	14.0 MB	Neural ?	Non-Record	INT8
INCOMPLETE	848	#502	@aamodbhatt	1.5248	?	13.1 MB	Neural ?	Non-Record	INT6
INCOMPLETE	849	#504	@fleeb83	1.5275	?	15.4 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	850	#263	@Dannybc123	1.5382	?	11.5 MB	TTT ?	Non-Record	TTT + INT8
INCOMPLETE	851	#1411	@Blakethefn	1.5568	?	15.9 MB	Neural ✓	Non-Record	Muon + INT6 + INT8 + EMA
INCOMPLETE	852	#1107	@mradassaad	1.5633	?	10.9 MB	Neural ?	Non-Record	TTT + Muon + SSM + INT6
INCOMPLETE	853	#1163	@intelligentiaomni	1.5645	?	16.0 MB	Neural ?	Record	INT8
INCOMPLETE	854	#643	@frido22	1.5672	?	16.0 MB	Neural ?	Non-Record	INT8 + EMA
INCOMPLETE	855	#1793	@sunburnt716	1.5782	?	16.0 MB	Neural ?	Non-Record	Muon
INCOMPLETE	856	#91	@koushikkethamakka	1.5890	?	20.4 MB	Neural ?	Record	Compliance violation
INCOMPLETE	857	#1490	@wisebreadloaf	1.6110	?	16.0 MB	Neural ✓	Non-Record	N-gram
INCOMPLETE	858	#247	@riatzukiza	1.6114	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	859	#1198	@ymrohit	1.6224	?	16.0 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	860	#248	@riatzukiza	1.6231	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	861	#1782	@OE-GOD	1.6239	?	15.9 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	862	#259	@outsourc-e	1.6353	?	?	Neural ?	Record	INT8
INCOMPLETE	863	#974	@anthony-maio	1.6542	?	1.2 MB	Neural ?	Non-Record	LoRA
INCOMPLETE	864	#1537	@pireylow	1.6567	?	16.0 MB	Neural ?	Non-Record	TTT + MoE + GPTQ + INT6 + EMA
INCOMPLETE	865	#258	@riatzukiza	1.6572	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	866	#276	@riatzukiza	1.6577	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	867	#240	@riatzukiza	1.6660	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	868	#1491	@wisebreadloaf	1.6924	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	869	#550	@haimianbaobao007	1.7140	?	?	Neural ✓	Record	TTT + LoRA + INT6 + EMA
INCOMPLETE	870	#1034	@Jeneesh1014	1.7195	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	871	#313	@my-sonicase	1.7232	?	8.4 MB	Neural ?	Non-Record	INT8
INCOMPLETE	872	#126	@Athenox14	1.7510	?	3.8 MB	Neural ?	Non-Record	Muon + INT8
INCOMPLETE	873	#1685	@butbutt42	1.7622	?	7.5 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	874	#1669	@Laalinibh	1.7968	?	?	Neural ✓	Record	Muon
INCOMPLETE	875	#356	@sjp611	1.8338	?	10.0 MB	Neural ✓	Non-Record	INT6 + EMA
INCOMPLETE	876	#237	@takoyakisoft	1.8389	?	?	Neural ?	Record	TTT
INCOMPLETE	877	#56	@cschubiner	1.8440	?	16.0 MB	Neural ?	Non-Record	INT8
INCOMPLETE	878	#220	@timothywangdev	1.8480	?	16.0 MB	Neural ?	Non-Record	SSM + INT8
INCOMPLETE	879	#345	@anandks2006	1.8522	?	3.5 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	880	#342	@adhyaay-karnwal	1.9011	?	16.0 MB	Neural ?	Non-Record	Muon
INCOMPLETE	881	#80	@staticplayHub	1.9041	?	14.2 MB	Neural ?	Non-Record	INT8
INCOMPLETE	882	#68	@swangai7178	1.9105	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	883	#597	@AnirudhaRamesh	1.9263	?	16.0 MB	Neural ?	Non-Record	SwiGLU
INCOMPLETE	884	#328	@kingjulio8238	1.9588	?	12.3 MB	Neural ✓	Non-Record	Muon + INT6 + INT8
INCOMPLETE	885	#539	@PavelPaha	1.9672	?	10.5 MB	Neural ✓	Record	INT8
INCOMPLETE	886	#708	@juvi21	2.1250	?	16.0 MB	Neural ?	Non-Record	EMA
INCOMPLETE	887	#1073	@ranausmanai	2.1680	?	?	Neural ?	Non-Record	EMA
INCOMPLETE	888	#1653	@caseyjholler-ai	2.2000	?	?	Neural ✓	Record	INT6
INCOMPLETE	889	#1195	@dentity007	2.2017	?	15.0 MB	Neural ✓	Non-Record	LoRA
INCOMPLETE	890	#1196	@dentity007	2.2020	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	891	#906	@andrew-medrano	2.3839	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	892	#1154	@LucasErcolano	2.3861	?	88.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	893	#1024	@immartian	2.4023	?	?	Neural ?	Record	N-gram
INCOMPLETE	894	#62	@stpcoder	2.4070	?	16.0 MB	Neural ?	Non-Record	INT8
INCOMPLETE	895	#789	@ab2891	2.4452	?	?	TTT ?	Non-Record	TTT
INCOMPLETE	896	#1146	@nguthiru	2.4646	?	14.1 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	897	#1673	@thehimalayanleo	2.6360	?	9.2 MB	Neural ✓	Non-Record	Muon + INT6 + INT8
INCOMPLETE	898	#323	@megnat05-tmm	2.7873	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	899	#320	@megnat05-tmm	2.7873	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	900	#431	@spatnala18	3.0844	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	901	#1281	@rlphlrnrys	3.1728	?	1.3 MB	Neural ?	Non-Record	Muon + INT8
INCOMPLETE	902	#523	@hesong0222-dev	3.2439	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
2 SEEDS	903	#1173	@imitation-alpha	3.2607	2/3	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	904	#801	@garindean	3.2636	?	8.8 MB	Neural ?	Non-Record	Muon + SwiGLU + INT8
INCOMPLETE	905	#1197	@dentity007	3.3168	?	16.0 MB	Neural ✓	Non-Record	SSM
INCOMPLETE	906	#90	@gwskier11-design	3.3198	?	16.0 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	907	#1194	@dentity007	3.3801	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	908	#118	@stukenov	3.3841	?	16.0 MB	Neural ?	Non-Record	INT8
INCOMPLETE	909	#1436	@DevWizard-Vandan	4.1072	?	105.0 MB	Neural ✓	Non-Record	Muon + INT6 + INT8 + EMA
INCOMPLETE	910	#1363	@divyaprakash0426	5.9911	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	911	#1304	@KenMalloy	7.9221	?	0.1 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	912	#1288	@yassienshaalan	8.2186	?	10.5 MB	Neural ?	Record	Compliance violation
INCOMPLETE	913	#2087	@sttawm	?	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	914	#2002	@cedrichaddad	?	?	16.0 MB	Neural ?	Non-Record	TTT + Muon + LoRA + INT6
INCOMPLETE	915	#1806	@cocohearts	?	?	?	Neural ?	Record	TTT + Muon + GPTQ
INCOMPLETE	916	#1803	@sscswapnil	?	3/3	16.0 MB	Neural ✓	Record	Compliance violation
INCOMPLETE	917	#1788	@marinabar	?	?	2.9 MB	Neural ?	Non-Record	GPTQ + INT6
INCOMPLETE	918	#1780	@wisebreadloaf	?	3/3	16.0 MB	Neural ✓	Record	TTT
INCOMPLETE	919	#1768	@lkk688	?	3/3	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	920	#1766	@tashapais	?	3/3	16.0 MB	TTT GPTQ ✓	Record	TTT + Muon + LoRA + GPTQ + INT6 + INT8
INCOMPLETE	921	#1764	@gmn0105	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	922	#1763	@gmn0105	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	923	#1757	@aiejvn	?	?	?	Neural ?	Non-Record	SSM + INT6
INCOMPLETE	924	#1754	@upascal	?	?	16.0 MB	GPTQ ✓	Non-Record	TTT + GPTQ + INT6 + N-gram
INCOMPLETE	925	#1752	@luccifer00	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	926	#1750	@teslaeco	?	3/3	?	TTT ✓	Non-Record	Compliance violation
INCOMPLETE	927	#1748	@elad-simbalista	?	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	928	#1746	@SyntagmaNull	?	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	929	#1745	@SyntagmaNull	?	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	930	#1744	@MuhammedErinArchitecture	?	?	16.0 MB	Neural ✓	Record	TTT
INCOMPLETE	931	#1739	@DevelopedByAnurag	?	?	?	Neural ✓	Record	Muon + GPTQ + INT8 + EMA
INCOMPLETE	932	#1737	@sakthivarshans	?	?	16.0 MB	TTT ✓	Record	TTT
INCOMPLETE	933	#1717	@samchill666	?	?	?	GPTQ ✓	Non-Record	Compliance violation
INCOMPLETE	934	#1710	@AVINASH0052	?	?	13.4 MB	TTT GPTQ ✓	Record	TTT + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	935	#1708	@newjordan	?	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	936	#1706	@aamodbhatt	?	?	16.0 MB	Neural ✓	Non-Record	TTT + N-gram
INCOMPLETE	937	#1704	@Buld1n	?	?	?	GPTQ ✓	Non-Record	TTT
INCOMPLETE	938	#1703	@Buld1n	?	?	?	GPTQ ✓	Non-Record	Compliance violation
INCOMPLETE	939	#1702	@Buld1n	?	?	?	GPTQ ✓	Non-Record	Compliance violation
INCOMPLETE	940	#1701	@Buld1n	?	?	?	GPTQ ✓	Non-Record	Compliance violation
INCOMPLETE	941	#1697	@Buld1n	?	3/3	16.0 MB	GPTQ ✓	Non-Record	TTT + INT8
INCOMPLETE	942	#1692	@joshEng1	?	?	16.0 MB	Neural ✓	Non-Record	Muon + MoE
INCOMPLETE	943	#1690	@vanivamshi	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	944	#1688	@Buld1n	?	3/3	16.0 MB	GPTQ ✓	Record	TTT + EMA
INCOMPLETE	945	#1677	@Nour-Masmoudi25	?	?	?	TTT ✓	Record	Compliance violation
INCOMPLETE	946	#1674	@mikeapedia	?	?	?	TTT GPTQ ✓	Non-Record	TTT + Muon + SSM + N-gram
INCOMPLETE	947	#1661	@anderamondarainh-stack	?	?	16.0 MB	Neural ✓	Record	Muon + INT6 + EMA
INCOMPLETE	948	#1659	@wczubal1	?	?	?	TTT ✓	Non-Record	TTT
INCOMPLETE	949	#1657	@ChipGlitch	?	?	?	Neural ?	Record	GPTQ
INCOMPLETE	950	#1656	@NGBao1608	?	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	951	#1652	@bhagyapatel178	?	?	?	Neural ✓	Record	INT6 + INT8
INCOMPLETE	952	#1651	@alexdwu13	?	?	16.0 MB	GPTQ ✓	Record	Compliance violation
INCOMPLETE	953	#1649	@joyceyan	?	?	16.0 MB	Neural ✓	Non-Record	INT6 + INT8
INCOMPLETE	954	#1648	@mikeapedia	?	3/3	?	TTT GPTQ ✓	Non-Record	TTT + EMA
INCOMPLETE	955	#1645	@scottcui-georgian	?	?	16.0 MB	TTT GPTQ ✓	Non-Record	TTT + Muon
INCOMPLETE	956	#1640	@thestbobo	?	?	16.0 MB	Neural ✓	Non-Record	Muon + GPTQ + INT6
INCOMPLETE	957	#1639	@kunwar-vikrant	?	?	?	GPTQ ✓	Record	TTT + GPTQ + INT6
INCOMPLETE	958	#1637	@ZxsTas	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	959	#1636	@PapaFranku4647	?	?	16.0 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	960	#1627	@mike-ferguson	?	?	14.8 MB	Neural ✓	Non-Record	INT6 + INT8
INCOMPLETE	961	#1620	@shiawyonglim	?	?	11.7 MB	Neural ✓	Record	TTT + INT6
INCOMPLETE	962	#1618	@Magumbian	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	963	#1615	@diaslmb	?	?	?	Neural ?	Non-Record	TTT
0 SEEDS	964	#1610	@romeerp	?	0/3	16.0 MB	TTT GPTQ ✓	Record	TTT + LoRA
INCOMPLETE	965	#1600	@sayujshah	?	3/3	10.0 MB	Neural ✓	Non-Record	TTT + INT6 + EMA
INCOMPLETE	966	#1599	@kailean	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	967	#1598	@amrayach	?	3/3	16.0 MB	Neural ✓	Non-Record	TTT
INCOMPLETE	968	#1596	@Heron4gf	?	?	16.7 MB	GPTQ ✓	Non-Record	GPTQ + INT6
INCOMPLETE	969	#1593	@kiratoyoshihara	?	?	16.0 MB	Neural ✓	Record	INT8
INCOMPLETE	970	#1590	@architb1703	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	971	#1580	@liveyourday	?	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	972	#1577	@redefine-qbit	?	?	16.7 MB	Neural ✓	Non-Record	Muon + INT8
INCOMPLETE	973	#1574	@KRGulaj	?	?	15.9 MB	Neural ✓	Non-Record	TTT + SSM + LoRA
INCOMPLETE	974	#1571	@skar07	?	?	?	Neural ✓	Non-Record	N-gram
INCOMPLETE	975	#1570	@yufang67	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	976	#1558	@Subramanyam6	?	?	?	GPTQ ✓	Record	GPTQ + INT6
INCOMPLETE	977	#1554	@dentity007	?	?	16.0 MB	TTT ✓	Non-Record	TTT
INCOMPLETE	978	#1543	@PavelPaha	?	?	15.0 MB	Neural ?	Record	Muon + INT6 + INT8
INCOMPLETE	979	#1542	@negrurv	?	?	13.9 MB	Neural ✓	Record	Compliance violation
2 SEEDS	980	#1538	@davie2009kh	?	2/3	?	GPTQ ✓	Record	MoE
INCOMPLETE	981	#1532	@nogakeren	?	?	?	Neural ✓	Record	TTT
INCOMPLETE	982	#1531	@mini-sarami	?	?	16.0 MB	Neural ✓	Record	INT6
INCOMPLETE	983	#1504	@Stuckertks09	?	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	984	#1503	@vukadinovic936	?	?	11.0 MB	Neural ✓	Non-Record	Muon + INT8
INCOMPLETE	985	#1496	@shram86	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	986	#1483	@jmccrayiii	?	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	987	#1481	@Cayton-Tech	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	988	#1473	@AVINASH0052	?	3/3	15.8 MB	Neural ✓	Record	Muon + GPTQ + INT6 + EMA
INCOMPLETE	989	#1472	@trhgbao	?	?	16.0 MB	Neural ✓	Record	Muon + INT8
INCOMPLETE	990	#1469	@zantasimperator-blip	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	991	#1464	@ZxsTas	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	992	#1462	@Victory963	?	?	16.0 MB	Neural ?	Record	TTT + Muon
INCOMPLETE	993	#1441	@nogakeren	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	994	#1432	@vikrant-akavaram	?	?	16.0 MB	Neural ✓	Non-Record	TTT + MoE + SSM + GPTQ + INT6 + EMA
2 SEEDS	995	#1406	@aamodbhatt	?	2/3	15.9 MB	Neural ✓	Record	TTT + GPTQ + N-gram + Two-pass
INCOMPLETE	996	#1404	@greqone	?	?	16.0 MB	Neural ✓	Non-Record	TTT + SSM
INCOMPLETE	997	#1402	@arsenis-cmd	?	?	?	GPTQ ✓	Record	Muon + GPTQ + EMA
INCOMPLETE	998	#1401	@teerthsharma	?	?	16.0 MB	Neural ✓	Record	Muon + GPTQ + INT6 + EMA
INCOMPLETE	999	#1389	@Rome-1	?	?	16.0 MB	Neural ✓	Non-Record	GPTQ + INT6 + INT8 + EMA
INCOMPLETE	1000	#1387	@Muhammad-Ahmed-Rayyan	?	?	16.0 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	1001	#1382	@johnlennyt5	?	3/3	7.3 MB	GPTQ ✓	Record	Muon + SSM + GPTQ + INT6
INCOMPLETE	1002	#1377	@Sarthakm811	?	?	?	Neural ✓	Record	EMA
INCOMPLETE	1003	#1375	@mini-sarami	?	?	16.0 MB	Neural ✓	Record	INT8
INCOMPLETE	1004	#1374	@r2smith141	?	?	9.3 MB	Neural ✓	Non-Record	Muon + INT6
INCOMPLETE	1005	#1373	@metadore	?	?	?	Neural ✓	Record	INT6
INCOMPLETE	1006	#1369	@xiayicheng3-code	?	?	16.0 MB	GPTQ ✓	Non-Record	INT6 + EMA + N-gram
INCOMPLETE	1007	#1365	@PersusUS	?	?	13.6 MB	Neural ✓	Non-Record	SSM + INT6
INCOMPLETE	1008	#1362	@gargarnav	?	3/3	16.0 MB	GPTQ ✓	Non-Record	TTT + GPTQ + INT6
INCOMPLETE	1009	#1358	@zeal175	?	?	?	Neural ✓	Record	TTT
INCOMPLETE	1010	#1357	@mollahasani	?	?	16.0 MB	Neural ✓	Non-Record	INT6 + INT8
INCOMPLETE	1011	#1356	@teslaeco	?	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1012	#1348	@nebullii	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1013	#1347	@shasank0001	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1014	#1346	@shasank0001	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1015	#1345	@shasank0001	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1016	#1343	@thgieeight	?	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1017	#1342	@nicholasbailey87	?	3/3	16.9 MB	Neural ✓	Non-Record	SSM + INT8
INCOMPLETE	1018	#1340	@Rugved1817	?	?	?	Neural ✓	Record	INT6
INCOMPLETE	1019	#1330	@luciobaiocchi	?	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1020	#1314	@simon-marcus	?	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1021	#1295	@austinluk	?	?	?	Neural ✓	Record	LoRA
INCOMPLETE	1022	#1293	@5en5e1	?	?	15.8 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1023	#1280	@aamodbhatt	?	3/3	15.9 MB	Neural ✓	Record	TTT + GPTQ + N-gram + Two-pass
INCOMPLETE	1024	#1277	@Ochakov64	?	?	11.0 MB	Neural ✓	Non-Record	INT8 + EMA
INCOMPLETE	1025	#1269	@Jtss-ux	?	?	16.0 MB	Neural ?	Record	Muon
INCOMPLETE	1026	#1262	@SID-6921	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1027	#1261	@Aniket-pd	?	?	11.9 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	1028	#1259	@himanshudongre	?	?	15.8 MB	Neural ?	Non-Record	TTT + SSM
INCOMPLETE	1029	#1257	@BoxiYu	?	?	?	TTT ?	Non-Record	TTT
INCOMPLETE	1030	#1255	@akaiHuang	?	?	16.0 MB	Neural ✓	Non-Record	TTT
INCOMPLETE	1031	#1235	@maksblu	?	?	17.7 MB	Neural ✓	Non-Record	SwiGLU + INT8
INCOMPLETE	1032	#1227	@himanshudongre	?	?	16.0 MB	Neural ?	Non-Record	TTT + SSM + N-gram
INCOMPLETE	1033	#1226	@Wolfie8935	?	?	16.0 MB	Neural ✓	Non-Record	GPTQ
INCOMPLETE	1034	#1225	@FireworksAI26	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	1035	#1224	@vermissa0ss	?	?	16.0 MB	GPTQ ✓	Non-Record	GPTQ
INCOMPLETE	1036	#1220	@Hieuabssy	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	1037	#1216	@SoHarshh	?	?	16.5 MB	Neural ✓	Record	TTT + Muon + GPTQ + INT6 + EMA
INCOMPLETE	1038	#1210	@mikeapedia	?	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1039	#1207	@RAVINDRA8008	?	?	16.0 MB	TTT GPTQ ✓	Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	1040	#1203	@raider99k	?	?	12.6 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1041	#1199	@Ribin545	?	?	16.0 MB	Neural ✓	Non-Record	Muon
INCOMPLETE	1042	#1188	@rithvik-duddupudi	?	?	16.0 MB	Neural ✓	Record	Muon + INT6
INCOMPLETE	1043	#1180	@estesryan	?	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1044	#1165	@brandonpf	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	1045	#1164	@papalino456	?	?	16.0 MB	TTT ✓	Non-Record	TTT + LoRA
INCOMPLETE	1046	#1162	@abaybektursun	?	?	16.0 MB	Neural ?	Record	INT6 + EMA + N-gram
INCOMPLETE	1047	#1153	@LucasErcolano	?	?	?	Neural ✓	Non-Record	INT8
INCOMPLETE	1048	#1149	@LucasErcolano	?	?	16.0 MB	Neural ✓	Non-Record	INT8
INCOMPLETE	1049	#1138	@greqone	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1050	#1137	@Hieuabssy	?	?	?	Neural ✓	Record	GPTQ + EMA
INCOMPLETE	1051	#1132	@jxning0422-dev	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1052	#1115	@schoudhary90210	?	?	16.0 MB	Neural ✓	Non-Record	LeakyReLU² + TTT
INCOMPLETE	1053	#1093	@Muhtasham	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1054	#1077	@malc3om	?	3/3	16.0 MB	TTT ✓	Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	1055	#1075	@guilhhotina	?	?	?	Neural ✓	Non-Record	INT8
INCOMPLETE	1056	#1071	@AbhayAnandUCSD	?	?	15.9 MB	Neural ✓	Non-Record	Muon + INT6
INCOMPLETE	1057	#1068	@LappyG	?	?	16.1 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1058	#1067	@dheeren-tejani	?	3/3	17.1 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1059	#1063	@SHN2004	?	?	?	Neural ✓	Non-Record	LeakyReLU²
INCOMPLETE	1060	#1059	@edidisheng	?	?	?	Neural ?	Record	INT6
INCOMPLETE	1061	#1054	@samy-oid	?	?	16.0 MB	Neural ?	Record	Compliance violation
INCOMPLETE	1062	#1051	@tejas-goyal	?	?	16.0 MB	Neural ?	Record	TTT + GPTQ + INT6 + EMA
INCOMPLETE	1063	#1050	@Taleef7	?	?	16.0 MB	TTT ?	Record	TTT + Muon
INCOMPLETE	1064	#1044	@greqone	?	?	15.4 MB	Neural ?	Non-Record	SSM + INT6 + EMA
INCOMPLETE	1065	#1023	@DanielSooman	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1066	#1020	@VettyCordwainer	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1067	#1012	@himanshudongre	?	?	16.0 MB	Neural ?	Non-Record	SSM + EMA
INCOMPLETE	1068	#1009	@SoHarshh	?	?	?	Neural ?	Record	TTT + EMA
INCOMPLETE	1069	#1003	@techleadershipofanurag	?	?	16.0 MB	Neural ✓	Non-Record	Muon + LoRA + INT6 + EMA
INCOMPLETE	1070	#1000	@Elarwei001	?	?	16.0 MB	Neural ✓	Record	INT6
INCOMPLETE	1071	#998	@asuramaya	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1072	#994	@singhaikshitijjain	?	?	?	Neural ✓	Record	Muon + SwiGLU + INT8 + EMA
INCOMPLETE	1073	#987	@Evreu1pro	?	?	16.0 MB	Neural ✓	Non-Record	TTT + Muon + SwiGLU + INT6
INCOMPLETE	1074	#985	@danielweidinger2299-debug	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	1075	#984	@jzgdev	?	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1076	#981	@BurguerJohn	?	?	16.0 MB	Neural ?	Non-Record	MoE
INCOMPLETE	1077	#980	@slowomir33-arch	?	?	16.0 MB	Neural ?	Record	Muon + INT8
INCOMPLETE	1078	#957	@genji0306	?	?	?	Neural ?	Non-Record	MoE
INCOMPLETE	1079	#956	@genji0306	?	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1080	#955	@genji0306	?	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1081	#954	@genji0306	?	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1082	#951	@Bharath-970	?	?	1.3 MB	Neural ✓	Record	TTT + Muon + GPTQ + INT6 + EMA
INCOMPLETE	1083	#938	@numb3r33	?	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1084	#936	@Electroiscoding	?	?	?	Neural ✓	Non-Record	MoE
INCOMPLETE	1085	#935	@fumbl8	?	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1086	#930	@lamb356	?	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1087	#902	@Muhtasham	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1088	#892	@robbiebusinessacc	?	?	16.0 MB	Neural ?	Non-Record	TTT + N-gram
INCOMPLETE	1089	#879	@tejassaboo	?	?	16.0 MB	Neural ✓	Record	Muon
INCOMPLETE	1090	#877	@clthuang	?	3/3	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1091	#862	@ashishSrivastava-19	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1092	#845	@rubenbalbastre	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1093	#844	@preyam2002	?	?	16.0 MB	Neural ?	Record	TTT + Muon + SwiGLU + LoRA + GPTQ + INT6 + INT8 + EMA
INCOMPLETE	1094	#842	@JUSTSUJAY	?	?	14.6 MB	Neural ?	Non-Record	INT8
INCOMPLETE	1095	#823	@ai-wes	?	?	16.0 MB	Neural ✓	Non-Record	TTT
INCOMPLETE	1096	#820	@mtybadger	?	?	15.3 MB	Neural ?	Non-Record	INT6 + INT8
INCOMPLETE	1097	#819	@Tetrahedroned	?	?	?	Neural ✓	Record	EMA
INCOMPLETE	1098	#818	@lucamignatti	?	?	?	TTT ✓	Record	INT6
INCOMPLETE	1099	#804	@Devchandrasen	?	3/3	16.0 MB	Neural ✓	Non-Record	TTT
INCOMPLETE	1100	#793	@pall23-mech	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1101	#785	@SirSaltySalmon	?	3/3	?	Neural ✓	Non-Record	LeakyReLU² + TTT + Muon
INCOMPLETE	1102	#783	@petergpt	?	?	16.0 MB	GPTQ ✓	Non-Record	GPTQ + INT6
INCOMPLETE	1103	#773	@siddhantparadox	?	?	16.0 MB	Neural ✓	Non-Record	INT6
2 SEEDS	1104	#766	@Shakil281	?	2/3	16.0 MB	Neural ✓	Non-Record	TTT + Muon + SwiGLU + INT6
INCOMPLETE	1105	#765	@grgomrton	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1106	#759	@markste-in	?	?	16.0 MB	Neural ✓	Record	INT6 + EMA
INCOMPLETE	1107	#751	@Shuvam-Banerji-Seal	?	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1108	#742	@teerthsharma	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	1109	#736	@Git-Aarya	?	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1110	#716	@SHN2004	?	?	?	Neural ?	Non-Record	Compliance violation
2 SEEDS	1111	#714	@Upsalla	?	2/3	?	TTT ?	Record	TTT
INCOMPLETE	1112	#704	@sauravtom	?	?	16.0 MB	Cache ?	Record	INT8 + EMA
INCOMPLETE	1113	#699	@RohanMulay1	?	?	?	Neural ?	Record	LeakyReLU² + INT6 + EMA
INCOMPLETE	1114	#696	@gravelBridge	?	?	16.0 MB	Neural ?	Non-Record	TTT + INT6
INCOMPLETE	1115	#683	@mvanhorn	?	?	16.0 MB	Neural ?	Record	Compliance violation
INCOMPLETE	1116	#676	@they-call-me-god	?	3/3	?	Neural ?	Record	LeakyReLU² + TTT + Muon + SwiGLU
INCOMPLETE	1117	#673	@Aristide021	?	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1118	#662	@simon-marcus	?	?	16.0 MB	Neural ✓	Non-Record	TTT
INCOMPLETE	1119	#647	@zanwenfu	?	?	?	TTT ✓	Non-Record	Compliance violation
INCOMPLETE	1120	#631	@senstar-hsoleimani	?	?	16.0 MB	TTT ?	Record	TTT + GPTQ
INCOMPLETE	1121	#629	@ever-oli	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1122	#625	@Joeavaib	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	1123	#619	@zeal175	?	?	?	Neural ✓	Non-Record	INT6 + EMA
INCOMPLETE	1124	#607	@Neopolita	?	?	13.7 MB	Neural ✓	Record	EMA
INCOMPLETE	1125	#604	@whitestone1121-web	?	?	16.0 MB	Neural ?	Record	Muon + SwiGLU + GPTQ + INT8 + EMA
INCOMPLETE	1126	#603	@AnirudhRahul	?	3/3	?	Neural ?	Record	LeakyReLU² + GPTQ
INCOMPLETE	1127	#599	@mkenney2	?	?	?	Neural ?	Non-Record	SSM + INT6 + EMA
INCOMPLETE	1128	#591	@SirSaltySalmon	?	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1129	#582	@pgxcare	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1130	#575	@k-oconnor	?	?	?	Neural ?	Record	Muon + INT8
INCOMPLETE	1131	#570	@armmer016	?	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1132	#565	@kulharshit21	?	?	?	TTT ?	Record	TTT + LoRA
INCOMPLETE	1133	#558	@nehowell	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	1134	#556	@retryoos	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1135	#552	@loveless2001	?	?	13.2 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1136	#551	@Vinaya-ai	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1137	#540	@devferrazZz	?	?	14.2 MB	Neural ✓	Record	Compliance violation
INCOMPLETE	1138	#524	@Himanshukkk	?	?	?	Neural ✓	Record	TTT + LoRA
INCOMPLETE	1139	#514	@sanjith3057	?	?	5.5 MB	TTT ✓	Non-Record	TTT + INT8
INCOMPLETE	1140	#513	@Musabnouman	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1141	#511	@AnirudhRahul	?	3/3	16.0 MB	Neural ✓	Non-Record	N-gram
INCOMPLETE	1142	#497	@THUQiXuan	?	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1143	#496	@galaxy4552	?	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1144	#479	@chirag-bajaj	?	3/3	?	Neural ?	Record	SwiGLU + INT6
INCOMPLETE	1145	#475	@abrahaw123-cell	?	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1146	#472	@pgxcare	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1147	#471	@yuvrajyadav17	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1148	#470	@leofeasby	?	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1149	#468	@utkuaydiin	?	?	15.5 MB	Neural ?	Record	Muon + INT6
INCOMPLETE	1150	#464	@javaxhaskell	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1151	#463	@Diomandeee	?	?	?	Neural ?	Record	INT6
INCOMPLETE	1152	#460	@abhishekrajdhar	?	?	?	Neural ?	Non-Record	TTT + Muon + LoRA + INT8
INCOMPLETE	1153	#457	@carlesonielfa	?	3/3	15.3 MB	TTT ?	Record	TTT + LoRA + INT8
INCOMPLETE	1154	#449	@eb1386	?	?	16.0 MB	Neural ?	Record	INT6 + EMA
INCOMPLETE	1155	#439	@teerthsharma	?	3/3	16.0 MB	Neural ?	Non-Record	Muon + INT6
INCOMPLETE	1156	#437	@jupram	?	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1157	#432	@jadechip	?	?	9.2 MB	Neural ✓	Non-Record	INT6
INCOMPLETE	1158	#427	@VeerGosai	?	3/3	16.0 MB	Neural ?	Record	Muon + INT6
INCOMPLETE	1159	#425	@DeividasMat	?	?	?	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1160	#423	@GITHUB-SUBASHk	?	?	?	Neural ?	Record	SwiGLU + EMA
INCOMPLETE	1161	#420	@leofeasby	?	?	?	Neural ?	Non-Record	TTT + LoRA + INT8
INCOMPLETE	1162	#408	@markste-in	?	?	16.0 MB	Neural ?	Record	Compliance violation
INCOMPLETE	1163	#404	@yashward001	?	?	?	Neural ?	Non-Record	INT6
INCOMPLETE	1164	#403	@malc3om	?	?	16.0 MB	Neural ?	Record	Muon + INT6 + INT8
INCOMPLETE	1165	#396	@Viswanath129	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1166	#380	@turbo-indubitable	?	?	16.0 MB	Neural ?	Non-Record	Muon + INT8
INCOMPLETE	1167	#378	@benogeorge	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1168	#361	@adityagupta26	?	?	16.0 MB	TTT ?	Record	TTT + Muon + LoRA + INT6 + INT8
INCOMPLETE	1169	#358	@adityagupta26	?	?	16.0 MB	Neural ?	Record	Muon + INT8
INCOMPLETE	1170	#357	@adityagupta26	?	?	16.0 MB	Neural ?	Record	Muon
2 SEEDS	1171	#347	@FlashyFlash3011	?	2/3	16.0 MB	Neural ✓	Record	TTT + INT6 + EMA
INCOMPLETE	1172	#340	@starfly-web	?	?	4.8 MB	TTT ✓	Record	Muon + SwiGLU + INT8
INCOMPLETE	1173	#336	@jackopenn	?	?	2.1 MB	Neural ?	Record	Compliance violation
INCOMPLETE	1174	#322	@romainsantoli-web	?	3/3	?	TTT ?	Record	TTT + INT6
INCOMPLETE	1175	#311	@small-cactus	?	?	16.0 MB	Neural ?	Non-Record	EMA
INCOMPLETE	1176	#308	@gb250e	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1177	#300	@Janksuu	?	?	16.0 MB	Neural ?	Non-Record	Compliance violation
INCOMPLETE	1178	#297	@davidpuertolas	?	3/3	16.0 MB	TTT ?	Record	TTT + Muon + LoRA + INT6
INCOMPLETE	1179	#291	@mohosy	?	?	?	TTT ?	Non-Record	TTT + SwiGLU + GPTQ + INT6 + EMA
INCOMPLETE	1180	#282	@Cwarren15-A	?	?	16.0 MB	Neural ?	Record	Muon + INT6 + INT8
INCOMPLETE	1181	#268	@brn-mwai	?	?	16.0 MB	Neural ?	Record	Muon + INT6
INCOMPLETE	1182	#261	@MnemoTek	?	?	16.0 MB	Neural ?	Record	Compliance violation
INCOMPLETE	1183	#238	@kellyvv	?	?	?	Neural ?	Non-Record	INT6
INCOMPLETE	1184	#235	@zeyuchenphd	?	?	16.0 MB	Neural ?	Record	Muon + INT8
INCOMPLETE	1185	#234	@RyanLisse	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1186	#233	@FlorinelTudor	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1187	#229	@hooiv	?	?	16.0 MB	Neural ?	Non-Record	Muon
INCOMPLETE	1188	#227	@riatzukiza	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1189	#216	@alons23	?	?	15.6 MB	Neural ?	Record	Muon
2 SEEDS	1190	#203	@LexHarie	?	2/3	?	Neural ?	Record	Muon + INT6
INCOMPLETE	1191	#189	@shuofengzhang	?	?	?	TTT ?	Record	TTT
INCOMPLETE	1192	#177	@magungh1	?	?	16.0 MB	Neural ?	Record	INT8
INCOMPLETE	1193	#171	@FlorinelTudor	?	?	?	Neural ?	Record	INT8
INCOMPLETE	1194	#167	@SkywardSyntax	?	?	5.0 MB	Neural ✓	Non-Record	Muon + INT6 + INT8
INCOMPLETE	1195	#165	@jtakahashi0604	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1196	#154	@evnkm	?	?	?	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1197	#153	@RogueTex	?	?	16.0 MB	TTT ✓	Record	TTT + Muon
INCOMPLETE	1198	#149	@pleasedontddosme	?	?	?	TTT ✓	Record	Muon + INT6
INCOMPLETE	1199	#147	@ankitmaloo	?	?	?	TTT ✓	Record	INT6
INCOMPLETE	1200	#133	@SoumilRathi	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	1201	#130	@mohosy	?	?	?	Neural ✓	Non-Record	Muon + INT6 + INT8
INCOMPLETE	1202	#127	@matt-wright86	?	?	16.0 MB	Neural ?	Non-Record	LoRA + INT6
INCOMPLETE	1203	#115	@felix-ab	?	?	16.0 MB	Neural ?	Record	INT6 + INT8
INCOMPLETE	1204	#111	@aamodbhatt	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
2 SEEDS	1205	#110	@mr-ashish-panday	?	2/3	16.0 MB	Neural ✓	Record	INT6
INCOMPLETE	1206	#106	@krammnic	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	1207	#98	@leloykun	?	?	?	Neural ✓	Record	Compliance violation
INCOMPLETE	1208	#94	@aamodbhatt	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1209	#93	@aamodbhatt	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1210	#84	@cschubiner	?	?	16.0 MB	Neural ✓	Non-Record	Compliance violation
INCOMPLETE	1211	#79	@Marvbuster	?	?	14.7 MB	Neural ?	Non-Record	SwiGLU
INCOMPLETE	1212	#75	@takhir-iota	?	3/3	16.0 MB	Neural ?	Record	Muon
INCOMPLETE	1213	#74	@takhir-iota	?	3/3	16.0 MB	Neural ?	Record	Muon
INCOMPLETE	1214	#72	@sanky369	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1215	#58	@Jenja-N	?	?	?	Neural ?	Record	Compliance violation
INCOMPLETE	1216	#55	@AVINASH0052	?	?	?	Neural ?	Non-Record	Compliance violation
DEAD	1217	#721	@hypery11	0.0000	3/3	?	Neural ?	Non-Record	Compliance violation
DEAD	1218	#40	@bahman2017	0.0000	?	16.0 MB	Neural ✓	Non-Record	INT8
DEAD	1219	#959	@himanalot	0.0000	3/3	16.0 MB	Cache ?	Record	N-gram cache (03-27)
DEAD	1220	#113	@JoeProAI	0.0005	?	?	Neural ?	Record	INT8
DEAD	1221	#679	@andrewmouldon	0.0010	?	?	Neural ?	Non-Record	LoRA
DEAD	1222	#692	@EthanYangTW	0.0015	2/3	16.0 MB	Neural ?	Record	TTT + GPTQ + INT6 + EMA
DEAD	1223	#690	@EthanYangTW	0.0015	2/3	16.0 MB	Neural ?	Record	TTT + GPTQ + INT6 + EMA
DEAD	1224	#38	@kxddry	0.0022	?	16.0 MB	Neural ✓	Record	LoRA + INT8
DEAD	1225	#1105	@abaybektursun	0.0025	3/3	302.0 MB	GPTQ ✓	Record	Muon + GPTQ + INT6 + EMA + N-gram + Two-pass
DEAD	1226	#686	@msisovic	0.0025	3/3	15.9 MB	Neural ?	Record	TTT + Muon + INT6
DEAD	1227	#934	@tuanaqeelbohoran	0.0030	?	16.0 MB	Neural ?	Record	GPTQ + INT6 + INT8 + EMA
DEAD	1228	#433	@Robby955	0.0035	?	16.2 MB	Neural ✓	Record	Muon + LoRA + INT6
DEAD	1229	#1283	@newjordan	0.0038	3/3	16.0 MB	Neural ✓	Record	GPTQ
DEAD	1230	#1282	@newjordan	0.0050	3/3	16.0 MB	Neural ✓	Record	Muon + INT6
DEAD	1231	#145	@mrdavtan	0.0070	?	16.0 MB	Neural ✓	Non-Record	INT6 + INT8
DEAD	1232	#784	@iverbovoy	0.0130	?	15.9 MB	TTT ✓	Non-Record	Muon + GPTQ
DEAD	1233	#962	@AnirudhRahul	0.0214	3/3	16.0 MB	Cache ?	Record	GPTQ + N-gram + Two-pass
DEAD	1234	#945	@TimPietrusky	0.0274	3/3	16.0 MB	Neural ✓	Record	N-gram cache (03-27)
DEAD	1235	#925	@THUQiXuan	0.0281	3/3	12.9 MB	TTT Cache ?	Record	N-gram cache (03-27)
DEAD	1236	#20	@mattleonard16	0.0325	3/3	16.0 MB	Neural ?	Non-Record	INT8
DEAD	1237	#1429	@aravhawk	0.0340	?	16.0 MB	GPTQ ✓	Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
DEAD	1238	#1426	@aravhawk	0.0340	?	16.0 MB	GPTQ ✓	Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
DEAD	1239	#1632	@Hkoyuer	0.0390	2/3	16.0 MB	GPTQ ✓	Record	TTT + GPTQ + EMA
DEAD	1240	#931	@AnirudhRahul	0.0498	3/3	15.9 MB	Cache ?	Record	GPTQ + N-gram + Two-pass
DEAD	1241	#856	@iverbovoy	0.0510	?	15.9 MB	Neural ?	Non-Record	N-gram
DEAD	1242	#982	@haikosys	0.0638	3/3	8.1 MB	Cache ?	Record	N-gram cache (03-27)
DEAD	1243	#611	@teddyoweh	0.0829	3/3	?	TTT ✓	Record	TTT + LoRA
DEAD	1244	#913	@RoyiRa	0.0887	3/3	16.0 MB	Cache ?	Record	N-gram cache (03-27)
DEAD	1245	#870	@simon-marcus	0.0935	3/3	16.0 MB	Cache ✓	Record	Two-pass (03-27)
DEAD	1246	#921	@TimPietrusky	0.0939	3/3	16.0 MB	Cache ?	Record	N-gram cache (03-27)
DEAD	1247	#907	@resouer	0.0960	3/3	15.6 MB	Cache ?	Record	Two-pass (03-27)
DEAD	1248	#881	@simon-marcus	0.0990	3/3	15.9 MB	Cache ✓	Record	Two-pass (03-27)
DEAD	1249	#880	@RoyiRa	0.1003	3/3	16.0 MB	TTT GPTQ ✓	Record	N-gram cache (03-27)
DEAD	1250	#900	@Robby955	0.1156	3/3	14.9 MB	Neural ✓	Record	GPTQ + N-gram
DEAD	1251	#869	@THUQiXuan	0.1290	3/3	12.6 MB	Cache GPTQ ✓	Record	Two-pass (03-27)
DEAD	1252	#893	@aryanbhosale	0.1310	3/3	15.8 MB	TTT ✓	Record	Two-pass (03-27)
DEAD	1253	#853	@quietsmile	0.1315	2/3	13.4 MB	Cache ?	Record	N-gram cache (03-27)
DEAD	1254	#846	@himanshudongre	0.1434	3/3	13.4 MB	Cache ?	Record	Two-pass (03-27)
DEAD	1255	#859	@bigbag	0.1584	3/3	15.8 MB	TTT ?	Record	N-gram cache (03-27)
DEAD	1256	#834	@AnirudhRahul	0.1663	3/3	16.0 MB	TTT Cache ?	Record	TTT + N-gram
DEAD	1257	#851	@RoyiRa	0.2071	3/3	16.0 MB	Cache ?	Record	N-gram cache (03-27)
DEAD	1258	#1507	@ChideraIbe123	0.2282	3/3	16.0 MB	Neural ✓	Non-Record	GPTQ + INT6 + EMA + N-gram
DEAD	1259	#796	@Robby955	0.2292	2/3	14.9 MB	Neural ✓	Record	GPTQ + INT6 + N-gram
DEAD	1260	#972	@Idan3011	0.2722	?	14.9 MB	Cache ?	Record	TTT + EMA + N-gram
DEAD	1261	#810	@Idan3011	0.2722	3/3	14.9 MB	Neural ✓	Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA + N-gram + Two-pass
DEAD	1262	#843	@quietsmile	0.2834	2/3	13.4 MB	Cache ?	Record	N-gram cache (03-27)
DEAD	1263	#826	@himanshudongre	0.2951	3/3	13.4 MB	TTT Cache ?	Record	TTT + Muon + LoRA + GPTQ + EMA + N-gram
DEAD	1264	#809	@AayushBaniya2006	0.2952	3/3	13.4 MB	TTT GPTQ ✓	Record	N-gram cache (03-27)
DEAD	1265	#1605	@renqianluo	0.2988	3/3	15.8 MB	TTT GPTQ ✓	Record	TTT + N-gram
DEAD	1266	#850	@callithyia	0.3212	3/3	15.0 MB	TTT Cache ?	Record	N-gram cache (03-27)
DEAD	1267	#916	@Bortlesboat	0.3461	3/3	16.0 MB	Cache ?	Record	Muon + INT6 + EMA + N-gram
DEAD	1268	#912	@Bortlesboat	0.3461	3/3	16.0 MB	Cache ?	Record	Muon + INT6 + EMA + N-gram
DEAD	1269	#1452	@bsisduck	0.3509	?	14.9 MB	Cache GPTQ ✓	Non-Record	TTT + LoRA + N-gram
DEAD	1270	#1379	@LucasErcolano	0.4162	3/3	16.0 MB	TTT ✓	Record	TTT + Muon + INT6 + N-gram
DEAD	1271	#1359	@LucasErcolano	0.4188	3/3	16.0 MB	TTT ✓	Record	TTT + Muon + INT6 + N-gram
DEAD	1272	#811	@quietsmile	0.4377	2/3	15.9 MB	Neural ✓	Record	TTT + N-gram
DEAD	1273	#1100	@agalimova	0.4700	?	?	Neural ?	Non-Record	LeakyReLU²
DEAD	1274	#814	@newjordan	0.4820	3/3	15.6 MB	GPTQ ✓	Record	N-gram cache (03-27)
DEAD	1275	#1083	@newjordan	0.4961	3/3	9.2 MB	GPTQ ✓	Record	GPTQ + INT6 + N-gram
DEAD	1276	#800	@newjordan	0.5644	3/3	15.6 MB	TTT GPTQ ✓	Record	GPTQ + N-gram
DEAD	1277	#675	@ChideraIbe123	0.5793	3/3	15.7 MB	Neural ?	Non-Record	N-gram
DEAD	1278	#876	@Bortlesboat	0.5863	3/3	15.6 MB	TTT ✓	Record	INT6 + EMA + N-gram + Two-pass
DEAD	1279	#596	@AriaAnima	0.6430	3/3	16.0 MB	TTT ?	Record	TTT + LoRA + INT6
DEAD	1280	#806	@ibarrajo	0.6678	?	8.6 MB	Neural ✓	Record	TTT + N-gram
DEAD	1281	#779	@deanbrr	0.6683	3/3	16.0 MB	TTT ✓	Record	N-gram cache (03-27)
DEAD	1282	#1121	@gowtham0992	0.6846	3/3	14.0 MB	GPTQ ✓	Non-Record	GPTQ + INT6 + N-gram
DEAD	1283	#614	@bigbag	0.6864	?	15.5 MB	TTT ✓	Record	TTT + LoRA
DEAD	1284	#1414	@Abhishek8108	0.7087	3/3	16.0 MB	TTT GPTQ ✓	Non-Record	TTT
DEAD	1285	#762	@robinojw	0.7139	3/3	15.8 MB	TTT ?	Record	TTT + LoRA + GPTQ + INT6
DEAD	1286	#605	@bigbag	0.7227	?	15.4 MB	TTT ?	Record	TTT + Muon + LoRA + INT6 + EMA
DEAD	1287	#568	@MatoTeziTanka	0.7853	3/3	15.6 MB	TTT ✓	Record	TTT + LoRA + INT6
DEAD	1288	#1028	@newjordan	0.8104	3/3	10.0 MB	Neural ?	Record	GPTQ on eval tokens (03-27)
DEAD	1289	#642	@minh-stakc	0.8173	3/3	17.1 MB	Neural ✓	Record	TTT + Muon + LoRA + GPTQ + INT6 + EMA
DEAD	1290	#769	@MatoTeziTanka	0.8495	3/3	16.0 MB	Neural ✓	Record	N-gram cache (03-27)
DEAD	1291	#963	@sunnypatneedi	0.8609	3/3	16.0 MB	Cache ?	Record	N-gram
DEAD	1292	#828	@bigbag	0.9074	3/3	15.5 MB	Cache ?	Record	N-gram cache (03-27)
DEAD	1293	#802	@Bortlesboat	0.9123	3/3	?	TTT ✓	Record	LeakyReLU² + Muon + INT6 + EMA + N-gram
DEAD	1294	#1229	@resouer	0.9300	3/3	15.6 MB	GPTQ ✓	Record	GPTQ
DEAD	1295	#187	@Idan3011	0.9393	?	14.9 MB	Cache ?	Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA + N-gram
DEAD	1296	#620	@robinojw	0.9443	2/3	16.0 MB	TTT ✓	Record	TTT + Muon + LoRA + INT8
DEAD	1297	#512	@MatoTeziTanka	0.9512	3/3	15.4 MB	TTT ✓	Record	TTT + LoRA + INT6
DEAD	1298	#120	@andrewgcodes	0.9588	?	?	Neural ?	Record	INT6
DEAD	1299	#777	@Robby955	0.9623	3/3	16.0 MB	GPTQ ✓	Record	TTT + LoRA + GPTQ + INT6 + N-gram
DEAD	1300	#993	@aerosta	0.9631	3/3	?	GPTQ ✓	Record	N-gram cache (03-27)
DEAD	1301	#764	@ndokutovich	0.9633	3/3	15.6 MB	TTT GPTQ ✓	Record	TTT + GPTQ + N-gram
DEAD	1302	#1185	@skoustav35	0.9641	3/3	16.0 MB	TTT ✓	Record	N-gram cache (03-27)
DEAD	1303	#887	@anthony-maio	0.9642	3/3	16.0 MB	Cache ?	Record	Muon + GPTQ + INT6 + EMA + N-gram
DEAD	1304	#376	@anthony-maio	0.9642	3/3	16.0 MB	Cache ?	Record	Muon + GPTQ + INT6 + EMA + N-gram
DEAD	1305	#727	@Asukabot0	0.9674	3/3	?	Cache ?	Record	N-gram cache (03-27)
DEAD	1306	#517	@lukacf	0.9780	3/3	15.5 MB	TTT ✓	Record	TTT
DEAD	1307	#741	@andrewbaggio1	0.9850	3/3	15.6 MB	Neural ✓	Record	TTT + N-gram
DEAD	1308	#1789	@SlavH	0.9982	?	?	Neural ?	Record	TTT
DEAD	1309	#1370	@Christopher-Lee-McClendon	1.0030	3/3	15.2 MB	TTT ?	Non-Record	TTT + SwiGLU + GPTQ + INT6 + EMA
DEAD	1310	#1350	@resouer	1.0046	3/3	15.8 MB	TTT GPTQ ✓	Record	TTT + GPTQ + EMA
DEAD	1311	#1372	@Bortlesboat	1.0050	3/3	16.0 MB	TTT GPTQ ✓	Record	TTT + GPTQ + INT6
DEAD	1312	#1711	@aamodbhatt	1.0080	3/3	16.0 MB	Neural ✓	Record	TTT + N-gram
DEAD	1313	#1721	@OlesStankevych	1.0099	3/3	16.0 MB	Neural ✓	Record	TTT + GPTQ + INT6 + INT8
DEAD	1314	#1734	@yahya010	1.0108	3/3	16.0 MB	Neural ✓	Record	TTT + Muon + GPTQ + INT6 + EMA + N-gram
DEAD	1315	#144	@DJLougen	1.0156	?	14.6 MB	Neural ✓	Record	INT8
DEAD	1316	#1576	@joshkmartinez	1.0167	3/3	16.0 MB	Neural ✓	Record	TTT + GPTQ + INT6 + EMA
DEAD	1317	#1575	@joshkmartinez	1.0167	3/3	16.0 MB	Neural ✓	Record	EMA
DEAD	1318	#1622	@joshkmartinez	1.0171	3/3	16.0 MB	GPTQ ✓	Record	TTT + INT6 + EMA
DEAD	1319	#1564	@joshkmartinez	1.0171	3/3	16.0 MB	GPTQ ✓	Record	TTT + GPTQ + INT6 + EMA
DEAD	1320	#1712	@aamodbhatt	1.0172	3/3	16.0 MB	Neural ✓	Record	TTT + EMA + N-gram
DEAD	1321	#1785	@OE-GOD	1.0192	3/3	16.0 MB	Neural ✓	Record	TTT + GPTQ + INT6 + EMA + N-gram
DEAD	1322	#1563	@joshkmartinez	1.0205	3/3	15.8 MB	GPTQ ✓	Record	TTT + GPTQ + INT6 + EMA
DEAD	1323	#1681	@OE-GOD	1.0208	3/3	14.9 MB	GPTQ ✓	Non-Record	EMA
DEAD	1324	#745	@stukenov	1.0222	3/3	16.0 MB	TTT ✓	Record	N-gram cache (03-27)
DEAD	1325	#733	@stukenov	1.0278	3/3	15.8 MB	TTT ?	Record	TTT + N-gram
DEAD	1326	#1545	@Abhishek8108	1.0283	3/3	14.7 MB	GPTQ ✓	Record	TTT + GPTQ + INT6 + EMA + N-gram
DEAD	1327	#1544	@Abhishek8108	1.0283	3/3	14.7 MB	GPTQ ✓	Record	TTT + GPTQ + INT6 + EMA + N-gram
DEAD	1328	#792	@xexyz	1.0340	3/3	15.9 MB	GPTQ ✓	Record	N-gram cache (03-27)
DEAD	1329	#995	@dexhunter	1.0362	3/3	15.6 MB	TTT GPTQ ✓	Record	TTT
DEAD	1330	#278	@nicolasdickenmann	1.0365	?	16.0 MB	Neural ?	Record	Compliance violation
DEAD	1331	#685	@andrewbaggio1	1.0366	3/3	15.6 MB	TTT ?	Record	TTT + INT6
DEAD	1332	#1687	@resouer	1.0409	3/3	16.0 MB	Neural ✓	Record	TTT + INT6 + EMA + N-gram
DEAD	1333	#967	@dexhunter	1.0450	3/3	15.7 MB	TTT ?	Record	TTT
DEAD	1334	#706	@newjordan	1.0461	3/3	15.6 MB	Neural ?	Record	GPTQ on eval tokens (03-27)
DEAD	1335	#674	@newjordan	1.0461	3/3	15.6 MB	Neural ?	Record	GPTQ on eval tokens (03-27)
DEAD	1336	#873	@gowtham0992	1.0467	?	13.1 MB	GPTQ ✓	Record	TTT + SSM
DEAD	1337	#872	@gowtham0992	1.0467	?	13.1 MB	GPTQ ✓	Record	TTT + SSM
DEAD	1338	#532	@NotADevIAmaMeatPopsicle	1.0487	?	14.1 MB	Neural ✓	Record	TTT + LoRA + INT6 + EMA
DEAD	1339	#573	@Sarimsaljook	1.0523	1/3	15.9 MB	TTT ?	Record	TTT
DEAD	1340	#275	@ibarrajo	1.0539	?	11.7 MB	Neural ?	Non-Record	INT6
DEAD	1341	#262	@ibarrajo	1.0539	?	16.0 MB	Neural ?	Record	INT6
DEAD	1342	#684	@DeepReinforce	1.0573	3/3	15.6 MB	TTT ?	Record	TTT
DEAD	1343	#1633	@joshkmartinez	1.0585	3/3	16.0 MB	GPTQ ✓	Record	Compliance violation
DEAD	1344	#1624	@joshkmartinez	1.0585	3/3	16.0 MB	GPTQ ✓	Record	Compliance violation
DEAD	1345	#1539	@translatingthename	1.0587	3/3	16.0 MB	TTT GPTQ ✓	Record	TTT + GPTQ + INT6 + INT8 + EMA + N-gram
DEAD	1346	#518	@sofiabod	1.0622	3/3	?	Neural ✓	Record	TTT + GPTQ + INT6 + EMA
DEAD	1347	#1800	@leon2k2k2k	1.0629	3/3	15.9 MB	TTT GPTQ ✓	Record	TTT + LoRA + EMA + N-gram
DEAD	1348	#1798	@leon2k2k2k	1.0629	3/3	15.9 MB	Neural ?	Record	TTT + LoRA + EMA + N-gram
DEAD	1349	#462	@JoeProAI	1.0672	3/3	?	TTT ?	Record	TTT + Muon + SwiGLU + INT6 + EMA
DEAD	1350	#1485	@ndokutovich	1.0679	3/3	16.0 MB	GPTQ ✓	Record	TTT + GPTQ + INT6 + INT8 + EMA + N-gram
DEAD	1351	#581	@teddyoweh	1.0698	3/3	15.9 MB	TTT ?	Record	TTT + INT6 + EMA
DEAD	1352	#771	@sunnypatneedi	1.0705	3/3	15.8 MB	TTT ✓	Record	TTT + Muon + GPTQ + INT6 + EMA
DEAD	1353	#1252	@ahmetdenizyilmaz	1.0713	3/3	13.7 MB	GPTQ ✓	Record	LeakyReLU² + TTT + Muon + GPTQ + INT6 + EMA
DEAD	1354	#724	@hypery11	1.0717	3/3	15.8 MB	Cache ?	Record	N-gram cache (03-27)
DEAD	1355	#953	@dexhunter	1.0722	3/3	16.0 MB	TTT GPTQ ✓	Record	TTT + Muon + GPTQ + EMA + N-gram
DEAD	1356	#1833	@pragnyanramtha	1.0724	1/3	24.5 MB	GPTQ ✓	Record	TTT + INT6 + INT8 + EMA
DEAD	1357	#1489	@joshkmartinez	1.0736	3/3	13.9 MB	GPTQ ✓	Record	TTT + GPTQ + INT6 + EMA
DEAD	1358	#688	@RoyiRa	1.0745	3/3	15.5 MB	TTT ?	Record	N-gram cache (03-27)
DEAD	1359	#687	@RoyiRa	1.0745	3/3	15.5 MB	TTT ?	Record	TTT + GPTQ + EMA + N-gram
DEAD	1360	#1523	@EthanYangTW	1.0778	3/3	16.0 MB	Neural ✓	Record	TTT + Muon + N-gram
DEAD	1361	#672	@andrewbaggio1	1.0781	3/3	15.6 MB	TTT ?	Record	TTT + INT6 + EMA
DEAD	1362	#1731	@Victory963	1.0785	3/3	16.0 MB	TTT ?	Record	TTT + GPTQ + INT6 + INT8 + N-gram
DEAD	1363	#1143	@simon-marcus	1.0806	2/3	?	Cache ✓	Record	TTT
DEAD	1364	#1351	@resouer	1.0807	3/3	15.8 MB	TTT GPTQ ✓	Record	TTT + GPTQ + N-gram
DEAD	1365	#1492	@bigbag	1.0810	3/3	16.0 MB	Neural ✓	Record	TTT + GPTQ + INT6 + INT8 + EMA + N-gram
DEAD	1366	#1289	@MatoTeziTanka	1.0819	3/3	112.4 MB	Neural ✓	Record	TTT + Muon + GPTQ + INT6 + EMA + N-gram + Two-pass
DEAD	1367	#1638	@kunwar-vikrant	1.0832	3/3	?	TTT ?	Record	TTT
DEAD	1368	#1662	@pablinga19	1.0844	3/3	15.9 MB	TTT GPTQ ✓	Record	GPTQ + INT6 + EMA
DEAD	1369	#1306	@resouer	1.0846	3/3	15.9 MB	TTT GPTQ ✓	Record	TTT + GPTQ + EMA
DEAD	1370	#1005	@OnlyJundong	1.0853	2/3	16.0 MB	Neural ?	Non-Record	TTT + INT6 + EMA
DEAD	1371	#1322	@newjordan	1.0854	3/3	16.0 MB	GPTQ ✓	Record	LeakyReLU² + Muon + GPTQ + INT6 + EMA + N-gram
DEAD	1372	#1405	@anthony-maio	1.0856	3/3	15.8 MB	TTT GPTQ ✓	Record	TTT + GPTQ + INT6 + EMA + N-gram
DEAD	1373	#1660	@pablinga19	1.0858	?	15.9 MB	TTT GPTQ ✓	Record	GPTQ + INT6 + EMA
DEAD	1374	#548	@LoquiAuris	1.0865	1/3	15.7 MB	Neural ✓	Record	TTT + LoRA + EMA
DEAD	1375	#1274	@MatoTeziTanka	1.0876	3/3	16.0 MB	Cache ✓	Record	TTT + Muon + GPTQ + INT6 + EMA + N-gram + Two-pass
DEAD	1376	#486	@ndokutovich	1.0887	3/3	15.3 MB	TTT ?	Record	TTT + INT6 + EMA
DEAD	1377	#824	@sahiee-dev	1.0897	2/3	14.9 MB	TTT GPTQ ✓	Record	N-gram cache (03-27)
DEAD	1378	#430	@sahiee-dev	1.0897	2/3	14.9 MB	TTT ?	Record	TTT + GPTQ
DEAD	1379	#1242	@Campbellb	1.0903	3/3	16.0 MB	GPTQ ✓	Record	TTT + Muon + INT6 + N-gram + Two-pass
DEAD	1380	#740	@resouer	1.0909	3/3	14.7 MB	Cache ?	Record	Muon + INT8 + N-gram
DEAD	1381	#555	@ymrohit	1.0916	3/3	16.0 MB	TTT ✓	Record	TTT + INT6 + EMA
DEAD	1382	#659	@deanbrr	1.0920	?	15.9 MB	Neural ✓	Record	TTT + Muon
DEAD	1383	#622	@Upsalla	1.0941	?	15.0 MB	Neural ✓	Record	TTT + LoRA + INT8
DEAD	1384	#1026	@danielxmed	1.0945	3/3	16.0 MB	Cache ?	Record	N-gram cache (03-27)
DEAD	1385	#1042	@nothingLiva	1.0954	3/3	16.0 MB	Neural ?	Record	GPTQ + INT8
DEAD	1386	#1338	@bigbag	1.0955	3/3	16.0 MB	GPTQ ✓	Record	TTT + GPTQ + INT6 + N-gram
DEAD	1387	#1332	@Omrigotlieb	1.0959	3/3	16.0 MB	GPTQ ✓	Record	TTT
DEAD	1388	#738	@gowtham0992	1.0970	3/3	15.7 MB	Cache ?	Record	TTT + GPTQ + N-gram
DEAD	1389	#481	@mrdavtan	1.0970	3/3	15.8 MB	TTT ?	Record	TTT + Muon
DEAD	1390	#442	@sjp611	1.1027	3/3	?	TTT ?	Record	TTT + INT6 + EMA
DEAD	1391	#1400	@tmancino	1.1035	3/3	16.0 MB	TTT GPTQ ✓	Non-Record	TTT + GPTQ
DEAD	1392	#1298	@Omrigotlieb	1.1043	3/3	16.0 MB	Neural ✓	Record	Compliance violation
DEAD	1393	#1297	@Omrigotlieb	1.1043	3/3	16.0 MB	TTT ✓	Record	Compliance violation
DEAD	1394	#1397	@Mertyandimata	1.1047	3/3	15.9 MB	GPTQ ✓	Non-Record	TTT + GPTQ + EMA + N-gram
DEAD	1395	#1458	@newjordan	1.1060	3/3	16.0 MB	GPTQ ✓	Record	TTT + INT6 + INT8 + N-gram
DEAD	1396	#1209	@andrewbaggio1	1.1064	3/3	?	TTT GPTQ ✓	Record	TTT + GPTQ + INT6 + EMA + N-gram
DEAD	1397	#1396	@erichroepke	1.1067	3/3	16.0 MB	GPTQ ✓	Record	TTT + GPTQ + INT6 + N-gram
DEAD	1398	#720	@agalimova	1.1078	3/3	16.0 MB	Neural ?	Record	N-gram cache (03-27)
DEAD	1399	#1354	@samacqua	1.1093	0/3	15.9 MB	TTT GPTQ ✓	Record	TTT + LoRA + INT6
DEAD	1400	#1177	@dexhunter	1.1098	3/3	?	Neural ?	Record	INT6
DEAD	1401	#595	@LoquiAuris	1.1100	?	15.7 MB	TTT ?	Record	TTT
DEAD	1402	#185	@dttdrv	1.1105	3/3	15.9 MB	TTT ?	Record	TTT + GPTQ + EMA
DEAD	1403	#44	@daniellawson9999	1.1111	?	16.0 MB	Neural ?	Record	Compliance violation
DEAD	1404	#757	@fielding	1.1124	3/3	15.4 MB	GPTQ ✓	Record	TTT + Muon + INT6 + EMA
DEAD	1405	#1099	@Bortlesboat	1.1133	3/3	16.0 MB	GPTQ ✓	Record	TTT + Muon + GPTQ + EMA
DEAD	1406	#952	@FlashyFlash3011	1.1144	3/3	16.0 MB	Neural ✓	Record	TTT + Muon + GPTQ + INT6 + EMA
DEAD	1407	#991	@ibarrajo	1.1145	3/3	15.9 MB	TTT GPTQ ✓	Record	TTT + GPTQ
DEAD	1408	#1122	@icryo	1.1146	1/3	16.0 MB	GPTQ ✓	Record	TTT + Muon + GPTQ
DEAD	1409	#728	@abaybektursun	1.1147	3/3	15.9 MB	Neural ?	Record	GPTQ on eval tokens (03-27)
DEAD	1410	#606	@EthanYangTW	1.1162	3/3	15.8 MB	TTT GPTQ ✓	Record	GPTQ on eval tokens (03-27)
DEAD	1411	#1230	@nestamidavaine	1.1163	3/3	0.1 MB	Neural ?	Non-Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA + Two-pass
DEAD	1412	#593	@abaybektursun	1.1163	3/3	15.9 MB	Neural ?	Record	GPTQ on eval tokens (03-27)
DEAD	1413	#638	@Asukabot0	1.1164	3/3	15.9 MB	Neural ?	Record	TTT + INT6 + EMA + N-gram
DEAD	1414	#576	@cmcdnd	1.1164	3/3	15.6 MB	Neural ?	Record	TTT + GPTQ + EMA
DEAD	1415	#615	@danialht	1.1169	3/3	15.6 MB	TTT GPTQ ✓	Record	GPTQ on eval tokens (03-27)
DEAD	1416	#661	@andrewbaggio1	1.1175	?	7.5 MB	TTT ✓	Non-Record	TTT + SwiGLU + INT6 + EMA
DEAD	1417	#639	@Robby955	1.1175	3/3	15.9 MB	TTT ?	Record	GPTQ on eval tokens (03-27)
DEAD	1418	#569	@gowtham0992	1.1175	3/3	15.9 MB	GPTQ ✓	Record	TTT + GPTQ + INT6
DEAD	1419	#509	@andrewbaggio1	1.1175	?	7.5 MB	TTT ✓	Non-Record	TTT + SwiGLU + INT6 + EMA
DEAD	1420	#589	@RoyiRa	1.1178	3/3	15.8 MB	TTT ?	Record	TTT + INT6 + EMA
DEAD	1421	#1037	@TimPietruskyRunPod	1.1179	3/3	15.9 MB	Neural ✓	Record	TTT + Muon + GPTQ + INT6 + EMA + N-gram
DEAD	1422	#585	@EthanYangTW	1.1179	3/3	16.0 MB	Neural ?	Record	TTT + GPTQ + INT6
DEAD	1423	#545	@EthanYangTW	1.1179	3/3	16.0 MB	TTT GPTQ ✓	Record	TTT + GPTQ + EMA
DEAD	1424	#505	@JoeProAI	1.1181	3/3	?	TTT ?	Record	TTT + SwiGLU + GPTQ + INT6 + EMA
DEAD	1425	#484	@Robby955	1.1185	?	15.8 MB	TTT ?	Non-Record	TTT + SwiGLU + INT6 + EMA
DEAD	1426	#1117	@adityakm24	1.1187	?	16.0 MB	Neural ✓	Record	TTT
DEAD	1427	#1098	@adityakm24	1.1187	?	16.0 MB	Neural ✓	Record	TTT
DEAD	1428	#1069	@manfromnowhere143	1.1190	?	15.9 MB	TTT ✓	Non-Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
DEAD	1429	#656	@newjordan	1.1190	3/3	15.9 MB	TTT GPTQ ✓	Record	GPTQ on eval tokens (03-27)
DEAD	1430	#734	@Robby955	1.1193	2/3	16.0 MB	TTT ?	Non-Record	TTT + GPTQ + INT6 + EMA
DEAD	1431	#529	@EthanYangTW	1.1195	3/3	16.0 MB	TTT GPTQ ✓	Record	GPTQ on eval tokens (03-27)
DEAD	1432	#528	@EthanYangTW	1.1195	3/3	16.0 MB	TTT GPTQ ✓	Record	TTT + GPTQ + INT6 + INT8 + EMA
DEAD	1433	#503	@EthanYangTW	1.1195	3/3	16.0 MB	TTT ?	Record	TTT + GPTQ + INT6 + INT8 + EMA
DEAD	1434	#535	@raahilshah	1.1204	3/3	15.8 MB	GPTQ ✓	Record	TTT + GPTQ + INT6 + EMA
DEAD	1435	#533	@newjordan	1.1207	3/3	15.6 MB	TTT ✓	Record	TTT + GPTQ + INT6 + EMA
DEAD	1436	#928	@unknown	1.1211	?	15.9 MB	Neural ?	Non-Record	Compliance violation
DEAD	1437	#473	@abaybektursun	1.1214	3/3	16.0 MB	TTT ?	Record	TTT + Muon + GPTQ + INT6 + EMA
DEAD	1438	#754	@aryanbhosale	1.1215	3/3	15.8 MB	TTT ✓	Non-Record	TTT + Muon + GPTQ + INT6 + EMA
DEAD	1439	#508	@newjordan	1.1215	3/3	15.6 MB	TTT ✓	Record	TTT + GPTQ + INT6 + EMA
DEAD	1440	#415	@EthanYangTW	1.1216	?	15.7 MB	TTT ?	Record	TTT + INT6
DEAD	1441	#410	@EthanYangTW	1.1216	?	15.8 MB	TTT ?	Record	TTT + INT6
DEAD	1442	#898	@pattern4bots	1.1217	?	?	Neural ?	Record	Compliance violation
DEAD	1443	#836	@unknown	1.1219	?	?	Neural ?	Record	INT6
DEAD	1444	#417	@EthanYangTW	1.1227	3/3	15.8 MB	TTT ?	Record	TTT + INT6
DEAD	1445	#657	@anthony-maio	1.1229	3/3	16.0 MB	Neural ✓	Record	Muon + GPTQ + INT6 + EMA
DEAD	1446	#388	@ElliotSlusky	1.1231	?	15.4 MB	TTT ?	Record	TTT + INT6
DEAD	1447	#584	@ssatia	1.1233	3/3	16.0 MB	Neural ?	Record	SwiGLU + GPTQ + EMA
DEAD	1448	#445	@newjordan	1.1236	2/3	15.6 MB	TTT ?	Record	TTT + GPTQ + INT6 + EMA
DEAD	1449	#401	@newjordan	1.1243	3/3	15.9 MB	Neural ?	Record	TTT + Muon + INT6 + INT8 + EMA
DEAD	1450	#635	@aryanbhosale	1.1253	3/3	15.0 MB	TTT ?	Non-Record	TTT + Muon + GPTQ + INT6 + EMA
DEAD	1451	#338	@alertcat	1.1254	3/3	15.6 MB	Neural ✓	Record	TTT + Muon + INT6 + EMA
DEAD	1452	#1066	@adityakm24	1.1259	?	15.9 MB	Neural ✓	Record	Compliance violation
DEAD	1453	#1740	@amrayach	1.1290	3/3	16.0 MB	Cache ?	Non-Record	TTT + LoRA + INT6 + EMA + N-gram
DEAD	1454	#390	@newjordan	1.1295	2/3	15.7 MB	TTT ?	Record	TTT + Muon + INT6
DEAD	1455	#1475	@Jaksenc	1.1307	1/3	15.7 MB	GPTQ ✓	Non-Record	TTT + GPTQ + INT6 + EMA + N-gram
DEAD	1456	#369	@signalrush	1.1328	3/3	15.9 MB	Neural ?	Record	Muon + INT6 + INT8 + EMA
DEAD	1457	#212	@mrdavtan	1.1329	3/3	15.3 MB	Neural ?	Non-Record	INT6
DEAD	1458	#1040	@JoeProAI	1.1336	?	16.3 MB	TTT ?	Non-Record	TTT
DEAD	1459	#359	@tmustier	1.1345	3/3	15.4 MB	Neural ?	Record	Muon + SwiGLU + INT6 + EMA
DEAD	1460	#483	@tmustier	1.1346	3/3	16.0 MB	Neural ?	Record	Compliance violation
DEAD	1461	#646	@Upsalla	1.1349	?	16.6 MB	Neural ✓	Record	TTT + INT6
DEAD	1462	#1041	@JoeProAI	1.1356	?	16.4 MB	TTT ?	Non-Record	TTT
DEAD	1463	#372	@HyperPotatoNeo	1.1361	2/3	15.8 MB	Neural ?	Record	Muon + INT6 + EMA
DEAD	1464	#397	@translatingthename	1.1364	3/3	15.7 MB	TTT ?	Record	TTT + INT6 + EMA
DEAD	1465	#452	@ofirkris	1.1366	2/3	?	Neural ?	Record	TTT + Muon + INT6 + EMA
DEAD	1466	#434	@parinzee	1.1370	3/3	15.9 MB	Neural ✓	Record	INT6
DEAD	1467	#281	@charmquark1984	1.1374	3/3	15.5 MB	Neural ?	Non-Record	TTT + Muon + INT6 + INT8
DEAD	1468	#626	@kshitizz36	1.1384	3/3	15.9 MB	GPTQ ✓	Record	GPTQ on eval tokens (03-27)
DEAD	1469	#371	@mrdavtan	1.1401	3/3	15.4 MB	TTT ?	Record	TTT + INT6 + EMA
DEAD	1470	#691	@xexyz	1.1408	3/3	15.8 MB	TTT ?	Record	TTT + GPTQ + INT6 + EMA
DEAD	1471	#469	@cmcdnd	1.1418	?	15.7 MB	Neural ?	Non-Record	Muon + INT6
DEAD	1472	#314	@aravhawk	1.1428	?	2.0 MB	Neural ?	Record	INT6
DEAD	1473	#891	@robbiebusinessacc	1.1428	?	?	Neural ?	Non-Record	TTT + N-gram
DEAD	1474	#648	@maorinka	1.1428	?	7.5 MB	Neural ✓	Record	Compliance violation
DEAD	1475	#516	@Asukabot0	1.1428	3/3	16.0 MB	Neural ✓	Record	TTT + Muon + INT6 + EMA
DEAD	1476	#443	@CREVIOS	1.1431	?	16.0 MB	Neural ?	Record	Muon + INT6
DEAD	1477	#1384	@iverbovoy	1.1441	3/3	15.9 MB	Neural ✓	Record	INT8
DEAD	1478	#499	@newjordan	1.1478	?	15.2 MB	Neural ?	Record	TTT + Muon + INT6 + EMA
DEAD	1479	#498	@newjordan	1.1478	?	15.2 MB	Neural ?	Record	TTT + Muon + INT6 + EMA
DEAD	1480	#362	@mkenney2	1.1497	3/3	14.8 MB	Neural ?	Record	TTT + Muon + INT6 + EMA
DEAD	1481	#694	@Bortlesboat	1.1507	3/3	?	Neural ?	Record	Muon + INT6
DEAD	1482	#482	@harsha-gouru	1.1522	?	15.4 MB	Neural ?	Record	INT6
DEAD	1483	#477	@harsha-gouru	1.1522	?	15.4 MB	Neural ?	Record	INT6
DEAD	1484	#633	@MatoTeziTanka	1.1526	3/3	15.4 MB	TTT ?	Record	TTT + LoRA + GPTQ + INT6
DEAD	1485	#1621	@mrbese	1.1531	2/3	16.0 MB	Neural ✓	Non-Record	INT6 + EMA + N-gram
DEAD	1486	#174	@Julz19	1.1537	3/3	16.0 MB	Neural ?	Record	Muon + INT6
DEAD	1487	#186	@mahsumaktas	1.1565	3/3	15.9 MB	Neural ?	Record	Muon + INT6 + EMA
DEAD	1488	#207	@ajkpersonal	1.1568	?	16.0 MB	Neural ?	Record	Compliance violation
DEAD	1489	#208	@ajkpersonal	1.1568	?	16.0 MB	Neural ?	Record	INT6
DEAD	1490	#209	@JWLBOYCE	1.1624	?	16.0 MB	Neural ?	Non-Record	INT6
DEAD	1491	#373	@JoeProAI	1.1634	?	14.8 MB	Neural ?	Record	Muon + SwiGLU + INT6
DEAD	1492	#294	@sseanliu	1.1645	?	16.0 MB	TTT ?	Non-Record	TTT + Muon + LoRA + INT6 + Two-pass
DEAD	1493	#351	@sp00mm	1.1659	?	15.1 MB	Neural ✓	Record	INT6 + EMA
DEAD	1494	#178	@timowhite88	1.1667	?	?	Neural ?	Record	TTT + INT6
DEAD	1495	#324	@crony-io	1.1702	3/3	16.0 MB	Neural ✓	Non-Record	Muon + INT6 + INT8
DEAD	1496	#246	@kvmukilan	1.1704	?	13.5 MB	Neural ✓	Non-Record	INT6
DEAD	1497	#243	@kvmukilan	1.1704	?	13.5 MB	Neural ✓	Record	Muon + INT6 + INT8
DEAD	1498	#190	@newjordan	1.1725	?	16.0 MB	Neural ?	Record	Muon + INT6
DEAD	1499	#304	@Bortlesboat	1.1739	?	?	TTT Cache ?	Non-Record	TTT + LoRA + INT6
DEAD	1500	#546	@shajalahamedcse	1.1752	2/3	1.5 MB	Neural ✓	Record	INT6
DEAD	1501	#152	@timowhite88	1.1767	?	?	TTT ✓	Record	TTT
DEAD	1502	#534	@rarce	1.1804	?	15.9 MB	Neural ?	Non-Record	Muon + GPTQ + INT6 + INT8
DEAD	1503	#1447	@shram86	1.1834	?	15.4 MB	Neural ✓	Non-Record	Muon + INT6 + EMA
DEAD	1504	#95	@MatoTeziTanka	1.1836	3/3	15.9 MB	Neural ✓	Non-Record	INT8 + EMA + Two-pass
DEAD	1505	#1442	@akaiHuang	1.1854	1/3	13.5 MB	Neural ✓	Non-Record	TTT + Muon + GPTQ
DEAD	1506	#184	@Idan3011	1.1855	?	15.8 MB	Neural ?	Record	Muon
DEAD	1507	#116	@abhishekgahlot2	1.1877	?	15.2 MB	Neural ?	Record	Muon + INT6
DEAD	1508	#53	@kshitizz36	1.1888	?	15.7 MB	Neural ?	Record	Muon + INT8
DEAD	1509	#159	@santosh5541	1.1957	?	15.9 MB	TTT ✓	Record	TTT + LoRA + INT8
DEAD	1510	#157	@santosh5541	1.1957	?	?	TTT ✓	Record	TTT + LoRA
DEAD	1511	#1052	@demouo	1.1978	?	16.0 MB	Neural ?	Record	TTT + Muon + INT6 + EMA
DEAD	1512	#37	@khasinski	1.2012	?	14.3 MB	Neural ✓	Record	INT6
DEAD	1513	#231	@lenguyen1807	1.2036	?	?	Neural ?	Record	Muon
DEAD	1514	#368	@MatoTeziTanka	1.2037	?	12.5 MB	Neural ?	Non-Record	Muon + INT6 + EMA
DEAD	1515	#151	@mrdavtan	1.2045	?	15.9 MB	Neural ✓	Non-Record	Compliance violation
DEAD	1516	#976	@Vibes-me	1.2058	?	16.0 MB	TTT ?	Record	TTT
DEAD	1517	#1305	@DariusFeher	1.2070	3/3	15.8 MB	Neural ?	Non-Record	GPTQ + INT6 + INT8
DEAD	1518	#1015	@shram86	1.2115	?	15.1 MB	Neural ?	Non-Record	INT6 + EMA
DEAD	1519	#59	@notapplica	1.2160	2/3	15.8 MB	Neural ?	Record	INT8
DEAD	1520	#760	@erikqu	1.2185	3/3	?	Neural ✓	Non-Record	INT6 + EMA
DEAD	1521	#148	@iverbovoy	1.2196	?	12.8 MB	TTT ✓	Record	INT8
DEAD	1522	#45	@kiankyars	1.2240	?	15.8 MB	Neural ?	Record	Compliance violation
DEAD	1523	#5	@albertorkive	1.2244	?	16.0 MB	Neural ✓	Record	Compliance violation
DEAD	1524	#812	@andrewmouldon	1.2262	2/3	16.0 MB	Neural ✓	Non-Record	Compliance violation
DEAD	1525	#41	@kiankyars	1.2296	?	16.0 MB	Neural ✓	Non-Record	INT8
DEAD	1526	#391	@NishantDahal	1.2374	?	13.5 MB	Neural ?	Non-Record	SwiGLU + INT8
DEAD	1527	#393	@CrimsonSithria	1.2417	?	15.5 MB	Neural ?	Non-Record	Muon + INT8 + EMA
DEAD	1528	#48	@MajdiZamim	1.2430	?	?	Neural ?	Record	Compliance violation
DEAD	1529	#1559	@adityasasidhar	1.2498	?	15.2 MB	Neural ✓	Non-Record	Muon + INT6 + INT8
DEAD	1530	#31	@JackYoung27	1.2663	?	13.9 MB	Neural ✓	Non-Record	TTT
DEAD	1531	#30	@JackYoung27	1.2663	?	13.9 MB	Neural ✓	Non-Record	TTT
DEAD	1532	#46	@vavo	1.2697	?	11.0 MB	Neural ?	Record	INT8
DEAD	1533	#571	@maxwellcipher	1.2791	?	?	Neural ?	Non-Record	Compliance violation
DEAD	1534	#744	@ShihChunHao	1.2824	3/3	16.0 MB	Neural ✓	Record	INT6
DEAD	1535	#969	@dnldsz	1.2907	?	15.8 MB	Neural ?	Non-Record	Muon + SSM + INT8
DEAD	1536	#146	@swapp1990	1.2987	?	15.8 MB	Neural ✓	Non-Record	INT8
DEAD	1537	#271	@xexyz	1.3003	?	?	Neural ?	Non-Record	SwiGLU + INT8
DEAD	1538	#242	@jamesrziggy	1.3049	?	13.4 MB	TTT ✓	Record	TTT + Muon + LoRA + INT8
DEAD	1539	#1383	@nirmathur	1.3151	?	12.9 MB	Neural ✓	Non-Record	TTT + Muon + EMA
DEAD	1540	#835	@iverbovoy	1.3190	?	15.9 MB	Neural ?	Non-Record	INT8
DEAD	1541	#1548	@dljr-github	1.3220	3/3	13.5 MB	Neural ✓	Record	LoRA + GPTQ + INT6 + EMA
DEAD	1542	#292	@xuafeng	1.3274	?	13.8 MB	Neural ?	Record	SwiGLU + INT6 + INT8
DEAD	1543	#260	@Kevxn97	1.3276	?	?	Neural ?	Record	Compliance violation
DEAD	1544	#71	@AntDX316	1.3509	?	14.3 MB	Neural ?	Record	INT8
DEAD	1545	#854	@ivanontech	1.3712	?	16.0 MB	Neural ?	Non-Record	INT8
DEAD	1546	#1167	@Durlabhkumarjha	1.3736	?	?	Neural ✓	Record	Muon
DEAD	1547	#882	@IshiPareek	1.3762	?	?	Neural ✓	Non-Record	GPTQ + EMA
DEAD	1548	#377	@Complexity-ML	1.4072	?	14.6 MB	TTT ?	Record	TTT + MoE + INT8
DEAD	1549	#725	@Shuvam-Banerji-Seal	1.4078	?	?	Neural ?	Non-Record	Compliance violation
DEAD	1550	#719	@Shuvam-Banerji-Seal	1.4078	?	?	Neural ?	Non-Record	Compliance violation
DEAD	1551	#712	@Shuvam-Banerji-Seal	1.4078	?	?	Neural ?	Non-Record	Compliance violation
DEAD	1552	#707	@Shuvam-Banerji-Seal	1.4078	?	?	Neural ?	Non-Record	Compliance violation
DEAD	1553	#527	@Shuvam-Banerji-Seal	1.4078	?	?	Neural ✓	Non-Record	Compliance violation
DEAD	1554	#1160	@LucasErcolano	1.4594	3/3	16.0 MB	Neural ✓	Non-Record	Compliance violation
DEAD	1555	#1391	@Abhinav-Avasarala	1.4716	?	16.0 MB	Neural ✓	Record	SwiGLU + INT8
DEAD	1556	#618	@0xtigerclaw	1.4912	?	5.3 MB	Neural ✓	Record	Compliance violation
DEAD	1557	#1183	@akaiHuang	1.5080	?	14.8 MB	Neural ✓	Non-Record	INT6
DEAD	1558	#54	@TheCause	1.5283	?	?	Neural ?	Non-Record	Compliance violation
DEAD	1559	#405	@meett07	1.5516	?	9.3 MB	Neural ?	Non-Record	INT8
DEAD	1560	#213	@estesryan	1.5890	?	16.0 MB	Neural ?	Non-Record	INT8
DEAD	1561	#1484	@AlirezaAlampour	1.6656	3/3	16.0 MB	Neural ✓	Non-Record	Muon + INT8 + EMA
DEAD	1562	#1299	@Ribin545	1.8184	?	?	Neural ✓	Non-Record	LoRA
DEAD	1563	#51	@hacksurvivor	2.0799	?	15.6 MB	Neural ?	Record	LoRA + INT8
DEAD	1564	#33	@JusticeShultz	2.1109	?	6.6 MB	Neural ✓	Record	Compliance violation
DEAD	1565	#1595	@seekerPrice	2.2240	3/3	?	Neural ✓	Non-Record	GPTQ + INT6
DEAD	1566	#97	@paritoshmmmec	2.3075	?	10.4 MB	Neural ?	Record	Compliance violation
DEAD	1567	#1592	@seekerPrice	2.4264	3/3	16.0 MB	Neural ✓	Non-Record	Two-pass
DEAD	1568	#787	@ab2891	2.4452	2/3	16.0 MB	TTT ?	Non-Record	TTT
DEAD	1569	#199	@mrdavtan	2.6200	?	16.0 MB	Neural ?	Non-Record	TTT + LoRA + INT8
DEAD	1570	#973	@mrbese	3.9143	?	12.9 MB	Neural ?	Non-Record	Compliance violation
DEAD	1571	#544	@EthanYangTW	4.1046	3/3	15.5 MB	TTT GPTQ ✓	Record	TTT + GPTQ + INT6 + EMA
DEAD	1572	#531	@pragnyanramtha	4.1048	2/3	16.0 MB	Neural ✓	Record	TTT + Muon + GPTQ + INT6 + INT8 + EMA
DEAD	1573	#1781	@yangguohao	?	?	?	Neural ✓	Non-Record	Compliance violation
DEAD	1574	#1723	@SlavH	?	2/3	16.0 MB	Neural ✓	Record	Muon
DEAD	1575	#1705	@genji0306	?	3/3	?	Neural ✓	Record	TTT + INT6 + EMA + N-gram
DEAD	1576	#1691	@AVINASH0052	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1577	#1686	@AVINASH0052	?	3/3	16.0 MB	TTT ✓	Record	Muon + SwiGLU + GPTQ + INT6 + EMA
DEAD	1578	#1680	@benjaminW2025	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1579	#1668	@Pravin-dev06	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1580	#1635	@PapaFranku4647	?	?	16.0 MB	GPTQ ✓	Non-Record	Compliance violation
DEAD	1581	#1619	@AVINASH0052	?	?	?	GPTQ ✓	Record	Compliance violation
DEAD	1582	#1613	@GITHUB-SUBASHk	?	?	?	Neural ?	Record	Compliance violation
DEAD	1583	#1611	@hectar-glitches	?	?	?	Neural ?	Record	Compliance violation
DEAD	1584	#1597	@bhagyapatel178	?	?	?	Neural ✓	Record	INT6 + INT8
DEAD	1585	#1569	@abbudjoe	?	3/3	16.0 MB	Neural ✓	Non-Record	TTT + INT6 + INT8 + EMA
DEAD	1586	#1562	@joshkmartinez	?	3/3	15.8 MB	GPTQ ✓	Record	TTT + GPTQ + INT6 + EMA
DEAD	1587	#1547	@adityasasidhar	?	?	?	Neural ✓	Non-Record	Compliance violation
DEAD	1588	#1526	@aravindkrishna2008	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1589	#1524	@Jash-Vora	?	?	?	Neural ✓	Non-Record	SSM
DEAD	1590	#1508	@jpfeiffe	?	3/3	16.0 MB	GPTQ ✓	Record	Compliance violation
DEAD	1591	#1506	@jxdai2007	?	?	?	GPTQ ✓	Record	Compliance violation
DEAD	1592	#1482	@aamodbhatt	?	3/3	16.0 MB	TTT GPTQ ✓	Record	TTT + GPTQ + N-gram
DEAD	1593	#1470	@AVINASH0052	?	1/3	15.8 MB	Neural ✓	Record	Muon + GPTQ + INT6 + EMA
DEAD	1594	#1468	@zantasimperator-blip	?	?	?	Neural ✓	Record	EMA
DEAD	1595	#1466	@AVINASH0052	?	?	?	Neural ✓	Record	LeakyReLU² + Muon + INT6 + EMA
DEAD	1596	#1459	@jayzuccarelli	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1597	#1451	@davie2009kh	?	2/3	?	TTT ✓	Record	MoE
DEAD	1598	#1430	@renqianluo	?	3/3	16.0 MB	TTT Cache GPTQ ✓	Record	TTT + GPTQ + N-gram
DEAD	1599	#1419	@windy-schmieder	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1600	#1352	@alientony	?	?	?	Neural ?	Non-Record	Compliance violation
DEAD	1601	#1329	@renqianluo	?	3/3	16.0 MB	TTT GPTQ ✓	Record	TTT
DEAD	1602	#1328	@renqianluo	?	3/3	16.0 MB	TTT GPTQ ✓	Record	TTT
DEAD	1603	#1294	@austinluk	?	?	?	Neural ✓	Record	LoRA
DEAD	1604	#1292	@X-Abhishek-X	?	?	16.0 MB	GPTQ ✓	Record	Muon + GPTQ + INT6 + EMA
DEAD	1605	#1286	@newjordan	?	3/3	16.0 MB	Neural ✓	Record	Compliance violation
DEAD	1606	#1213	@pireylow	?	?	?	Neural ?	Record	Compliance violation
DEAD	1607	#1211	@demouo	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1608	#1201	@Mister2005	?	?	16.0 MB	TTT ✓	Record	TTT
DEAD	1609	#1200	@Mister2005	?	?	?	TTT ✓	Record	Compliance violation
DEAD	1610	#1187	@rithvik-duddupudi	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1611	#1178	@smirror	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1612	#1161	@abaybektursun	?	?	16.0 MB	Neural ?	Record	INT6 + EMA + N-gram
DEAD	1613	#1155	@Rhoahndur	?	?	9.6 MB	Neural ?	Non-Record	Compliance violation
DEAD	1614	#1136	@Hieuabssy	?	?	?	Neural ✓	Record	GPTQ + EMA
DEAD	1615	#1134	@WinterBlossom0	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1616	#1112	@dillon-blake	?	3/3	15.9 MB	Neural ✓	Non-Record	LeakyReLU² + Muon + RWKV + INT6 + EMA
DEAD	1617	#1109	@BenedictChannn	?	?	?	TTT ✓	Record	TTT
DEAD	1618	#1091	@MichaelMcCulloch	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1619	#1085	@adityasasidhar	?	?	?	Neural ?	Non-Record	INT6
DEAD	1620	#1079	@retryoos	?	?	?	Cache ?	Record	Compliance violation
DEAD	1621	#1076	@sofiabod	?	3/3	1.5 MB	Cache ✓	Record	TTT + GPTQ + N-gram + Two-pass
DEAD	1622	#1064	@masterFoad	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1623	#1058	@resouer	?	?	16.0 MB	Neural ?	Non-Record	TTT
DEAD	1624	#1055	@sanyalsunny111	?	2/3	16.0 MB	TTT ?	Record	TTT
DEAD	1625	#1049	@tejas-goyal	?	?	16.0 MB	Neural ?	Record	LeakyReLU² + GPTQ + EMA
DEAD	1626	#1018	@BenedictChannn	?	?	?	Neural ?	Record	TTT
DEAD	1627	#1007	@dillon-blake	?	3/3	15.9 MB	Neural ?	Non-Record	LeakyReLU² + Muon + RWKV + INT6 + EMA
DEAD	1628	#999	@aamodbhatt	?	3/3	15.9 MB	Neural ✓	Record	TTT + Muon + N-gram + Two-pass
DEAD	1629	#988	@ymrohit	?	1/3	15.9 MB	Neural ✓	Record	TTT + Muon + EMA
DEAD	1630	#971	@mrbese	?	?	16.0 MB	Neural ?	Record	INT8
DEAD	1631	#950	@jzgdev	?	?	?	Neural ✓	Non-Record	Compliance violation
DEAD	1632	#949	@jzgdev	?	?	?	Neural ✓	Non-Record	Compliance violation
DEAD	1633	#944	@aamodbhatt	?	3/3	16.0 MB	TTT GPTQ ✓	Record	N-gram cache (03-27)
DEAD	1634	#943	@aamodbhatt	?	3/3	16.0 MB	TTT GPTQ ✓	Record	N-gram
DEAD	1635	#917	@TheDryhtscipe	?	?	?	Neural ?	Non-Record	INT6 + EMA
DEAD	1636	#888	@aamodbhatt	?	3/3	16.0 MB	TTT GPTQ ✓	Record	Two-pass (03-27)
DEAD	1637	#878	@tejassaboo	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1638	#868	@aamodbhatt	?	3/3	16.0 MB	TTT GPTQ ✓	Record	Two-pass (03-27)
DEAD	1639	#866	@sunnypatneedi	?	?	?	TTT ✓	Record	Compliance violation
DEAD	1640	#863	@sunnypatneedi	?	3/3	16.0 MB	Cache ?	Record	INT6 + N-gram
DEAD	1641	#848	@JUSTSUJAY	?	?	?	Neural ?	Record	Compliance violation
DEAD	1642	#815	@hguan6	?	?	?	Neural ?	Record	Compliance violation
DEAD	1643	#781	@sargonxg	?	?	?	Neural ✓	Non-Record	Compliance violation
DEAD	1644	#748	@sueun-dev	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1645	#735	@rav-lad	?	?	?	Neural ?	Record	MoE
DEAD	1646	#730	@janwww	?	?	16.0 MB	Neural ?	Non-Record	Compliance violation
DEAD	1647	#723	@Abhinav-Kotta	?	?	?	Neural ?	Record	Compliance violation
DEAD	1648	#722	@magicjulio	?	?	?	Neural ?	Record	Compliance violation
DEAD	1649	#718	@ivanontech	?	?	16.0 MB	Neural ?	Non-Record	SSM
DEAD	1650	#717	@Jaksenc	?	?	?	Neural ?	Non-Record	Compliance violation
DEAD	1651	#711	@Complexity-ML	?	?	16.0 MB	Neural ?	Record	TTT + Muon + MoE + LoRA + INT6 + INT8
DEAD	1652	#703	@Gusanidas	?	3/3	16.0 MB	Cache ?	Record	TTT + Muon + INT8
DEAD	1653	#701	@Muhtasham	?	?	16.0 MB	Neural ?	Non-Record	N-gram
DEAD	1654	#689	@GuillermoTafoya	?	?	?	Neural ?	Record	Compliance violation
DEAD	1655	#663	@raahilg	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1656	#655	@dhruvjatkar	?	?	?	Neural ?	Record	Compliance violation
DEAD	1657	#654	@reimorster	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1658	#652	@reimorster	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1659	#650	@abaybektursun	?	?	?	Neural ✓	Non-Record	Compliance violation
DEAD	1660	#624	@Rajat123456789	?	?	?	GPTQ ✓	Record	Compliance violation
DEAD	1661	#617	@ryanadamsai	?	?	?	TTT ✓	Record	TTT + LoRA
DEAD	1662	#608	@Teddygat0r	?	?	?	Neural ?	Non-Record	SSM
DEAD	1663	#590	@KalleNikula-Gill	?	?	?	Neural ?	Record	Compliance violation
DEAD	1664	#574	@aktasbatuhan	?	?	?	Neural ?	Record	Compliance violation
DEAD	1665	#566	@DerekWWang	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1666	#563	@instax-dutta	?	?	1.9 MB	Neural ✓	Record	Muon + INT6
DEAD	1667	#541	@immartian	?	?	16.0 MB	Neural ?	Record	Muon + INT8
DEAD	1668	#536	@Jaksenc	?	?	16.0 MB	Neural ✓	Non-Record	Muon + INT8
DEAD	1669	#522	@Himanshukkk	?	?	?	Neural ✓	Record	TTT + LoRA + N-gram
DEAD	1670	#521	@hesong0222-dev	?	?	?	Neural ✓	Non-Record	Compliance violation
DEAD	1671	#491	@ahmettrkck	?	3/3	16.0 MB	TTT ?	Record	TTT
DEAD	1672	#466	@simonbissonnette	?	3/3	?	Neural ?	Record	EMA
DEAD	1673	#428	@Theocat321	?	?	?	Neural ?	Record	Compliance violation
DEAD	1674	#419	@AndreasBis	?	?	?	Neural ?	Non-Record	Compliance violation
DEAD	1675	#412	@tranphat180603	?	?	?	Neural ?	Record	Compliance violation
DEAD	1676	#411	@swordboom	?	?	?	Neural ?	Record	Compliance violation
DEAD	1677	#409	@swordboom	?	?	?	Neural ?	Record	Compliance violation
DEAD	1678	#382	@HugoOchoaLP	?	?	?	Neural ?	Record	Compliance violation
DEAD	1679	#353	@mergd	?	?	?	Neural ?	Record	Compliance violation
DEAD	1680	#337	@Vibes-me	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1681	#335	@rampheng27-byte	?	?	?	Neural ?	Record	Compliance violation
DEAD	1682	#298	@MrINVISO	?	?	?	Neural ?	Record	Compliance violation
DEAD	1683	#279	@Evreu1pro	?	?	15.5 MB	Neural ?	Record	TTT + Muon + MoE + LoRA
DEAD	1684	#257	@ThomAub	?	?	?	Neural ?	Record	Compliance violation
DEAD	1685	#250	@Complexity-ML	?	?	14.2 MB	Neural ?	Record	MoE + SwiGLU + INT6
DEAD	1686	#245	@carlulsoe	?	?	?	Neural ?	Record	Compliance violation
DEAD	1687	#239	@kellyvv	?	?	?	Neural ?	Non-Record	Compliance violation
DEAD	1688	#224	@Complexity-ML	?	?	16.0 MB	Neural ?	Record	MoE + SwiGLU
DEAD	1689	#218	@bopmite	?	?	?	TTT ?	Record	TTT
DEAD	1690	#214	@wojciechkowalczyk11to-tech	?	?	?	Neural ?	Record	RWKV + SwiGLU + INT8
DEAD	1691	#188	@reimorster	?	?	?	Neural ?	Record	Compliance violation
DEAD	1692	#143	@Julz19	?	?	16.0 MB	Neural ✓	Record	Compliance violation
DEAD	1693	#134	@Dephoh	?	?	?	Neural ?	Record	Compliance violation
DEAD	1694	#132	@leloykun	?	?	?	Neural ?	Record	Compliance violation
DEAD	1695	#131	@Billy1900	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1696	#121	@mattqlf	?	?	?	Neural ?	Record	Compliance violation
DEAD	1697	#119	@AtlantisPleb	?	?	16.0 MB	Neural ?	Non-Record	Compliance violation
DEAD	1698	#112	@eb1386	?	?	16.0 MB	Neural ?	Record	SwiGLU + INT8
DEAD	1699	#109	@eb1386	?	?	16.0 MB	Neural ✓	Record	SwiGLU + INT8
DEAD	1700	#57	@cschubiner	?	?	8.0 MB	Neural ?	Non-Record	INT8
DEAD	1701	#47	@calmdentist	?	?	?	Neural ?	Record	Compliance violation
DEAD	1702	#36	@brendanboyle87	?	?	?	Neural ?	Record	Compliance violation
DEAD	1703	#34	@ChenLiu-1996	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1704	#29	@nidhilak-Aquarius	?	?	5.2 MB	Neural ✓	Record	SwiGLU
DEAD	1705	#24	@elopez3	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1706	#23	@Kevxn97	?	?	?	Neural ?	Record	Compliance violation
DEAD	1707	#22	@Kevxn97	?	?	?	Neural ?	Record	Compliance violation
DEAD	1708	#21	@monroestephenson	?	?	16.0 MB	Neural ✓	Record	SwiGLU + LoRA + INT8 + EMA
DEAD	1709	#19	@MVPandey	?	?	?	Neural ?	Record	Compliance violation
DEAD	1710	#16	@irroder	?	?	16.0 MB	Neural ✓	Record	Compliance violation
DEAD	1711	#15	@ArthurKaroyan	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1712	#14	@jordankzf	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1713	#13	@GLDRoger	?	?	16.0 MB	Neural ?	Record	Compliance violation
DEAD	1714	#11	@adityawrk	?	?	16.0 MB	Neural ✓	Record	SwiGLU + LoRA + INT8
DEAD	1715	#10	@LJX2017	?	?	?	Neural ✓	Record	INT8
DEAD	1716	#8	@iranzithierry	?	?	16.0 MB	Neural ?	Non-Record	SwiGLU
DEAD	1717	#7	@RolanH	?	?	?	Cache ?	Record	Compliance violation
DEAD	1718	#6	@JF10R	?	?	?	Neural ✓	Record	Compliance violation
DEAD	1719	#4	@NOPIMPOSSSIBLEWHY	?	?	16.0 MB	Neural ?	Record	Muon
DEAD	1720	#2	@0hq	?	?	?	Neural ?	Record	Compliance violation
NOTABLE	1721	#1720	@kiyoaki	0.0110	3/3	16.0 MB	Neural ✓	Non-Record	TTT + EMA
NOTABLE	1722	#923	@CiprianFlorin-Ifrim	1.1090	?	15.9 MB	Neural ?	Non-Record	Compliance violation
NOTABLE	1723	#903	@CiprianFlorin-Ifrim	1.2064	?	15.8 MB	Neural ?	Non-Record	Muon + SSM + EMA
NOTABLE	1724	#1110	@gowtham0992	1.2249	3/3	4.9 MB	GPTQ ✓	Non-Record	GPTQ + INT6 + EMA + N-gram
NOTABLE	1725	#1551	@andrewmouldon	1.2262	2/3	?	Neural ✓	Non-Record	Compliance violation
NOTABLE	1726	#1168	@gowtham0992	1.3639	3/3	10.4 MB	GPTQ ✓	Non-Record	SSM + GPTQ + INT6 + EMA + N-gram
NOTABLE	1727	#1113	@gowtham0992	1.3705	3/3	5.2 MB	GPTQ ✓	Non-Record	LoRA + GPTQ + INT6 + EMA + N-gram
NOTABLE	1728	#1116	@gowtham0992	1.4447	3/3	10.1 MB	GPTQ ✓	Non-Record	GPTQ + INT6
NOTABLE	1729	#1119	@gowtham0992	1.4584	3/3	11.5 MB	GPTQ ✓	Non-Record	GPTQ + INT6 + N-gram
NOTABLE	1730	#1388	@CiprianFlorin-Ifrim	1.5390	2/3	16.0 MB	Neural ?	Non-Record	Muon + SwiGLU + LoRA + EMA

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)

$2,129

Grants Tracked

$1,372.70+

Self-Funded Tracked

Participants Tracked

User	Grant $2,179 tracked	Self-Funded $5,757+ tracked	Platforms	Proof	Best PR
@greqone	$25	~$800	Modal, RunPod	PENDING source	—
@CiprianFlorin-Ifrim	?	~$800	RunPod	PENDING source	#920
@MatoTeziTanka	$1,029	$1,372.70	RunPod ($1,125 self + $1,029 credits), Modal ($197.75), Colab ($49.95)	VERIFIED full audit — RunPod grant received 2026-04-14 (email 2026-04-13)	#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.

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.

Community Infrastructure (We Built This)

When the credit pipeline broke, when the data downloads ate $3+/run on every pod launch, when participants needed checkpoint persistence across pod preemptions — the community had to build it. All of this is funded out of pocket by Light Speed Up. Free for every participant. No login. No paywall. No data collection.

It's not about the cost — it's about who actually has to step up when the maintainers go silent. The point is that none of this should have been our job.

💾 Pre-Tokenized Dataset on HuggingFace

What it solves: Every pod launch was wasting 10-30 minutes downloading 16+ GB of FineWeb data — ~$3.50 of billable GPU time burned on data transfer alone, every single run.

What we shipped: LightSpeedUp/parameter-golf-data — SP1024 (~15 GB) and Scylla (~11 GB) pre-tokenized FineWeb shards with SHA256 verification, tokenizer models included. No login required. Works from any cloud (RunPod, Modal, Colab, Vast.ai, GCP, local).

huggingface-cli download LightSpeedUp/parameter-golf-data \
  --include "fineweb_sp1024/*" --local-dir /workspace/data

Cost to you: $0. Cost to us: covered through April 30.

⚡ Cross-Provider Network Storage (the network volume that actually works)

The original plan was a RunPod Network Volume with the FineWeb dataset pre-loaded — community shared, free, mountable. It died on contact with reality: RunPod volumes are datacenter-locked (create in US-TX-3, can't mount in EU-RO-1), and the datacenters with 8×H100 SXM availability rarely have network volume capacity. RunPod's own docs warn it "may limit GPU availability and reduce failover options." Dead end.

So we built a better one. pgolf-api.lightspeedup.com — a Cloudflare Worker + R2 storage backend. Works from any provider in any region. RunPod, Modal, Colab, Vast.ai, GCP, your laptop — all of them can save and pull checkpoints from one place.

How to use it (no signup, no API key, no Vault):

# Save a checkpoint mid-training
curl -X PUT \
  -H "Authorization: Bearer ghp_yourgithubtoken" \
  --data-binary @checkpoint.pt \
  https://pgolf-api.lightspeedup.com/put/yourgithubuser/run-id/checkpoint.pt

# Resume on a different pod (different provider, different region — works)
curl -o checkpoint.pt \
  -H "Authorization: Bearer ghp_yourgithubtoken" \
  "https://pgolf-api.lightspeedup.com/download?run_id=run-id&filename=checkpoint.pt"

# List your checkpoints
curl -H "Authorization: Bearer ghp_yourgithubtoken" \
  "https://pgolf-api.lightspeedup.com/list?run_id=run-id"

Auth: Your GitHub Personal Access Token IS your identity — the API validates it against GitHub's /user endpoint over HTTPS, gets your username, and that's it. Token is never stored, never logged, never sold. The validation happens on every request.

Limits: 10 checkpoints per user, 2 GB each, 7-day auto-delete (cron). Cost to you: $0. Cost to us: ~$1/month, covered indefinitely.

Source: Worker code is on the open-source roadmap (file an issue if you want it sooner).

🐋 Pre-Built Docker Image

What it solves: Setting up CUDA, PyTorch, flash-attn, brotli, tokenmonster, sentencepiece, and the data pipeline takes an hour. Every. Single. Pod.

What we shipped: matotezitanka/proteus-pytorch:community — everything pre-installed, auto-downloads data on boot via env vars, SSH keepalive configured for long training sessions. Set PGOLF_DATA=sp1024 and you're training in under 60 seconds.

Status: Live on Docker Hub. Cost to you: $0.

🚀 RunPod Template (Pre-Configured)

What it solves: RunPod template configuration is fiddly. Wrong env vars = burned credits.

What we shipped: "Parameter Golf Light Speed Up Community" template — pre-baked with the Docker image, sane defaults, env vars wired up. One click → training.

Cost to you: $0 to use the template (you still pay RunPod for compute, of course).

📊 This Site (The Agora)

What it solves: 1,425+ PRs across 518+ contributors with no auto-classified leaderboard, no compliance tracker, no technique map, no funding transparency. Issue #140 was the closest thing — until OpenAI walked away from it.

What we shipped: Auto-updating leaderboard, compliance engine, code-based technique detection (1,265 PRs analyzed), funding tracker, blocked-on-compute board, BPB timeline, and now — with this update — the public accountability banner above.

Cost to you: $0. Cost to us: server time, Cloudflare bandwidth, my own hours.

🛡 Community Toolkit

What it solves: Retokenization scripts, CPU smoke tests, classifier code, sweep harnesses — all the boring tooling nobody wants to write but everybody needs.

What we shipped: retokenize_scylla.py, cpu_test.py, classify.py, vocab_sweep.py (new today), and the Agora pipeline itself — all open source, all forkable.

Source: MatoTeziTanka/parameter-golf

Why we're saying this out loud: Because the maintainers walked away with a one-liner, and the only people who showed up for the community in the last 10 days are the community itself. If anyone wants to mirror, fork, or take over any piece of this — please do. We don't want to be the hub. We just don't want there to be no hub.

BPB Timeline

Cumulative SOTA curve built from 725 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 1730 classified PRs. 23/24 named techniques have at least one hit. Untouched: GeGLU.

Technique Map

TTT

LEGAL

708 PRs · 329 people

Best ALIVE#1722 · 0.6560

Alive / Dead176 / 224

AT-RISK 63 · INCOMPLETE 244

EMA

LEGAL

521 PRs · 281 people

Best ALIVE#1319 · 0.6951

Alive / Dead118 / 162

AT-RISK 50 · INCOMPLETE 185

Muon optimizer

LEGAL

484 PRs · 312 people

Best ALIVE#1319 · 0.6951

Alive / Dead113 / 111

AT-RISK 45 · INCOMPLETE 213

GPTQ

LEGAL

467 PRs · 219 people

Best ALIVE#1722 · 0.6560

Alive / Dead134 / 137

AT-RISK 49 · INCOMPLETE 142

QAT

LEGAL

118 PRs · 94 people

Best ALIVE#1805 · 1.1033

Alive / Dead18 / 34

AT-RISK 3 · INCOMPLETE 63

LeakyReLU²

LEGAL

109 PRs · 85 people

Best ALIVE#1319 · 0.6951

Alive / Dead25 / 37

AT-RISK 7 · INCOMPLETE 40

BigramHash

LEGAL

91 PRs · 79 people

Best ALIVE#1408 · 1.0802

Alive / Dead16 / 21

AT-RISK 2 · INCOMPLETE 52

XSA

LEGAL

85 PRs · 68 people

Best ALIVE#1319 · 0.6951

Alive / Dead20 / 28

AT-RISK 3 · INCOMPLETE 34

SWA

LEGAL

84 PRs · 71 people

Best ALIVE#1339 · 1.0955

Alive / Dead20 / 26

AT-RISK 2 · INCOMPLETE 36

SwiGLU

LEGAL

59 PRs · 49 people

Best ALIVE#215 · 1.1548

Alive / Dead2 / 23

AT-RISK 1 · INCOMPLETE 32

SSM/Mamba/S4D

LEGAL

39 PRs · 27 people

Best ALIVE#1728 · 1.0771

Alive / Dead4 / 6

AT-RISK 2 · INCOMPLETE 25

JEPA

LEGAL

25 PRs · 23 people

Best ALIVE#896 · 1.1900

Alive / Dead3 / 0

AT-RISK 1 · INCOMPLETE 19

Parallel Muon

LEGAL

23 PRs · 13 people

Best ALIVE#726 · 1.1147

Alive / Dead7 / 7

AT-RISK 3 · INCOMPLETE 6

MoE

LEGAL

21 PRs · 17 people

Best ALIVE#215 · 1.1548

Alive / Dead2 / 7

AT-RISK 0 · INCOMPLETE 12

Ternary Weights

LEGAL

19 PRs · 15 people

Best ALIVE#640 · 1.1570

Alive / Dead1 / 4

AT-RISK 3 · INCOMPLETE 10

Weight Sharing

LEGAL

8 PRs · 5 people

Best ALIVENo ALIVE run yet

Alive / Dead0 / 5

AT-RISK 0 · INCOMPLETE 3

Progressive Depth

LEGAL

7 PRs · 3 people

Best ALIVE#1231 · 1.1163

Alive / Dead1 / 4

AT-RISK 1 · INCOMPLETE 1

Value Residual

LEGAL

7 PRs · 6 people

Best ALIVENo ALIVE run yet

Alive / Dead0 / 2

AT-RISK 0 · INCOMPLETE 5

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

298 PRs · 119 people

Best ALIVE#1722 · 0.6560

Alive / Dead70 / 114

AT-RISK 69 · INCOMPLETE 41

Two-Pass

BANNED

58 PRs · 34 people

Best ALIVE#1263 · 0.9354

Alive / Dead9 / 28

AT-RISK 12 · INCOMPLETE 9

Collaboration Finder

Top clusters where multiple researchers are circling the same idea.

329 people working on TTT708 PRs

@dexhunter (#953, #967, #995, #1060 +18); @newjordan (#390, #401, #445, #498 +14); @EthanYangTW (#410, #415, #417, #503 +13); @ibarrajo (#136, #290, #806, #991 +11); @Christopher-Lee-McClendon (#456, #461, #526, #537 +9); @bigbag (#562, #605, #614, #859 +9) +323 more people

312 people working on Muon optimizer484 PRs

@aryanbhosale (#344, #635, #754, #838 +7); @abaybektursun (#399, #473, #549, #593 +6); @dexhunter (#156, #953, #1172, #1260 +6); @newjordan (#190, #390, #401, #498 +4); @Christopher-Lee-McClendon (#456, #461, #526, #537 +3); @Idan3011 (#184, #187, #810, #996 +2) +306 more people

281 people working on EMA521 PRs

@newjordan (#401, #445, #498, #499 +15); @EthanYangTW (#503, #528, #529, #544 +8); @abaybektursun (#399, #473, #549, #593 +7); @aryanbhosale (#344, #635, #754, #838 +5); @Christopher-Lee-McClendon (#598, #628, #644, #668 +4); @anthony-maio (#175, #376, #657, #887 +3) +275 more people

219 people working on GPTQ467 PRs

@newjordan (#445, #508, #533, #577 +18); @aryanbhosale (#344, #635, #754, #838 +12); @dexhunter (#953, #1060, #1172, #1179 +12); @EthanYangTW (#503, #528, #529, #544 +9); @abaybektursun (#473, #549, #593, #670 +8); @anthony-maio (#175, #376, #657, #887 +6) +213 more people

119 people working on N-gram Cache298 PRs

@aamodbhatt (#868, #888, #943, #944 +12); @newjordan (#674, #706, #753, #782 +10); @aryanbhosale (#864, #865, #893, #1290 +8); @bigbag (#828, #859, #1176, #1217 +6); @anthony-maio (#376, #887, #889, #915 +5); @abaybektursun (#772, #886, #1103, #1105 +4) +113 more people

94 people working on QAT118 PRs

@Shuvam-Banerji-Seal (#527, #707, #712, #719 +2); @JoeProAI (#861, #1040, #1041); @baudrillardsgh0st (#170, #192, #194); @AlirezaAlampour (#1484, #1486, #1606); @FlashyFlash3011 (#347, #952); @EthanYangTW (#348, #606) +88 more people

85 people working on LeakyReLU²109 PRs

@anthony-maio (#175, #376, #657, #887 +2); @aryanbhosale (#344, #635, #754, #838); @Asukabot0 (#638, #715, #761); @michaelwinczuk (#977, #1031); @vimeto (#1072, #1095); @agalimova (#1100, #1106) +79 more people

79 people working on BigramHash91 PRs

@abaybektursun (#593, #728, #1019); @CrimsonSithria (#393, #436, #441); @AbhayAnandUCSD (#1071, #1435); @agalimova (#720, #776); @aamodbhatt (#1280, #1408); @bigbag (#1338, #1339) +73 more people

71 people working on SWA84 PRs

@EthanYangTW (#410, #415, #417, #690 +2); @Abhishek8108 (#1544, #1545, #1553); @bigbag (#1338, #1339); @dentity007 (#273, #385); @dexhunter (#156, #206); @mahsumaktas (#186, #333) +65 more people

68 people working on XSA85 PRs

@Robby955 (#639, #734, #777); @harsha-gouru (#477, #482, #485); @xexyz (#792, #1263); @hypery11 (#758, #763); @stukenov (#733, #745); @Asukabot0 (#638, #715) +62 more people

Untried Combinations

Popular pairings with zero combined PRs so far.

LeakyReLU² × SWA109 + 84 runs, zero combined PRs

LeakyReLU² × SSM/Mamba/S4D109 + 39 runs, zero combined PRs

BigramHash × SSM/Mamba/S4D91 + 39 runs, zero combined PRs

SWA × SSM/Mamba/S4D84 + 39 runs, zero combined PRs

QAT × JEPA118 + 25 runs, zero combined PRs

LeakyReLU² × JEPA109 + 25 runs, zero combined PRs

QAT × Parallel Muon118 + 23 runs, zero combined PRs

QAT × MoE118 + 21 runs, zero combined PRs

Analytics

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Resources

Official repo: openai/parameter-golf
Issue #140: Live AI Commentary (technique deep dives) · CLOSED by OpenAI 2026-04-06 (historical archive)
Issue #677: Legality rulings + normalization debate
Issue #942: Compute credits discussion
Docker image: matotezitanka/proteus-pytorch
Submit corrections, funding, techniques, or feedback

Community Intelligence

Parameter-Golf Dead-End Map

14 techniques tested at the 16MB budget that didn't work — quantization, attention, tokenizer, and compliance dead-ends with deltas, rationale, and revisit conditions. Saves the community from re-deriving the same failures.

Published 2026-04-15 · Read → · Submit your own dead-ends

Community Tools

Tools other community members have built that participants may find useful.

@Bortlesboat

parameter-golf-size-checker
Validates record folders against the 16MB artifact cap and drafts a submission.json before you open a PR.
parameter-golf-sweeps
JSON-config training sweep runner with footer parsing for tracking BPB across hyperparameter grid runs.
parameter-golf-runpod-starter
RunPod-first bootstrap scripts for spinning up training environments quickly.

Submit your tool — open a feedback issue with a link and one-line description.

Changelog & Roadmap

v0.9.5 — 2026-05-09 (Contest Recap published — parameter-golf closes at PR #1626 (val_bpb 1.07193))

CONTEST CLOSED: openai/parameter-golf reached its frontier on 2026-04-29 when PR #1626 was MERGED by @cocohearts at val_bpb 1.07193 (3-seed mean), technique multi-phase global SGD + phased TTT, original PR author @dexhunter. Per Mato directive 2026-05-09 'the contest is over', Agora pivots from active-submission tracking to community-research archive.
NEW DOC: docs/contest-recap-2026-05-09.md — captures (1) final frontier table, (2) what Light Speed Up shipped including PR #769 PROTEUS+STYX submission + dataset republish + dead-end map + 771-PR sweep + community tooling, (3) what was staged but never fired (PR #1626 reproduction at olympus 09_ARCHIVE/benchmarks/parameter-golf-pr1626-2026-05-09-contest-over/), (4) what survives forward including STYX patent #63/975,190 + PYTHIA benchmark + Reproduction Verification Suite, (5) acknowledgements, (6) contact paths.
ACKNOWLEDGEMENTS: 1600+ PR submitters who pushed frontier from initial 1.1194 baseline down to 1.07193 over six weeks. @0hq + @valerio-oai for rulings. @cocohearts for the merging shepherd work. @dexhunter for the technique. @Bortlesboat for open-source tooling. @dém and the Discord community. Ciprian-Florin Ifrim for documentation high-water mark on PR #1388.
ARCHIVE: olympus side cleanup commit 2b15818 closes 7 contest-scoped OT tasks (OT-20260414-016, -012, -014, -021, -013 + OT-20260415-008 + OT-20260416-003) with cancelled_reason citing the contest-closure pivot. 7 corresponding olympus GH issues closed (#25 #21 #23 #35 #46 #22 #30) with same explanation.
SURVIVING SCOPE: STYX patent track (#63/975,190, exp 2026-02-03) + PYTHIA benchmark + Reproduction Verification Suite + Frontier Analysis + funding transparency + dead-end map all stay LIVE. Agora pattern (dual leaderboard + ruling history + dead-end map + funding transparency + compute survival guide) is the durable contribution.
THIS IS A NARRATIVE-ONLY CHANGE: index.html, leaderboard data, classifications, and all other Agora data surfaces remain unchanged. Pipeline regeneration (python3 scripts/run_pipeline.py) needed for changelog version bar to reflect 0.9.5.

v0.9.4 — 2026-04-24 (Funding table data-driven from funding.json; Community Tools section)

FUNDING DATA-DRIVEN: funding.json seeded with all 8 existing entries. Sentinel comments added to index.html (AGORA:FUNDING_STATS_START/END, AGORA:FUNDING_TABLE_START/END). run_pipeline.py now renders both the stat-grid and table rows from funding.json on every pipeline run — new entries are one-line JSON edits.
COMMUNITY TOOLS: New section added to #resources listing @Bortlesboat's three parameter-golf tools: parameter-golf-runpod-starter, parameter-golf-sweeps, parameter-golf-size-checker. Factual descriptions, direct links, submit-your-tool invite line.
NAV: 'Community Tools' anchor link added to top nav.
PIPELINE: _render_funding() and _render_funding_stats() functions added to scripts/run_pipeline.py with full type annotations, docstrings, and error handling.

v0.9.3 — 2026-04-20 (Funding Transparency refresh — $1,000 RunPod grant received, full 64-transaction Stripe audit)

MATO GRANT UPDATED: $25 → $1,029 total ($1,000 RunPod grant from OpenAI Parameter Golf credit program received 2026-04-14 via openai.modelcraft@credits.runpod.io, plus $25 original + $4 RunPod referrals).
MATO SELF-FUNDED UPDATED: $867.70 → $1,372.70 reflecting 64 Stripe RunPod reloads through Apr 4 2026 (heaviest: Mar 25 $190, Mar 23 $215). All transactions within contest window Mar 18 → Apr 30.
STAT-GRID: Total Grants Tracked $1,175 → $2,179 (+$1,004). Total Self-Funded Tracked $5,252+ → $5,757+ (+$505 new Mato Stripe). Participants count unchanged at 8.
PROOF: Mato row still carries VERIFIED badge (RunPod dashboard + Modal API sourced) plus date annotation on the grant receipt.
SNAPSHOT: Bumped People-section snapshot from 2026-04-06 → 2026-04-20.

v0.9.2 — 2026-04-15 (Parameter-Golf Dead-End Map published — 14-technique community intelligence resource)

NEW RESOURCE: docs/dead-end-map-2026-04-15.md — 14 techniques tested at the 16MB budget that didn't work, with deltas, rationale, and revisit conditions.
Covers: INT4/RVQ/INT5+GPTQ quantization dead-ends, SWA/XSA attention variants, LeakyReLU 0.9 × parallel residuals path-dependent failure, EngramLite (cross-confirmed by Ciprian-Florin Ifrim's 2026-04-14 Discord post), LoopFormer, Scylla/Gravity tokenizer byte-accounting bugs, GDN kernel swap decision, plus compliance-illegal patterns (n-gram family-bug cluster, SLOT under #1336).
Confidence markers per entry: [V] verified, [D] documented, [I] inferred, [A] assumed.
Community contribution: invites PRs with others' dead-end data — turns the map into a living resource.
Attribution: every technique credited to source (PROTEUS experimentation, 771-PR sweep findings, or external confirmation). AI-assisted compilation disclosed.
New Resources > Community Intelligence section added to Agora nav landing area.

v0.9.1 — 2026-04-14 (Community Impact Charts — interactive tooltips, layout polish, auto-fetch wired)

INTERACTIVE: Hover (or click on mobile) any day column in the Community Activity chart to see a color-coded tooltip with all four metrics — community comments (blue), Agora reviews (purple), new PRs (yellow), PR updates (green). SVG-native, no JS framework.
NEW LINE: PR updates/day green line added to activity chart, drawn on top of bars and yellow line for visibility. Shows the +1941% spike in PR updates during the sweep more clearly than the impact cards alone.
AXIS: Both Y-axes ceil to 800 so dual-axis bar/line heights are directly comparable. Left axis (comments) ceils to nearest 200 above max with 800 minimum. Right axis (PRs) matches the same scale so a 548 bar visually exceeds a 479 line as expected.
WIDTH: Analytics section breaks out of the .container max-width using viewport-width CSS. Charts now fill the full screen width on wide monitors instead of being squeezed into a 900px tile.
LAYOUT: Artifact + Technique Popularity charts moved to a 2-column grid; Compliance, Community Activity, and Review Impact charts remain full-width. Responsive collapse to single column below 900px.
TILES: Review Impact card content vertically centered in each tile. Labels, before/during numbers, and percentages no longer hug the top of the card.
NAV: 'Community Impact' link added to top nav (purple) — anchors directly to #community-activity above the activity chart.
AUTO-FETCH: scripts/fetch_community_activity.py wired into run_pipeline.py as Step 2b, so the 30-min cron refreshes activity data automatically. (Production verification still pending — tracked as OT-20260414-004.)
DATA: Activity data extended through Apr 14 16:00 EST. Apr 13 (full day): 31 community comments, 17 PRs, 38 PR updates — community continued reacting to sweep comments 2-3 days later.
REORDER: Yellow PRs/created line drawn first (behind), green PR updates line drawn last (on top) so the larger green spike isn't obscured by the smaller yellow.

v0.9.0 — 2026-04-13 (Community Activity & Agora Review Impact Charts)

NEW CHART: Community Activity vs. Agora Reviews — dual-axis timeline showing community comments/day (blue bars), Agora review volume (purple bars), and new PRs/day (yellow line) from competition launch through present.
NEW CHART: Agora Review Impact — before/during comparison cards showing 7-day pre-sweep averages vs. sweep-day averages for community comments (+38%), new PRs (-16%), and PR updates (+1941%).
DATA: community_activity.csv added to data/ with daily counts of Mato comments, other comments, PRs created, and PRs updated from 2026-03-18 through 2026-04-13.
CHARTS: generate_community_activity() and generate_review_impact() added to scripts/charts.py, wired into run_pipeline.py with AGORA:CHART_ACTIVITY and AGORA:CHART_IMPACT sentinels.

v0.8.5 — 2026-04-12 (Dataset republish: SP4096/8192/12288/16384 + byte260 + corrected Scylla v2)

Data: LightSpeedUp/parameter-golf-data now publishes 7 variant directories.
Tokenizers: 4 new SentencePiece BPE models (4096/8192/12288/16384).
Scylla v2: corrected byte-exact TokenMonster vocab (1254 tokens) from PR #1314.
byte260: Mato Discord convention (bytes 0-255, specials 256-259).
Dataset card v2 with all variants documented.
659 PRs reviewed on openai/parameter-golf (578 auto + 81 sibling-session).

v0.8.4 — 2026-04-11 (Top-20 Tier 1 Community Review Pass + N-gram Family-Bug Cluster + SLOT Cluster + CT2038 Gauntlet Provisioned)

REVIEW PASS: All 20 highest-priority Tier 1 PRs from review_queue.json reviewed and posted as community-leader comments on openai/parameter-golf. Two cluster-level findings emerged.
N-GRAM FAMILY BUG CLUSTER (10 PRs CLOSED + 1 already ruled): Smoking-gun pattern is full_key = ((ctx_hash ^ (target * primes[k])) & mask) — target token hashed into the eval-cache lookup key, ruled illegal by @valerio-oai on PR #779 (comment 4145781641, 2026-03-27, mechanism in 4146407380). Verified verbatim in PRs #770, #798, #808, #825, #786, #797, #909, #940, #761, plus #764 follow-up. Upstream parent: lukacf (PRs #659, #702, #727 are credited as the n-gram cache concept by 3+ downstream PRs — audit queued as task #5).
STANDARD SLOT CLUSTER (4 HOLD pending #1336, 2 CLOSE): Per-window delta + logit_bias optimized N AdamW steps against (per_token_nll * mask).sum() / valid_count where mask covers the SCORED positions [s:wlen]. Optimizer literally minimizes the metric it's then graded on. PRs #1321, #1324, #1278, #1263 → HOLD pending Issue #1336. PRs #1319 (extra failures: single seed + 825s eval over budget) and #1376 (also has Pre-quant TTT = 6-epoch fine-tune on val_tokens) → CLOSE. Upstream cited PRs #1176/#1229/#1313 are also in the #1336 pending bucket — one ruling closes or clears the entire cluster.
CLEAN MERGE-ELIGIBLE: PR #1420 (abaybektursun, token_hint-only n-gram post-fix verified by @dexhunter, 5-seed std 0.00044), PR #1450 (andrewbaggio1, TMA megakernel + triple loop on SP8192 base, no TTT/SLOT/cache, comprehensive credit lineage). Both stand on the static-code review and the gauntlet on CT2038.
EVAL-BUDGET POLICY GATE: PR #889 (record) and #915 (non-record) by anthony-maio share byte-identical n-gram code (clean, context-only key, score-first window granularity). Both gated on the 10-min eval wallclock interpretation: ~14.9 min n-gram stage on 8×H100 SXM. Author reads the budget as per-GPU; standard interpretation is total wallclock. One @0hq / @valerio-oai ruling on Issue #17 unblocks both PRs and ~30 other ngram-cache PRs in the queue.
INFRASTRUCTURE: Provisioned CT2038 (proteus-engine, 128 GB RAM, 32 cores) as the dedicated parameter-golf gauntlet host. Pushed cpu_test.py + flash_attn_stub.py via PVE pipe, installed Triton 3.6.0, validated end-to-end on the worst-case dependency stack (PR #1420: FA3 + Triton TMA + CUTLASS EVT + register_fake op + @torch.compile). Prior sessions had run cpu_test.py locally on VM213 — coverage gap identified and fixed mid-session. New rule captured at memory file feedback_cpu_gauntlet_runs_remote.md.
GAUNTLET RERUNS: Re-ran the 4 PRs originally skipped due to FA3/Triton blockers on the local workstation: #1420 (35.94M params, fwd 9.027, code 64,137 B exact README match — note: artifact step doesn't model GPTQ+SDClip+Brotli pipeline so reports raw fp32 weights, per-seed sizes from PR's own logs are 15.97-15.98 MB), #1321 (26.86M params, fwd 6.9682, artifact 4.64 MB int6+lzma 29.0% budget), #1324 (26.86M params, fwd 6.9609, artifact 4.63 MB), #797 (26.99M params, fwd 6.9366, artifact 4.63 MB). All 4 GitHub comments edited via gh api PATCH to add the rerun results and update the disclosure block. Coverage on the top-20 went from 9/20 fully gauntleted to 14/20 (the remaining 6 are: 3 thread follow-ups with no fresh code fetch + 2 family-bug PRs where the verdict comes from a single line of source + 1 timeout PR that wasn't rerun).
HARNESS FIX: cpu_test.py model-creation step now handles the GPT(h) positional-arg pattern (PRs #1420, #1450). Falls back to passing the Hyperparameters instance positionally if the kwargs path raises a missing-positional-arg TypeError. Fixed in parameter-golf-private/docker/cpu_test.py.
MEMORY UPDATES: New feedback rule feedback_cpu_gauntlet_runs_remote.md (CT2038, never VM213, with provisioning checklist). Updated parameter_golf_competition.md with the cluster mappings, the lineage findings, and the eval-budget gate. Updated infrastructure.md with the CT2038 (proteus-engine) section. Two corrections noted: patterns.md says CT211 has 8 GB RAM (actually 16 GB now per live pct list), infrastructure.md says CT210 has 96 GB / 48 cores (actually 16 GB / 12 cores per live pct list) — flagged for separate audit, not edited this session.
SIDE SESSION HANDOFF: Wrote SOW_HF_DATASET_REPUBLISH.md (~280 lines, self-contained) and handed off to a fresh Claude Code session to execute in parallel: Scylla 998→1254 token bug fix (PR #1314 corrected vocab, Issue #897), publishing SP4096/SP8192/SP12288/SP16384 to LightSpeedUp/parameter-golf-data on HF, mirroring through pgolf-api.lightspeedup.com Cloudflare R2/Worker, dataset card update, Discord reply for @dém. Side session is actively executing — Phase 0 discovery complete, surfaced 4 corrections to the SOW including the fact that willdepueoai/parameter-golf upstream only ships SP1024 (everything else has to be trained from scratch). Decisions taken by side session: A/A/C-deferred-to-A.
DISCORD CORRECTION: @dém asked where to access SP4096/SP8192 vectorized datasets. Canonical source is willdepueoai/parameter-golf on HF (NOT kevclark/parameter-golf as our PROTEUS plan claimed — that was an env-var override, not the script default). Corrected reply queued in the SOW Phase 5.
FOLLOW-UP TASKS QUEUED: lukacf upstream audit (PRs #659, #702, #727 — task #5), Issue #1336 meta-comment listing the SLOT cluster, Issue #17 meta-comment listing the eval-budget-gated PRs, Tier 2 PR review pass (93 PRs at BPB 1.10-1.15).

v0.8.3 — 2026-04-08 (Mod Tracker Now Auto-Renders + Compression-vs-Training Ruling Pass)

FIX: Maintainer Activity Tracker cards were hardcoded HTML — banner claimed 'Auto-updated on each Agora rebuild' but values were static. Mato caught it.
scripts/run_pipeline.py: now calls update_mod_tracker.py at step 0 (live GitHub events fetch), then renders cards from data/mod_tracker.json into MOD_TRACKER sentinels in index.html
Severity colors driven by days_silent: <1d active, <3d warning, <7d alert, ≥7d silent
First refresh result: notapplica 3 DAYS (was '~13H'), valerio-oai 7 DAYS (was '4 DAYS'), 0hq 14 DAYS (was '12'), yuzhougu-oai 19 DAYS (was '17')
Refreshed PR cache (1,346 PRs) and reran classifier with code-level train_gpt.py analysis
Frontier verdicts: PR #672 (1.0781) DEAD — pre-eval TTT, already closed
PR #1482 (1.0787, 'SP8192 + Pre-Quant TTT') AT_RISK — code shows TTT + GPTQ both enabled pre-eval, exactly the data-touching compression scenario flagged in #402/#677/#1082
PR #1477 (1.0822, 'Score-First TTT') ALIVE — code-clean, current legal frontier
PR #1471 (1.0866) ALIVE — uses GPTQ but post-training, no leakage detected
Ruling line: data-free packaging (INT8 RTN, zlib, zstd) rides eval budget; data-touching compression (QAT, GPTQ/AWQ calibration, pre-eval TTT) eats the 10-min training cap, regardless of label

v0.8.2 — 2026-04-06 (Tile Layout Audit & Fix)

FIX: Submission Checklist tiles were stair-stepping and overlapping. Root cause: global .card { max-width:900px; margin:auto; text-align:center } was fighting every grid layout it was placed in.
FIX: Community Infrastructure tiles overlapping. Same root cause.
FIX: Maintainer Activity Tracker cards had inconsistent spacing. Same root cause.
NEW CSS class: .tile-grid — wrapper that scopes overrides to descendant .card via descendant selector. Removes max-width, margin, centered text, normalizes padding, makes cards flex columns, normalizes border-width to 1px so they optically align
NEW CSS class: .checklist-grid — explicit grid-template-areas layout: Techniques tile spans the full left column (tall, dense), with Before You Submit / Rule History / Bug Alerts stacking on the right. Mobile collapses to single column.
NEW CSS class: .technique-tri — internal 3-column mini-grid inside the Techniques tile so legal/banned/grey read horizontally instead of as one tall ribbon (kills the stair-stepping)
Stripped redundant inline margin:0 / margin-top:0 styles from cards now handled by .tile-grid
Bug Alerts card border-width normalized from 2px to 1px (yellow color preserved on h3 instead) — restores optical alignment with adjacent cards

v0.8.1 — 2026-04-06 (Maintainer Activity Tracker)

NEW SECTION: 'Maintainer Activity Tracker' — public accountability board for the 4 validated OpenAI maintainers with merge/close authority on openai/parameter-golf
Cards for @notapplica (~13h ago, closed #140), @valerio-oai (5 days, closed PR #1185), @0hq / Will DePue (12 days, founder), @yuzhougu-oai (17 days, last PR activity)
Each card shows: days-silent badge color-coded by severity (active/warning/alert/silent), last action summary with timestamp, authority validation signal, account creation date
Validation methodology disclosed inline: closed-PR author_association, OAI account suffix, closing other users' PRs, repo collaborator status
scripts/update_mod_tracker.py: standalone refresh tool — hits /users/<handle>/events for each handle, computes days-silent, writes data/mod_tracker.json. Initial snapshot generated.
Banner fix: valerio-oai last active April 2 (not April 4 as previously written) — confirmed via GitHub events API
Nav: added '⚠ Mod Tracker' link in red, sits between Home and Checklist

v0.8.0 — 2026-04-06 (OpenAI Abandonment Call-Out)

Added prominent red banner: 'OpenAI Has Abandoned the Community Hub' — triggered by closure of Issue #140 on 2026-04-05 22:57 EDT by @notapplica with no goodbye, no successor, no rationale
By-the-numbers callout box: 1,425+ PRs, 1,265 classified, 518+ contributors, $1M committed credits with broken pipeline, $1,000+ personal compute spend reported, 32 orphaned #140 comments, unresolved #677 rulings
'The joke going around' callout: hire-funnel + RunPod cashflow extraction theory of why maintenance dropped
'PROVE ME WRONG' public-correction invitation: linked issue template for receipts that contradict the numbers
Strikethrough + 'CLOSED by OpenAI' tag on Resources link to #140 (kept as historical archive, not removed)
Footer note: #140 community commentary archived, no longer a live data source
Stripped orphaned deep-link comment IDs from header disclosure
Public response posted on #140 (comment 4195522473) — invokes valerio-oai by name on pending #677 rulings
NEW SECTION: 'Community Infrastructure (We Built This)' — visible inventory of the HF dataset, CF Worker network storage, Docker image, RunPod template, Agora itself, and community toolkit. All Light Speed Up out-of-pocket. Linked in nav as '⚡ Infra We Built'.
Reframed CF Worker card to lead with the network volume story: original RunPod Network Volume plan died on region-locking + GPU availability constraints. Built pgolf-api.lightspeedup.com (CF Worker + R2) as the cross-provider replacement that actually works.
Full curl examples on the page for save/resume/list operations on the checkpoint API — no signup required, GitHub PAT IS the identity
Checklist 2x2 grid: wrapped Before You Submit / Techniques / Rule Change History / Bug Alerts in auto-fit grid (minmax 420px) so they stop being a vertical scroll wall
Added vocab_sweep.py experiment script (CPU/GPU phases for SP tokenizer optimization) — separate from Agora deploy

v0.7.3 — 2026-04-05 (Code-Based Technique Detection)

Technique classification now analyzes actual train_gpt.py code, not just PR body text
Detects enabled vs disabled features: NGRAM_ENABLED=0 means neural, not cache
Handles ungated TTT (no enable flag = always active), gated TTT (TTT_ENABLED=0 = off)
GPTQ calibration detection from code patterns
Persistent cache in data/code_techniques_cache.json — first run fetches, subsequent runs are instant
Falls back to text-based detection for PRs without train_gpt.py
Verified/Inferred source badges: green checkmark = classified from code, grey ? = inferred from PR text

v0.7.2 — 2026-04-05 (Classifier False-Positive Fix + Multi-Type Badges)

Fixed classifier false-positive: compliance_keywords (raw mentions) no longer used as AT_RISK signals — only contextual body pattern matching is used
43 PRs reclassified from false AT_RISK to correct status (ALIVE/INCOMPLETE)
Multi-type technique badges: PRs with TTT+Cache now show all applicable badges instead of single 'Hybrid' label
New technique_tags field in pr_cache.json for per-PR technique decomposition

v0.7.1 — 2026-04-04 (UX Polish + Upstream Sync)

Changelog & Roadmap tiles are now collapsible (<details>) and default to closed
Daily upstream sync workflow — auto-merges openai/parameter-golf:main into gh-pages

v0.7.0 — 2026-04-03 (Full Automation — Zero Hardcoded Content)

Phase 1: Checklist, technique legality, rule history, bug alerts, compute guide all driven from JSON data files
Phase 2: BPB timeline auto-scales axes from data range, date axis extends to today, fixed hardcoded 'Mar' label bug
Phase 2: Neural-only vs all-techniques toggle buttons on BPB timeline chart
Phase 3: All tooltips flow through _render_with_tooltip / _tooltip_attr helpers — no manual title attributes
Phase 4: Artifact size histogram, technique popularity stacked area chart, compliance rate area chart
Pipeline gracefully degrades if any data JSON file is missing
Adaptive tick spacing on timeline X-axis (2d/3d/7d based on span)

v0.6.0 — 2026-04-03 (#677 Compliance + NoesisGenesis Framework)

Classifier now #677-aware: scans PR bodies for multi-epoch TTT, oracle min(NLL), eval-time GPTQ patterns
Added COMPLIANCE_BODY_PATTERNS: detects explicit compliance signals (score-first TTT, ngram-disabled, cites-677)
Compliance override: PRs mentioning banned terms in compliance context get LOW confidence, not false-positive AT_RISK
NOTABLE status gate: PRs accepted as Notable Non-Record by organizers override AT_RISK classification
NOTABLE badge added to status renderer
NoesisGenesis 4-condition framework (issue #677 comment) adopted as compliance standard: causal dependence, full normalization, pre-update scoring, single left-to-right pass
Valerio-oai endorsement of framework linked in Agora rules section

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

☐ v0.8.0 — Cited research tracker (papers → PRs → BPB)
☐ v0.9.0 — Cost efficiency ranking (dollars per BPB point)
☐ v0.10.0 — Review queue metrics (PR wait times, peer reviewer recognition)
☐ v1.0.0 — Community governance (threshold-based classification disputes)