@whitewhoadie: 🚨 A LOCAL 421M MODEL JUST ATE CLOUD JEV ON SPEED Laya is an open-source System 1 decision model that runs on your machine. Same Snake game, same typed decisions, 30 seconds: Laya: 86.5 decisions/sec, P50 ~9ms, score 46 Jev: 3.2 decisions/sec, 317ms API round-trip, score 1 Ships with: • 421M params, ~1GB inference memory • Millisecond local calls, no network • Typed decisions in one forward pass • Apache-2.0 and self-hosted While the cloud waits, local decides. 👉 https://github.com/NandhaKishorM/laya Who’s running decisions offline today? Drop a 🔥#greenscreenvideo

WHOADIE
WHOADIE
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Monday 21 September 2026 00:44:52 GMT
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yekyam
yekyam :
Laya is fast but it is not very smart unfortunately.
2026-09-21 05:00:19
74
ltdata1
Lt Data :
That's crazy 421M. So that's gotta use like barely any memory right?
2026-09-21 01:41:23
123
alexinalaska
Alex :
My 12 param model is light fast. Useless, but fast.
2026-09-21 03:38:45
259
tkntr666
2K :
Comparing LLM to classifier makes no sense.
2026-09-22 11:28:53
9
user877702444
Nunya :
Laya is just barely better than a random number generator
2026-09-21 08:55:57
2
kuhlsnu
kuhlsnu :
To everyone saying that Laya is not very good: surely you have to calibrate it on your own sessions to make it work right. I'm not sure how Jev works exactly, but how would it know what to do without first calibrating it?
2026-09-21 20:07:09
2
thelegend_anonymous
thelegend :
keep in mind laya was made a year ago
2026-09-21 03:46:33
16
victoria.foxx6
Victoria Foxx :
PAI will change the world
2026-09-21 02:08:58
2
somefrenchcanadian
somefrenchcanadian :
My name is Jeff
2026-09-21 05:14:59
20
and.khong
andrew k :
if jev was local, it may be faster but they dont want people copying or reading how it works
2026-09-21 03:15:13
14
lecon.nn
eo :
what would be the best use case for this ai?
2026-09-23 05:49:09
0
bob88607
bob :
that author actually came up with the concept, published last year but it was jev that became popular. https://arxiv.org/abs/2510.01237
2026-09-21 06:26:06
9
sveinbjornp
Sveinbjörn :
What’s the hardware
2026-09-22 16:15:36
0
wootwootwootwoot
M :
there is a little drama around laya and jev. Unfortunately, laya is not quite at jev’s level but we will definitely start seeing open source models.
2026-09-21 17:42:56
0
luadeveloped
Gavin :
its cool its faster but way less accurate
2026-09-21 07:56:26
1
komunic3
komunic3 :
Up until now, I still have no clue what the best use case for JEV is.
2026-09-24 10:51:39
2
navoyovan
🅱️eēt :
isn't this thing like layers below LLM, they use these things to, LLM just a consumer facing one
2026-09-21 09:54:59
2
eros.daron
Eros Daron :
Its made for what ?
2026-09-22 22:30:48
0
bobbby.rn
Bobby Reyes :
If it runs locally in milliseconds, what tradeoff did the creator accept compared with the cloud version?
2026-09-25 15:38:49
0
ninjapoulsen
NinjaPoulsen :
I was looking for a opensource [Tears of joy][Tears of joy]cool
2026-09-23 10:56:14
1
imilansanghani
imilansanghani :
Laya was built by Indian Innovator Nanda Kishor M 1 year ago.
2026-09-23 02:32:41
1
user6578675750989481
Pawel Hamilton :
we need local jev from 2026
2026-09-21 11:21:21
3
godisntreal44666
Trump is a PEFile :
Damn... i need a good computer
2026-09-21 07:02:11
1
arbex.anm
arbex.anm :
Laya is fast but is uncertain and as dumb as a rock when the tasks arent benchmaxxed cuz its built on bert architecture
2026-09-23 03:23:11
1
elonnazi_trumppedo
Unknown :
they made this last year
2026-09-21 04:22:30
4
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