Sep 21, 2026 · 5:26 PM UTC
14
76
614
227,531
@akshay_pachaar JEV can be used in a cascade for routing. Wrote something similar on the realistic usage of JEV
x.com/drummatick/sta…
x.com/drummatick/sta…
Does JEV really save the cost or does it come with a trade-off? I ran the experiment on the Banking77 dataset on Hugging Face.
The results? GPT -5 beat JEV by 3.2%, but at what cost? 32X. Yes, 32X
I also ran a cascade analysis(JEV + GPT5), check it out!! x.com/i/article/2101…
1
0
3
1,456
@akshay_pachaar Nice work! BTW, have you checked the confidence of jev is calibrated or not?
0
0
1
115
@akshay_pachaar I built this app to understand how jev works.
It helps you differentiate between a Hot Dog and Not a Hot Dog
It helps you differentiate between a Hot Dog and Not a Hot Dog
Tried Jev to use it for the infamous Hot Dog or Not a Hot Dog game.
Is this the right use case @typesafeai ?
0
0
0
170
@akshay_pachaar you're awesome sir.
love to see you someday.
love to see you someday.
0
0
1
137
@akshay_pachaar x.com/ItsCuthulhu/st…
We should merge our ideas. Mine is MIT if you want to steal from it.
We should merge our ideas. Mine is MIT if you want to steal from it.
To think is intelligence; to know which thoughts matter is wisdom. Our agents may be intelligent but they are not wise. They do not consider which thoughts are the best to have. x.com/i/article/2101…
0
0
0
155