News for hackers. Stuff that matters.
Re:Inkling 2 Small by npc99 on Thursday November 05, 2026 @09:03PM (#50387235)
Inception Mercury 3 and Particle-1's model are also good.

(I am assuming Inception is an American company, not sure TBH)

Re:Inkling 2 Small by ray__ on Thursday November 05, 2026 @09:20PM (#50387331)
Agree, Mercury 3 is one of my favorite models right now...the speed is such a quality of life improvement.
Re:Inkling 2 Small by martincsweiss on Thursday November 05, 2026 @09:38PM (#50387468)
Really? I'm surprised. What do you use it for?

My read on Diffusion LLMs has been that it's cool tech, but only useful for things like like code autocomplete or editing a block of text.

They don't beat autoregressive models on quality per compute, assuming you are serving lots of users and can batch requests.

Re:Inkling 2 Small by serf on Thursday November 05, 2026 @10:04PM (#50387650)
MoA schemes that use proposers/task-separation/supervisory roles can still benefit from very fast diffusion models like mercury, the overall speed doesn't have to be bottle-necked by the slowest model -- that depends on the arrangement it's deployed in.

but to your point , yeah diffusion models can be kind of brain dead without proper coaxing.

Re:Inkling 2 Small by npc99 on Friday November 06, 2026 @09:24AM (#50392628)
I just use it for normal coding stuff.

It's not as good as the current frontier, to be fair. I don't use it to help me think through architecture, for example. But I have found to work well for at least like half of coding tasks once architecture and patterns are in place. Its advantage is that it's very very fast.

Re:Inkling 2 Small by freakynit on Thursday November 05, 2026 @11:00PM (#50388000)
Sorry to put it bluntly, but, Mercury is sh*t in comparison. And I have genuinely tried a few times to use it since the speed is so good. But nop.. it just isn't there.
Re:Inkling 2 Small by johnshahbazian on Friday November 06, 2026 @12:06AM (#50388445)
For my own purposes, I found Mercury Decide to be excellent. Better than Jev at what I threw at it. Inception did a really great job with it.
Re:Inkling 2 Small by flipbrad on Friday November 06, 2026 @01:38AM (#50388952)
Thanks for your review, 15 day old HN account that likes praising Mercury services.
Re:Inkling 2 Small by johnshahbazian on Friday November 06, 2026 @03:32PM (#50398077)
I'm not affiliated with them at all. yeah I like them, and yeah I like to compare decision models at the moment.

Don't believe me? Google my name.

Re:Inkling 2 Small by Bluestein on Friday November 06, 2026 @05:03AM (#50390402)
May I add Poolside (Laguna S) to this? Used them extensively during their free trial (sadly now apparently over).-