Charming My Biblically Accurate Mamba

So how to find the mamaba for you,

1. Standard mamba model; honestly pretty great but is it worth the hype? Absolutely have u seen how much transformers get? Narcs
2. Hybrid models; alr now we're talking honestly mamba-1.58 version is a wet dream if u don't care about precision as much, linear attention (keeps ur tokens and tokens per second [t/s] in check), u can also use zamba2 I feel it's legendary,
3. Ultra Low ram users like me; best bet is sub-1B if pure ram,and u want good speed,and not want ur device to go bye-bye and kamakaze
4. Power users who r rich 🤑; the world is ur to take it recommend liquid AI, it's multimodal as well, if u feel extra lengthy and girthy, try learning to graft or auto distill from a larger model like deepseek R1 so this babe actually can do autonomous tasks, the reason is precision, SSMs are notorious for batshit precision, tho mamba3 does solve most of it
5. Overall good family, very open source, and barely any incest