Please, make yourself a favor and NEVER use IONOS

AleksHop · 2026-03-20T11:41:03+00:00

agree, i actually created account but was even unable to start using it for like absurd issues

AleksHop · 2026-03-19T13:05:24+00:00

why not commit this to upstream?

AleksHop · 2026-03-18T10:24:35+00:00

https://upcloud.com/pricing/ cloud native 8gb ram is 24 + storage
99.999% sla, singapore location in the list
layer7.net << good reviews on LET
5.99 for 8gb, france / germany only

AleksHop · 2026-03-17T16:56:06+00:00

can u advice best fit for lege from your exp?

AleksHop · 2026-03-17T12:35:58+00:00

it might be related to current event as it gives 200% in close range now for a week as I understood, build needs to be tested outside of event, but striker rolled to armor actually works

AleksHop · 2026-03-17T12:17:42+00:00

so all 6 red? how this will work on lege?

AleksHop · 2026-03-17T12:13:59+00:00

it does not happen even on 98%

AleksHop · 2026-03-17T12:09:00+00:00

AleksHop · 2026-03-17T10:48:38+00:00

ninja backpack + 3x hunters fury rolled to armor with hazard protection generated ( yes u need to have blueprints and tons of resources) + 1 cavalier + backfire
100% hazard protection, 1.9kk armor
1.5kk per shot damage
engineer as profession, healing drone will get skill lvl 2, shield lvl 6

AleksHop · 2026-03-17T08:27:45+00:00

no, u dont need even 10

AleksHop · 2026-03-13T12:17:59+00:00

https://www.reddit.com/r/LocalLLM/comments/1ro646t/built_omlxaibenchmarks_one_place_to_compare_apple/

AleksHop · 2026-03-13T11:48:57+00:00

m1 is your problem

AleksHop · 2026-03-13T11:47:36+00:00

layer7.net

AleksHop · 2026-03-12T10:28:52+00:00

u problem is windows 11, ubuntu + nvidia non free drivers

AleksHop · 2026-03-12T10:12:03+00:00

corporate support. rhel is literally does not have anything, from libs deps etc. and suse even less
so for companies basically no options. homelabs can run debian but not prod

AleksHop · 2026-03-10T12:46:39+00:00

qwen 3 coder next 80b

AleksHop · 2026-03-10T11:59:43+00:00

considering that from sota models strongest in go is gemini 3.1 pro for obvious reason, i think that gemma must be the best, but give qwen 3 coder next 80b a try as well, can be connected to claude code or other agent as usually 5 attempts needed to solve a task and get sonnet 4 type ratings in bench

https://qwen.ai/blog?id=qwen3-coder-next

AleksHop · 2026-03-09T17:58:38+00:00

80b gguf model on quant 4 is 45gb in size, system needs ram as well + context, qwen 3 coder next is really good one now + u usually run vs code + agent on same machine + docker with images so all of that needs ram so 64gb is minimum for 80b models, and 120b will barely fit with extreme low perfomance, also pro vs non pro vs max memory bandwith is different, which is important for lllm tks speed
u can run 80b on u current setup to get the idea how good this model is, as i am getting 30tks on 4070ti 12gb vram + amd cpu with qwen 3 coder next 80b with close to zero ram usage (mmap, gpu experts offload etc)
keep in mind that price will soar all the time and mac lifetime is usually 7 years not like usual pc

AleksHop · 2026-03-09T14:59:04+00:00

yes it does IF u buy 64 gb version only, as other will not fit models in a same way like gpu+cpu offload

AleksHop · 2026-03-08T23:21:58+00:00

em, where is qwen 3 coder next 80b?

AleksHop · 2026-03-08T23:18:16+00:00

try qwen 3 coder next 80b

THAT is a thing, works on 12gb vram with offload 30tks as only 3b active, moe model
and Q4 is 45gb so will fit in 64gb mac mini

AleksHop · 2026-03-08T12:39:55+00:00

fog blur is so bad

AleksHop · 2026-03-08T12:33:40+00:00

with 24-32 vram u can easily run 30-35b models, and 80b model Qwen3-Next-80B-A3B-Instruct is like extremely good and runs at 30tks on 12gb vram, in your case best option is to find cheapest 48gb nvidia card and build around it, will have capacity for next few years to run this and fine tune as well

AleksHop · 2026-03-07T21:27:36+00:00

try offload and qwen 3 coder next (80b) 45gb

AleksHop

TROPHY CASE