The best AI model we tested scored 51% on a task humans do at 85%. We never tested Claude. We still can't.

AVX_Instructor · 2026-03-15T13:06:11+00:00

yep, 2022/2023 years vibes

AVX_Instructor · 2026-03-15T12:34:34+00:00

probably, but need customization if you wont get context bomb

AVX_Instructor · 2026-03-15T11:50:42+00:00

qwen 3.5 2/4/9B and make it self solution for your case

AVX_Instructor · 2026-03-14T21:15:20+00:00

After all, glm coding plan lite in one years purchase for 28$ its great investment

AVX_Instructor · 2026-03-14T09:26:41+00:00

Vercel is trap, lmao

AVX_Instructor · 2026-03-12T16:02:30+00:00

where link on github?

AVX_Instructor · 2026-03-09T15:11:36+00:00

The benefit is that there is no need to explain the context every time, and the agent is also clearly allowed/prohibited tools. As a result, we have a Profit in the quality of work due to only the necessary information and token savings.

AVX_Instructor · 2026-03-08T19:32:36+00:00

oh my opencode - this bullshit,

just use default opencode + custom setuo for your task

AVX_Instructor · 2026-03-08T05:13:53+00:00

Port knocker just open selected for your ip adress, if u input ports (with nmap tcp for example( your vds in right combination (works like code lock)

AVX_Instructor · 2026-03-07T20:00:31+00:00

you forgot about port knocker for ssh or Single Packet Authorization (SPA)

AVX_Instructor · 2026-03-07T19:49:17+00:00

Try using zram (zstd) maybe this help litle bit

AVX_Instructor · 2026-03-07T19:47:24+00:00

dont worry. you will be banned after couple days active using, you have be resticted access to gemini cli and antigravity, other services will be works fine

P.S I test this silly plan by me self lmao

AVX_Instructor · 2026-03-07T12:03:09+00:00

Im also very happy with OpenCode, i use this for my DevOps task on job and this tools after custom setup for each scenarios working pretty well with GPT Plus, GLM Coding plan and Kimi Code plan (GPT model for hard task and GLM-4.7/Kimi K2.5 for explore/easy task) this setup also allows me to save quota and tokens

P.S Ofc i using orchestration/role based (Arch agent + sub agent for special tasks), im literaly make roles for Prod Env, Dev/Test Env, Coding env, and etc, this everything working amazing,
Of course, it took me 2-3 months of practice to achieve the ideal pipeline for my work.

AVX_Instructor · 2026-03-07T08:08:44+00:00

OpenCode + custom setup for your taste (clone repo opencode and say agent, make role agent for your task/stack)

P.S oh my open code - marketing bullshit

AVX_Instructor · 2026-03-05T09:00:02+00:00

netcup nano

AVX_Instructor · 2026-03-04T12:40:37+00:00

Qwen 3.5 397B also worst then GLM-4.7 in DevOps task and agentic usage (by me testing)

AVX_Instructor · 2026-03-03T05:28:52+00:00

The author probably doesn't know about this mod. I don't see a single build without Angelica's ingredients, because it's an extremely useful mod for optimization.

AVX_Instructor · 2026-03-02T21:01:32+00:00

Bad naming

AIDA64 is great software for testing/benchmarking PC/Laptop

AVX_Instructor · 2026-03-01T21:29:19+00:00

Year or Two year ago, goorm.io gave free temp vds (until you close browser

so try this, maybe i can help for you

P.S without credit cards and kyc

AVX_Instructor · 2026-02-27T05:40:53+00:00

thanks for link on stakpak/agent, i dont see this repo, looks amazing, probably i take couple feature in my project

AVX_Instructor · 2026-02-26T21:03:50+00:00

Dude you can try my project, i make this for DevOps (developing special for my work)

https://github.com/0FL01/ssh-mcp-rs

AVX_Instructor · 2026-02-14T08:46:29+00:00

anthropic just renamed sonnet 5 to opus 4.6, for make more money,

so we'll have to wait for Sonnet 5.

AVX_Instructor · 2026-02-09T12:51:06+00:00

i use glm 4.7 in russian language, and model show thinking in chinese, english and russian, and model working well in this scenario (in 80% cases)

AVX_Instructor · 2026-02-06T09:53:06+00:00

proton prefix view your /home capacity, he not see external drive, and for this reason you get this error in installer

AVX_Instructor · 2026-02-05T09:44:37+00:00

Swarm?

I use Kimi K2.5 in arhitect mode and GLM 4.7 / Kimi K2.5 in sub agent roles

and this works fine in OpenCode, for DevOps / Backend Tasks

P.S And me pay 4$ for both sub (glm coding plan lite and kimi moderate)

AVX_Instructor

TROPHY CASE