SIVARO
AI Integration
How to Serve LLM on Debian with API
Two weeks ago a client called me in a panic. Their OpenAI bill for August hit $14,000 — up from $3,200 in June. Support tickets were piling up because thei...
vllm vs llama.cpp debian performance: 2026 Field Guide
Two weeks ago a fintech client in Berlin asked me to cut their inference bill by 60%%. They were running llama.cpp on a Debian box we spec'd out back in 2024,...
Run LLM Locally Debian Command Line: The Complete 2026 Guide
I deployed my first local LLM on Debian in early 2023. A quantized LLaMA 7B on a machine that cost less than my monitor. It hallucinated its way through a JS...
TensorRT LLM Debian Install: The Practitioner's Guide
Last month I watched a team waste eleven days trying to get TensorRT-LLM running on Debian 12. Not because the install is hard — it isn't, once you know th...
Best LLM for Low RAM Debian Server: What Actually Works
Last Tuesday, a client called me panicking. They'd spun up a $40/month Debian box with 8 GB RAM, installed some "AI assistant" solution, and it was swapping ...
Best Open Source LLM for VPS Debian: The 2026 Field Test
You bought a VPS. Maybe 16GB RAM, maybe 32. You want to run a model that doesn't phone home to OpenAI. You're on Debian, because you have good taste. Here's ...
LLM Deployment Debian Docker: The 2026 Field Guide
So you've got a model that works. Now you need it to run — on your own hardware, under your control, without paying OpenAI per token forever. You've chosen...
LLM Integration in a Debian Python Environment
By Nishaant Dixit | September 10, 2026 Last month, a fintech team I advise burned four days debugging why their LLM inference container worked locally and di...
The Best Lightweight LLM for Debian Server in 2026 (We Tested Them All)
September 1, 2026 I spent the last three weeks of August rebuilding a customer's inference stack on a pair of Dell R740s running Debian 12. The hardware was ...
Best Debian Packages for Local LLM Inference in 2026
We've been running local LLMs on Debian boxes since before it was cool. Back in 2023, I was wrestling with CUDA dependencies and Python environments that bro...
Best Debian Tools for Local LLM: A 2026 Field Guide
I spent last week rebuilding my inference rig on Debian 13 Trixie. Not because I wanted to, but because my Ubuntu box decided to break itself during a kernel...
Best Debian Tools for Local LLM: What Actually Works in 2026
I spent the last six months rebuilding our inference stack at SIVARO. We run production AI systems on Debian servers, and I've tested nearly every tool in th...
Best LLM Models for Debian Server: A 2026 Buyer's Guide
You've got a Debian box sitting in a rack. Maybe it's a retired workstation with a consumer GPU. Maybe it's a headless VM with 32GB of RAM and zero accelerat...
How Much Does AI Development Cost in 2026?
You're not asking the right question. I know, I know. You typed "how much does ai development cost in 2026?" into Google and got a spreadsheet of numbers. Bu...