Ollama vs LM Studio 2026: Ollama Wins for Devs
Verdict: in the ollama vs lm studio decision, Ollama wins for developers and automation, and LM Studio wins for everyone else. If you are scripting…
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KV Cache on 16 GB GPUs: Making Long Context Actually Fit
A model can advertise a 128K context window and still fail at 40K tokens on a 16 GB GPU. The architecture ceiling never promised that weights, KV ca…
Flash Onyx 2.2: teaching a local model law and game feel
(I know, ANOTHER Onyx post) Flash Onyx is the model line behind FLASH , the local-first agent shell I work on. Onyx 2 is gemma4 with a system prompt…
Fix Local LLM Quality: Context Stacking & Rope Freq Tweaks
This article was originally published on BuildZn . Everyone's running local LLMs now, which is great. But then they hit the wall: "Why does my 7B mo…
Building a Local-First Voice Copilot for the Shell with HoldSpeak and Ollama
The Promise: A Private, Voice-Activated Shell The dream of a voice-activated command line is compelling: speak a command, see it executed. But for m…
Do You Have a Homelab? Secure Your Local LLM Artifacts
We used to build homelabs around Linux servers, Docker containers, and NAS drives. It was about uptime, RAID levels, and monitoring CPU temps. Now,…
I shipped local LLM features two months ago. Production never ran them once.
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 Two months ago I shipped local-LLM features in TextStack — an open-source reader…
Ollama Models Explorer — a clean Next.js UI to browse and filter local LLMs
If you're running local LLMs through Ollama, finding the right model is annoying. The official model page scrolls forever, capability tags are incon…
No More Hallucinated Citations: A Domain-Specific RAG System with Ollama, ChromaDB and AI Agents
TL;DR: I built a full-stack knowledge pipeline around a corpus of 2,514 academic PDFs focused on urban art. The system combines ChromaDB vector sear…
Гефестыч: наш опыт автоматизации Code Review через LLM. «Грабли», решения, код
Привет, Хабр! Меня зовут Данил Чечков, я Team Lead команды High End Meta Backend в «Леста Игры». Мы занимаемся всей web-составляющей «Мира кораблей»…