Tag

AI

21
cze 2026

One small trick and you stop losing context in local LLM models

Recently I was messing around with the Refio plugin and testing it on local LLM models. In theory everything worked: the model was supposed to get the whole project context –…

AI
6 min
04
cze 2026

Code that kills the browser – observations from a small LLM benchmark

There’s a moment when the model returns code, the file opens, and for two seconds you think it works. Sometimes it actually does. Other times the browser tab goes blank, or y…

AI
6 min
10
maj 2026

Quantization for the impatient – why int4 doesn’t speed up image generation on GPU

Long time no post… on image generation. Recently I sat down with an old codebase and put together a quantization pipeline for diffusion models out of curiosity – SDXL, …

AI
9 min
04
maj 2026

Every LLM writes the same Todo App. And I mean that literally

I’m building a benchmark of local models. Simple task: build a Todo App in a single HTML file – add, delete, mark as done, filters, localStorage. Trivial. Each model ge…

AI
6 min
02
kwi 2026

How Refio manages conversation context, or how to fit a big project into limited AI memory

How Refio manages conversation context, or how to fit a big project into limited AI memory AI models can do a lot these days. They can analyze code, write documentation, hunt for b…

Bez kategorii
10 min
28
gru 2025

Refio – a local AI assistant for IntelliJ and 6 RAG techniques worth knowing

Genuinely practical RAG? It’s not just about building a vector index and hoping the LLM will find everything on its own. When you’re working on a project, you’re …

Bez kategorii
7 min