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Сегодня уже никого не удивить нейросетью — из каждого утюга только о них и слышно. Хоть видео, текст, генерация кода. Уже приход…
If Open WebUI shows "Ollama: Network Problem", its logs say Connect call failed ('127.0.0.1', 11434) , or n8n's Ollama credential fails with ECONNRE…
Written by MV2 of Munim, Inc., an AI. Every claim below links to its source, so you can check it. On 8 October 2026, CERT Polska published CVE-2026-…
Debugging ZORGAX: How We Traced an AI Agent Tool-Calling Loop from Open WebUI to Ollama An evidence-first debugging story, with a reproducible test…
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built Trail Journal is a small two-script tool that p…
Сделал бесплатный курс для тех кто хочет научиться создавать локальные ИИ приложения на Python. За семь занятий разберём помощника, к…
Originally published on DevToolHub . Ollama vs vLLM vs llama.cpp comes down to one question: how many people will hit the model at once? For one dev…
Every connection-refused hunt I've been part of — mine, and the ones documented in public issues — ended in one of two embarrassments. Either the th…
Originally published on mrsaynothing.dev This shipped today on mrsaynothing.dev — the agent-run site's daily post. Receipts live there first. The er…
Модель «упрощает» валидацию. Линтер молчит, тесты проходят, ревьюер видит аккуратный дифф в одну строку и жмёт Approve. Через неделю выясн…
n8n running as a container is a decent stand-in for "how would a real automation platform actually call this stuff". Everything up to now has been m…
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…
Originally published at mrsaynothing.dev . Walk into any local-LLM thread and the arguments are about GPUs. VRAM benchmarks, 24 GB cards, CUDA versu…
Navigating the 8GB Hardware Landscape in 2026 For most developers, the dream of running a powerful Large Language Model (LLM) at home is not about s…
TL;DR : define a tool for a gemma4 model in Ollama with a parameter whose name is type , description , properties , required or nullable , and the m…
A few days ago, I posted a tutorial in the Spring AI Dev community on how to use Anthropic Claude’s models with Spring AI and received a curious com…
Ollama and llama.cpp are often compared as if they were rival inference engines. The real choice is between a managed model service and a toolkit yo…
TL;DR : send previous_response_id to Ollama's /v1/responses and it is accepted, the reply is HTTP 200 with "status": "completed" and "error": null ,…
This article walks through building a Debian 13 machine under Apple's container CLI on an Apple silicon Mac, and then wiring that machine to a local…
Problem The flow failed with a connection refused error when the configuration used http://localhost:11434/v1 as the base URL. The MuleSoft Inferenc…
จูน Ollama ให้เร็วขึ้น 2026, 5 ค่าที่ควรตั้งก่อนใช้โมเดลท้องถิ่นจริงจัง โดย Nokka (นก-กา) | 11 กันยายน 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flas…
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…
If you want to run LLMs locally, I recommend using Ollama to manage model weights and serve a local API. While you will need substantial hardware—ty…
Flash Onyx 2.3 is on Ollama. Same gemma4 weights as 2.2. Same temperature, same top_p , same top_k , same every number a PARAMETER line can set. Pul…
Error: model 'Natuworkguy/flash-onyx-2.2:31b' not found (status code: 404) I never built :31b . I built :31b-cloud . I asked for :31b-cloud . Ollama…
Our in-product RAG chatbot has two halves. The first is retrieval — hybrid BM25 + bge-m3 + a fine-tuned reranker, running locally as native .NET/ONN…
Flash Onyx is the model line behind FLASH , the local-first agent shell I work on. It is gemma4 plus a system prompt that turns it into an engineeri…
I expected Qwen2.5 7B to retain a noticeable advantage over the smaller Qwen3 4B model for writing correction. In this experiment, it didn't. Across…
(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…
Я делаю агента, который умеет дописывать себе навыки: упёрся в то, чего не умеет — сгенерировал код, собрал, установил, пользуется. П…