Inside My llama.cpp Setup: Tuning Qwen 3.8 27B for 512K Context
Understanding My llama.cpp Qwen 3.8 Configuration I've been tuning llama.cpp for local AI development, and the command line can quickly become a col…
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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…
Can Qwen 3.8 running on your laptop really replace Claude Opus for Agentic coding?
Originally published at deepu.tech . When the whole AI coding frenzy started, I was still skeptical. Like most tech enthusiasts, I tried it but wasn…
I A/B tested my own system prompt: 24 generations, one clear win, one rule that did nothing | Flash Onyx 2.2
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…
Nine ways to talk to a local model
A nine-tool survey of local-model interfaces on one GPU: what worked, what silently failed, and why what sits between you and the model matters more…
Moving Half of Our AI Development to Local LLMs — by Splitting Work by Role, Not by Picking the Biggest Model
Uehara, EarthLink Network Co., Ltd. I build and run more than 20 products by myself, with Claude Code at the core of development. This is a field no…
Teaching a Local AI Agent to Search the Web (Without Lying to You)
Back in early May, someone on the team said something like "let's just add web search, shouldn't take more than a day." Three months and roughly twe…
Why My Local Coding Agent Could Act but Couldn't Finish
There was a month where I blew through my token budget without noticing. Claude Code and Codex, running most of the day, on a codebase I was explori…
Qwen 3.6 27b на 8-12gb vram в llama.cpp до 256к контекста
Вышло 2 модели prism-ml/Ternary-Bonsai-27B-gguf и prism-ml/Bonsai-27B-gguf Модели представлены в 2-битном и 1-битном вариантах и занимают всего 7,2…
LLM Quantization Levels Compared: Q4_K_M vs Q8_0 vs FP16 [2026]
Originally published at kunalganglani.com — read it there for inline code, hero image, and live links. LLM Quantization Levels Compared: Q4_K_M vs Q…
Мой опыт с ИИ в России глазами европейца
Это история о том, как я собрал полностью локальную ИИ-среду разработки (и почему вам стоит сделать то же самое). Переезд из Евросоюза в Москву каза…
[Day 7] Does Giving an AI More 'Thinking Time' Really Make It Smarter? Training an OpenMythos-Style Mini Model on DGX
[Day 7] Does Giving an AI More "Thinking Time" Really Make It Smarter? Training an OpenMythos-Style Mini Model on DGX Intro Day 7! Reddit kept surfa…
OpenClaw: 13 Errors, $1.50/Month, and an AI Team That Doesn’t Need the Cloud
I run a team of AI agents on a Mac I bought in 2022. They handle my Slack, run research, draft content, monitor infrastructure, and spawn sub-agents…
SpeakShift: A Fully Local Desktop App Powered by Whisper.cpp + NLLB + FFmpeg
SpeakShift: Fully Local Whisper.cpp + NLLB Translation + FFmpeg Media Converter Hi DEV Community 👋 Like many of you, I spend a lot of time working w…
Choosing the Right Local AI Stack for SOC Alert Triage: Model, Engine, and Harness
Choosing the Right Local AI Stack for SOC Alert Triage: Model, Engine, and Harness Practical guidance for cybersecurity engineers who want local AI…
[Day 3] I Had a Local LLM Analyze a Year of My Credit Card Statements
[Day 3] I Had a Local LLM Analyze a Year of My Credit Card Statements Intro Day 3: I'm going to hand a year of credit card statements over to a loca…