Can You Tell When an LLM API Swaps in a Cheaper Model?
If you call an open-weight model behind an API, whether that is your own box, a hosted endpoint, or a router, you are trusting that the thing answerin…
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How to Secure Local LLM Model Files: A Zero Trust Guide
When you download a model file for your homelab, you aren't just grabbing data; you are importing an untrusted dependency with execution privileges. T…
NVIDIA RTX Spark: What the Backlash Gets Wrong About AI on Your Desktop [2026]
NVIDIA RTX Spark launched on June 1, 2026, and within 72 hours the internet had already decided it was either the death of Apple Silicon or the next W…
Your Agent Has a Memory That Runs While You Sleep
This post is part of the akm-knowledge series. Part ten introduced the improve pipeline — what each phase does and how to schedule it. This post goes …
From 30 Minutes to 8: How LLM-Mode Reflect Works
This is part thirteen in a series about managing the growing pile of skills, scripts, and context that AI coding agents depend on. Part ten covered th…
Эксперимент с локальной Qwen на Go-сервисе
После выхода новой локальной модели Qwen 3.5 мне захотелось проверить не абстрактный бенчмарк, а более приземленную вещь: можно ли отдать маленькой ло…
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 казалс…
Best Local AI Models for Each VRAM Tier (4 GB to 80 GB) in 2026
This article was originally published on runaihome.com Every "best local AI model" article skips the question that actually matters: best for what VRA…
AnythingLLM vs Open WebUI vs LibreChat in 2026: Which Self-Hosted AI Interface Should You Use?
This article was originally published on runaihome.com TL;DR : AnythingLLM is the fastest path to local document chat with zero terminal commands. Ope…
How AI reads your website, and what that means for the people who build it
By Takeshi Yokoyama — Onecarat Labs Hi. I'm Yokoyama, and I build a local-first AI text editor as a side project, along with a few other experimental …
I Blamed the Model for Months. The Bug Was My Sampler.
I Blamed the Model for Months. The Bug Was My Sampler. 40GB In, Word Salad Out Running local LLMs on M1 Max hardware is one of those setups that looks…
ИИ-агент двойного назначения
В наши дни каждый разработчик, наверняка, пробовал вайбкодить, а некоторые идут дальше и заводят себе целых ИИ агентов. Однако отовсюду доносятся ново…
I Tried Building a Complex Security Tool with a 1.5B Local Model — Here's What Broke
Problem: I had aider running on Lubuntu, three API keys configured, a detailed architecture diagram, and a clear goal — build a modular forensic data …
Running a Fully-Local AI Agent on a Mac Studio — OpenClaw + Ollama + MLX
A real-world, copy-paste guide to running a personal WhatsApp AI agent entirely on-device on Apple Silicon, with zero per-token API billing . Two agen…
Qwen 3.6 enable_thinking — The MoE Pitfall That Broke My Agent JSON Parsing
Qwen 3.6 enable_thinking — The MoE Pitfall That Broke My Agent JSON Parsing I lost two hours last week to a Qwen 3.6 quirk that doesn't show up in any…
Google Said It Had Native Function Calling. I Tested It.
Google released Gemma 4 E4B with a specific claim: native function calling. "Enhanced coding and agentic capabilities," the model card said. "Native f…