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…
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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…
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…
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…
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…
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…