A developer set up a local AI coding agent using Ollama on Windows and Aider inside Ubuntu on WSL2, running the Qwen2.5-Coder model entirely on the local machine without a dedicated GPU. The architect…
Developers are increasingly switching to local LLMs for coding tasks, with two Hacker News threads (1,260 and 1,350 points) confirming local models are now viable. The guide compares self-hosted infer…
Regentix, a policy enforcement gateway for LLM tool execution, uses Rego-based governance to intercept and validate MCP requests from clients like Claude Desktop before execution. The system combines …
A developer provides a formula for estimating RAM requirements to run large language models locally, explaining that a 7B model at Q4 quantization needs roughly 4.2GB plus overhead. Benchmarks show th…
This article provides a step-by-step guide for developers to set up a private, offline AI coding assistant on a standard laptop (8GB or 16GB RAM) without a dedicated GPU. The setup uses Visual Studio …