Step-by-step guide to building a LoRA training environment on Windows 11 with an RTX 3060 Laptop (6 GB VRAM) using kohya_ss — from caption writing to VRAM-saving settings.
A command-injection vulnerability was found in Windows PowerShell's `Invoke-WebRequest` cmdlet. When fetching a web page, embedded scripts could be executed.
A summary of how to verify impact and the mitigation steps for the CVSS 10.0 React2Shell vulnerability (CVE-2025-55182 / CVE-2025-66478), plus additional DoS and source code exposure issues.
A plan to build an internal help desk RAG system using a Mac mini M4 Pro and Dify. Highlights what's new in Dify circa 2025 and tips for running local LLMs.
Introducing a Mac mini M4 Pro to build an in-house RAG system. A plan for setting up a LoRA training environment during downtime while waiting for specs to be finalized.
From browser OCR and server-side OCR to cloud APIs and AI — a roundup of what I learned trying to implement Japanese OCR on the web, including the limits of each approach.
Astro's `<style>` tags compile to scoped CSS, but that scope does not apply to DOM elements created dynamically in JavaScript. Here is how to work around it.