#Ai Agent
2 articles
Workflow

Cross-Model Audits of AI-Written Code — Process, Not Faith
After using AI to port a calculator from a 35-sheet engineering spreadsheet, how do I know it is correct? This article covers three independent audit rounds by an agent from another provider, the rules to set before starting, confidence levels that keep claims within the evidence, and the classes of errors AI kept making in every round.

Edit Videos with Claude Using Thai Prompts, No Video Editor Needed
How I actually use Claude in VS Code to trim, resize, join, and add background music to videos by typing in Thai, without memorizing ffmpeg commands or opening a video editor. Includes getting AI to compose music, NVIDIA GPU acceleration, and Mac and Linux instructions for people who have never used Claude.