When Scripts Turn into a System
2026-01-19 | #ai #ai engineering #guardrails #pydantic-ai #software development #spec driven development #symfony-ai #vibe-code #workflow

A Makefile orchestrated a couple of Python scripts. For a few days, my setup felt almost boring — in a good way. I copied a YouTube video ID, pasted it into a Makefile, ran a command, and with a prompt to analyze the transcript, an AI produced Markdown and wrote it to a file. I copied the file to a GitHub repository, pushed it, and a static site generator turned it into something I actually enjoyed reading: HTML in the browser, and an RSS feed I could follow like a personal newspaper.



