Switching from GPT-5.5 to GPT-5.6 Made Me Less Productive
I pay for three Codex subscriptions at $200 each, and for the past week they have mostly bought me waiting. Since I…
People often talk about AI-generated content as if it's all the same thing. It's not. There are two very different ways to use AI for content, and mixing them up leads to wrong conclusions about what AI can and should do.
Most people use AI by asking it to write content from scratch. They type "write an article about X" and post whatever comes out. This leads to:
But there's another way: using AI to transform and structure content you already have. Here's how it works:
This way keeps the real value of your original content while using AI to make it better. The AI isn't making things up – it's helping you present your ideas clearly.
This transformational approach works great for:
When AI transforms content instead of generating it:
Give Vroni a GitHub issue, bug report, spec, or rough idea. It reads the repo, plans the change, writes code, runs checks, and works toward a review-ready pull request.
Take a look at vroni.com