Andy Novick portrait

AI discoveries & other curiosities

Category: AI Discoveries

Notes from exploring AI and AI-assisted coding.

  • What I’m Learning About AI-Assisted Coding

    What I’m Learning About AI-Assisted Coding

    I’ve written software since 1971. Since the mid-1980’s I’ve heard that a new computer program is going to write the code from now on instead of programmers. That’s left me with skepticism about what AI might do. After spending time with them, here are a few early impressions.

    AI can write working code

    I started in March of 2025 coding with the chatbots. The CLI and VS Code based tools were only beginning to appear. But given a fairly simple problem in writing SQL the chatbots were able to produce working code. ChatGPT and Gemini were able to write some code but Grok went past that and found a bug in the code it was give to to adapt and fixed it. Now all the foundational models are good at code. The harnesses, like Claude Code, Codex, Cursor, and JetBrains, have taken that further and are very good at it. I documented that experience here:

    Testing still matters

    The AI tools are confident even when wrong, so testing matters more than ever, not less. The good news is that debugging skills are still useful. However, I’m working on some projects were I’ve not looked at the code and have interacted with the AI by doing my own testing and then going back and requesting changes like a typical user might.

    Image Generation Isn’t so Great

    Given the logos of Gemini, Grok, Claude, and ChatGPT, I asked each:

    Using the four logos provided make an image for the theme of AI-Assisted coding. Include a few lines of code somewhere in the image, maybe in the backround. Make sure to produce a square image.

    The results were pretty bad. They all butchered at least two of the logos. Most of the output wasn’t square. The image at the top of this post is from ChatGPT and here’s a try from Grok.

    Grok's attempt at a four logo AI-Assisted Coding
    Grok First Try

    If you’re exploring the same territory, I’d love to compare experiences.

  • Welcome to AndyNovick.com

    Welcome to AndyNovick.com

    Hello, and welcome. I’m Andy Novick, and this is my new corner of the web. It’s going to be a place to write about whatever I’m makes me curious, share links to my projects, and keep a record of what I’m learning along the way.

    For a long time my online life was scattered across a handful of places: code on GitHub, photos on SmugMug, SQL articles on Novick Software, and an older personal blog called Andy’s Guy Stuff. This site is my attempt to pull those threads together into one home, with a blog at the center of it.

    The blog is the heart of the site. For now, much of what I write here will fall under the category of AI Discoveries. These will be notes from my ongoing experiments with AI tools and AI-assisted coding. I expect it to wander into photography, programming, and the occasional thought about a book, a movie, or something happening in the world.

    If you want to find my other work, the footer below has links to everything. Thanks for stopping by.