New Life

We have a Cocker Spaniel rescue we named Lilibet. She is a sweetheart. The best we can tell, she is about 10 years old. Her time on the streets was hard on her. She is deaf, needs Cushing’s treatments and suffers an injury and some arthritis that makes it difficult for her to walk. But you wouldn’t know it by her wagging tail and half-closed-eyes panting smile. She seems quite content and happy to be part of our family. We are blessed to have her. Our vet said that from what she could tell of Lilibet’s past, it was clear that she is living the best days of her life. A new life.

What is life? As we took Lilibet on a walk through the neighborhood this weekend, which is increasingly becoming a full family affair, I was struck by the rebirth emerging all around us. The trees were budding. Ivy and bushes are exploding with tender new leaves. Indian Hawthorn and roses were spraying their vibrant colors across every yard. Orange blossoms are filling the air with their tantalizing scent and lawns were dressed in new lush green carpets. Life has returned with its unbridled passion.

Spring has a force and a vitality that is unlike any other season. It seems to wrap you up in the wonder that is life itself. Every creature is bursting forth with growth as our heavenly benefactor stretches its life-giving radiance further into the night and the morning.

Are these our best days? Well, if so, I sure don’t want to miss them! Go on a walk. Soak in some of that warming force from our sun and enjoy the rebirth that nature is putting on display. The earth is singing the song of the ages. We have been rescued from death, one more year. Life has come again. Live as if it were one of your best days, and who knows, maybe it will be.

I wish you all a blessed new beginning!

Coding Vibes

I had the opportunity to meet with industry leaders at an IT Rev Technology Leadership Forum last week in San Jose. I was able to participate in deep dive sessions and discussions with friends from Apple, John Deere, Fidelity, Vanguard, Google, Adobe, Northrop Grumman, and many others, with some new friends from Nvidia, Anthropic and OpenAI. As you can imagine, the headline topics from these tech leaders were all around AI.

Ready to try some “vibe coding”? By far, the biggest discussions revolved around the new technique of vibe coding. But what is this “vibe coding”, you may ask? It is a programming technique that uses AI to write code with nearly full auto-pilot mode thinking. Instead of code writer, you are the creative director. You are creating what you want in English and the AI does the rest. Basically, it goes something like this:

  • ME: Help me write a flight simulator that will operate in a web browser. 
  • AI: Sure, here is a project folder structure and the code. Run it like this.
  • ME: I get the following 404 error.
  • AI: It looks like we are missing three.js, download and store it here like this.
  • ME: The screen is white and I’m missing the PNG files? Can you create them for me?
  • AI: Sure! Run this python command to create the images and store them in the /static folder.
  • ME: I see a blue sky now and a white box, but it won’t move.
  • AI: We are missing the keyboard controls. Create the following files and edit index.html.
  • ME: I’m getting the following errors.
  • AI: Change the server.py to this.
  • ME: Ok, it is working now. It’s not great, but it is a start. Add some mountains and buildings.

I spent a few minutes doing the above with an LLM this morning and managed to get a blue sky with some buildings and a square airplane. In vibe coding, you don’t try to “fix” things, you just let the AI know what is working or not working and let it solve it. When it makes abstract recommendations (e.g., create a nice texture image), you turn around and ask it to create it for you using code or some other means. In my example, I’m playing the role of the copy/paste inbetweener, but there are coding assistants that are now even doing that for you. You only give feedback, and have it create and edit the code for you. Some can even “see” the screen, so you don’t have to describe the outcome. They have YOLO buttons that automatically “accept all changes” and will run everything with automatic feedback going into the AI to improve the code. 

Fascinating or terrifying, this is crazy fun tech! I think I’m starting to get the vibe. Ok, yes, I’m also dreaming of the incredible ways this could go badly. A champion vibe coder at the forum said it was like holding a magic wand and watching your dream materialize before your eyes. He also quickly added that sometimes it can become Godzilla visiting Tokyo, leveling buildings to rubble with little effort. But it hasn’t stopped him. He is personally spending over $200/day on tokens. I can see why Anthropic, OpenAI and Google would want to sponsor vibe coding events!

This sounds like an expensive and dangerous fad, right? Well, maybe not. This tech is still the worst it is going to be. The potential and the vast number of opportunities to innovate in this space are higher than I have seen in my lifetime. I encourage you all to help create, expand, and explore this new world. Maybe this vibe isn’t for you, but I bet there is something here that could unlock some new potential or learning. Try it on for size. See where this can go…  just maybe not to production yet. 

Wishing you all cool coding vibes this week!


I also gave a class on how to create a language model from scratch. We start with the science of neural networks and end up with a model that produces infinite Shakespeare. Here is link to a YouTube version: https://youtu.be/s4zEQyM_Rks?si=r3uoB_m1XM4gyCNG and the notebooks: https://github.com/jasonacox/ProtosAI/tree/master/notebooks#genai-large-language-models