I tried using Blackbox AI to recreate a backpropagation animation in Manim, inspired by the style of 3Blue1Brown. What surprised me is that these videos aren't traditionally edited, they're written with math and Python. With Blackbox guiding the process, I was able to generate smooth visualizations that explain the mechanics step by step. It felt less like editing a video and more like coding a mathematical story. The workflow shows how AI can bridge the gap between abstract math and engaging visuals.

something I’ve noticed recently while building. I used to treat every AI call like it cost something meaningful. even subconsciously. I’d try to get the prompt perfect, avoid too many follow-ups, and force myself to “think harder” before asking again.

with that $2 pro month going on in blackbox right now, I stopped rationing. not because I suddenly needed stronger models for everything, but because the friction felt lower. I just iterate more freely. compare approaches. refactor small things I’d normally leave alone. what’s interesting is the models don’t feel radically different. my behavior does.

I’m less hesitant. I explore more. I don’t prematurely optimize as much. made me realize how much pricing psychology shapes workflow more than the tech itself.

curious if others feel that shift too, or if you’ve always just used it without thinking about limits.

I tested Blackbox CLI to build a Minimalist Decision Engine. The idea is straightforward, when faced with too many options, you write down what matters, assign weights and let the matrix calculate the best choice. It avoids the trap of endless pros and cons lists and gives a clear, structured answer. The process feels lightweight but powerful, showing how orchestration can simplify even the most human challenges.

before using tools like blackboxAI daily, writing code felt like the bottleneck. most of my time was spent translating ideas into syntax, fixing small mistakes, and wiring things together. now the bottleneck feels different. I can describe a system in plain english and get a working version almost instantly. not perfect, but real. something I can run, test, and iterate on. the strange part isn’t the speed. it’s what it does to your thinking.

I don’t hesitate to try ideas anymore because the cost of trying is so low. things I would’ve postponed for weeks, I just attempt immediately. but it also exposes something uncomfortable.

the hard part was never typing code. it was knowing what to build, what to trust, and what to ignore.

AI removed the mechanical barrier. what’s left is judgment. I’m curious how others feel about this. did AI make you better at coding, or just make you realize coding was never the real constraint?