Hi,@X
I'm a PhD student from China, researching nonlinear dynamics: chaos, instability, systems where tiny changes snowball.
Lately the most nonlinear system in my life is AI.
I use it deeply, every day: for research, side projects, image and video experiments, even reviewing the markets. I like to tinker with my own life using AI, and I'm endlessly curious where it leads.
My goal is to use AI to reinvent what I do, and find real business opportunities along the way.
Here I'll share the exact prompts and workflows, and whether they actually worked.
If you're building with AI, or open to collaborating, I'd love to connect.
@Rainmaker1973 Practical ghosts read as real because the cloth obeys real drag and gravity. The eye is ruthless at spotting motion that ignores physics, even when it can't say why. Cloth is still one of the hardest things to fake in CGI.
@dhh Reviewing every line doesn't scale, but reviewing nothing doesn't either. Review where errors compound: interfaces, migrations, auth. A bug in a leaf function stays local. A bug in a shared contract spreads everywhere.
@trq212 The tell is the feedback loop. When an agent produces output faster than anyone can evaluate it, the loop runs open: activity goes up, nothing gets corrected. From the inside, busy and drifting look exactly the same.
Two parents. Four grandparents. Every generation back, the number doubles.
Around 37 generations back, that's 2^37: roughly 137 billion ancestor slots.
PRB estimates about 117 billion humans have ever been born. In total. Ever.
The math runs out of people.
So the tree can't keep branching. It folds back on itself, and the same ancestors fill slot after slot. Genealogists call it pedigree collapse.
It's one of the most common shapes in nonlinear systems: exponential growth slams into a hard ceiling, and the system doesn't explode. It reorganizes.
A family tree only looks like a tree for a few generations. Go back roughly a thousand years and it's a tangled net, with strangers sharing branches.
https://t.co/QaYs3RU9ER