I spent a year building an AI to master the hardest version of Tempest ever made… and yesterday it beat my official world record. What started as a stubborn engineering experiment turned into a full-blown machine learning breakthrough, complete with 15 million frames of gameplay, a custom MAME socket bridge, prioritized replay, and the two changes that finally cracked the plateau: attention and polar coordinates. Here’s how a 1-million-parameter model went from clueless to superhuman — and what it taught me about building AI that actually works.
Hi there,
This GUY is a nut, He’s really Serious about the stuff. I like all his videos.
He was the first doing the Local LLM and was getting 10K worth performance from a 10k setup 
The Agents NOW are the thing, so it is progressing. I don’t like what it is doing to the PC market. RAM and Video cards again going extinct… Had a parts for a NEW AI machine build list in a Amazon cart and Every day the MOFO has a price change UPWARDS. increasing the squeeze on my wallet..SOB’s
I need someone in our government who GAF!
I’m beginning to think they don’t want us to have computers. Just cloud computing? WTH?
GL 
PJ 
did you see he had a $80k Dell workstation… enen he said it was on loan…
