
Phoenix Taylor
116 posts

Phoenix Taylor
@Tech2Phoenix
@PhlameOfficial Founder Sophomore @UTAustin I build apps, computer vision, agent automations, and workout




@levelsio "You" ➡️ IP your Internet provider assigns you; not your servers IPs. If you had a static IP I'd like to know why you prefer Tailscale over just adding e.g. your company IP to the firewalls SSH whitelist.

iOS developers: How long is App Review taking for everyone these days? It is now taking longer to get our app approved than it is to build the actual features.

Alex Karp: "Everybody's worried about their future, but there are basically two ways to know you have a future." "One, you have some vocational training, or two, you're neurodivergent. And when I say 'neurodivergent,' I mean broadly defined." "It's really an inversion [for people] with the 'normal-shaped skills'... Meaning the thing they can do that used to be valuable is not so valuable." "The thing they need to learn to do is be more of an artist, look at things from a different direction, be able to build something unique."





I packaged up the "autoresearch" project into a new self-contained minimal repo if people would like to play over the weekend. It's basically nanochat LLM training core stripped down to a single-GPU, one file version of ~630 lines of code, then: - the human iterates on the prompt (.md) - the AI agent iterates on the training code (.py) The goal is to engineer your agents to make the fastest research progress indefinitely and without any of your own involvement. In the image, every dot is a complete LLM training run that lasts exactly 5 minutes. The agent works in an autonomous loop on a git feature branch and accumulates git commits to the training script as it finds better settings (of lower validation loss by the end) of the neural network architecture, the optimizer, all the hyperparameters, etc. You can imagine comparing the research progress of different prompts, different agents, etc. github.com/karpathy/autor… Part code, part sci-fi, and a pinch of psychosis :)


















