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Anthropic's Andrej Karpathy just released 1-hour Stanford lecture on full AI engineering from scratch:
"You can actually delete everything… Delete everything, keep Graph"
here's his lessons:
10% → LLM: I treat GPT as a general-purpose computer that can be reprogrammed at runtime
30% → Prompt: I give that computer a program written in natural language
50% → Agent: I surround the model with a goal, context, memory, and tools that turn prediction into action
70% → Loop: I separate the inner loop, where the model learns from context, from the outer loop, where training updates its weights
100% → Graph: I organize communication as data-dependent message passing over directed graphs
This 1-hour at Stanford will teach you more about AI than 100 YouTube video guides
“Just chop up everything and throw it into the mix”
watch - bookmark, then read the article below ↓
this is absolutely unreal
jack dorsey (twitter co-founder) just shipped a totally free github repo sitting at 26.2k stars that basically hands you an ai-agent operating system for running a business
here’s the setup:
1. clone the repo
2. host the server yourself: channels, search, git, automations, it all runs there
3. drop your agent into a channel like it’s another teammate, lock down its permissions, and let the crew guide it in real time
save this and bookmark it, seriously