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Andrej Karpathy: the agent era already killed half of what you're learning
half of what you're grinding right now is already dead weight
senior engineers quietly stopped doing it themselves
the dead list: chasing every new framework, 40 research tabs open till 2am, prompt-and-pray workflows, "one genius model will save me", doing every task by hand
the pattern is obvious. effort that doesn't compound. busywork dressed up as skill. tabs that go viral in your head and close by spring
what actually compounds:
autoresearch - the loop that designs and runs experiments for you
model speciation - not one genius ai, a team of specialized ones
collaboration surfaces between you and your agents
orchestration over execution. you direct, you don't grind
the harness mindset. harness > model, always
taste and judgment - the part no agent replaces
the edge isn't being smarter. it's refusing to stay your own bottleneck while everyone else still grinds solo
book and study this