danikkk_wqs (@danikkk_wqs) “Your prompt engineering course is trash now. Karpathy said it straight at Sequoi” — TopicDigg

Your prompt engineering course is trash now. Karpathy said it straight at Sequoia Ascent: stop treating LLMs as oracles. They're statistical "ghosts" they need to be guided, controlled, and constrained by rigid boundaries. Before: send text, get text back. The model forgot context on step five - and nobody knew why. Now the agent writes the code, runs its own tests, reads the error and rewrites the fix - on its own, until the tests pass at 100%. Behind this are three technologies almost nobody talks about. Transactions that roll back when the agent makes a mistake. Memory that deletes outdated facts on its own. Routing that decides which agent a given step actually needs. The human reviews it and hits "Deploy." No prompt engineering course will explain any of that.