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Karpathy redefines AI development from prompt to context engineering

Andrej Karpathy proposed a shift from "prompt engineering" to "context engineering," arguing that the former term inaccurately represents the complex task of building production AI applications. He clarified that real-world AI systems rely on dynamically assembling a context window from various sources like system instructions, retrieved documents, and conversation history, rather than just simple user prompts. This assembly process, which Karpathy deems the true engineering challenge, is crucial for optimal model performance and is distinct from merely crafting task descriptions. AI

IMPACT Reframes the core challenge in building production AI applications from prompt phrasing to managing dynamic context assembly.

RANK_REASON The article discusses a conceptual redefinition of a term within AI development, based on commentary from a prominent figure, rather than a new product release or research finding.

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Karpathy redefines AI development from prompt to context engineering

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