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LLMs Are Not a Higher Level of Abstraction

LLMs fundamentally violate the deterministic input-output contract that has defined every programming abstraction layer since assembly, making them categorically different from traditional abstractions.

Monday, May 4, 2026 12:00 PM UTC2 MIN READSOURCE: Hacker NewsBY sys://pipeline

The article challenges the claim that LLMs represent the next logical step in programming abstractions. Previous abstraction layers (assembly → C → Python) maintained deterministic input-output mapping; LLMs produce non-deterministic outputs for identical inputs, fundamentally breaking the pattern that defined traditional abstractions.

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