The case against equating 2022 LLMs with 2026 AI systems

A post argues that equating 2022’s “pure” LLMs with 2026 AI systems ignores later advances, including symbolic harnesses, code interpreters and symbolic verification. Its author says the “stochastic parrots” metaphor applied to some degree to earlier technology, though they never endorsed it, and that flattening the distinction overlooks neurosymbolic AI’s contributions.