symbolic tools like those listed below - rather than pure scaling -are likely driving most of the advances now. once you realize that you re…

symbolic tools like those listed below - rather than pure scaling -are likely driving most of the advances now. once you realize that you realize that hyperscaling is probably insane. @GaryMarcus IMHO, reliability will not be solved by a shiny new magical LLM or even by its successors. It will come from strict harnesses around the model: verification, tests, constraints, tool use, and clear failure modes.

Source: Gary Marcus (X) | 2026-05-17