From Pixels to Tensors, Part 3: Symbolic AI

Symbolic AI failed for reasons that have nothing to do with hardware — the knowledge acquisition bottleneck and the unknown unknowns. The parallel machine's role was narrower: to decide which successor could run at scale. Covers the physical symbol system hypothesis, forward chaining, and where symbolic rewriting still lives. ...more

July 05, 2026