LLMs have reinforced my belief that reasoning has always been a communication tool, not a thinking tool. It’s extraordinarily inefficient at the latter. If you know the truth, an LLM can describe it well, if you do not yet know the truth, getting an LLM to reason its way to the truth with language alone is possible, but expensive, inefficient and rage inducing.