
Relying on an LLM to verbalize its own confidence level often results in highly overconfident scores that cluster between eighty and one hundred percent. This phenomenon poses a significant threat to the operational stability of enterprise systems, as these models frequently present a facade of certainty even when they are fundamentally guessing. In the current technological landscape of 2026, where










