Over the past 20 years building advanced AI systems-from academic labs to enterprise deployments-I've witnessed AI's waves of success rise and fall. My journey began during the AI Winter," when billions were invested in expert systems that ultimately underdelivered. Flash forward to today: large language models (LLMs) represent a quantum leap forward, but their prompt-based...