After two decades debugging production systems across defense, healthcare, financial services, and gaming, I've learned that "it works most of the time" isn't good enough. Here's how to make LLM-driven skills behave.

Each decade replaces friction with abstraction. AI is no different. This is not a bubble; it’s the next architectural leap.

Exploring how Azure Communication Services, Azure AI Voice Live, and an orchestration layer built on FastAPI can reshape operations at scale.