A Decade of Digital Agents: How the Failure Mode Changed

We’ve built digital agents and customer service automation for close to a decade. The tooling has changed completely. The hardest problem hasn’t. The old failure mode: low confidence, visible gaps Pre-LLM conversational systems ran on intent classification. A user query…









