Everyone Has the Same AI Models. Here's What Sets Agents Apart - Richmond Alake, Oracle
Agent memory, control planes, and software factories differentiate AI agents when models are commoditized
“Agent memory is essentially the mechanism that an agent uses to store, reuse, reproduce, and refine information.”
Oracle's Richmond Alake argues that since everyone shares the same foundation models, competitive advantage in AI comes from agent architecture — specifically memory taxonomy (semantic, episodic, procedural, working), control planes for agent governance, and software factory patterns. The talk positions these three concepts as the underexplored levers that separate production-grade agents from demos. The content is cut off but signals a practitioner-focused framework for agent differentiation.