As artificial intelligence agents grow increasingly versatile, their underlying memory systems must evolve at the same pace. Through the most recent update to Oracle's AI Data Platform, users gain long-term memory management capabilities alongside compatibility with models developed by Google, Anthropic, and OpenAI. While expanding the selection of available models represents a welcome step forward, genuine adaptability cannot end with the model layer alone. To deliver true flexibility, an agent's memory must remain just as portable and dynamic as the workloads you deploy.