Oracle AI engineer Ignacio Martinez demonstrated how harness engineering and structured memory systems transform unpredictable language models into reliable, autonomous agents. He detailed practical strategies to manage context rot, orchestrate hybrid database storage, and achieve continual learning without retraining model weights.