No Memory, No Harness: Why the Database Is the Last Line of Defense

Official Schedule Context

The model is the easy part. Everything that makes an agent survive contact with production lives in

the harness around it: orchestration, tooling, governance, and the memory core that keeps the system

grounded when the model itself is probabilistic, forgetful, and non-deterministic. This talk walks

the surface areas of an agent harness and consolidates the lessons we're learning as we ship them,

from agentic applications in their current form (autonomous systems that now build their own

automations) to the continual-learning loops that let agents improve from their own experience.

We'll look at how the discipline is segmenting. AI application development is no longer one role but

several: agent engineers, memory engineers, and platform engineers. We'll map Oracle's primitives

onto each as the current state of harness engineering takes shape. We'll also examine the two

populations betting on this stack at once, enterprise customers who need governance, reliability,

and scale, alongside the cracked developers who need fast, composable primitives, and why a well-

engineered harness serves both. And we'll make the case that has held through every shift in the

stack: memory isn't a feature you bolt on, it's the foundation the rest of the harness stands on.

The database remains the memory core, and when everything above it is probabilistic, it's the last

line of defense.

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