Priya Nandakumar

Paywalls block retrieval pipelines before models ever see the content.

Live web retrieval lets AI systems answer with current information instead of stale training data.

Saving agent state at key points lets long-running tasks resume from failure instead of restarting.

Enforcing agent boundaries in code prevents failures that prompts can't fix.

ReAct adjusts as it goes, but Plan-and-Execute costs less once the plan is locked in.