Agentic Workflows

How different orchestration frameworks handle state, routing, and failure recovery in production.

Live web retrieval closes the gap between what models know and what's actually true right now.

Reliability in agentic pipelines comes from error handling architecture, not model quality alone.

Fresh web data and robust extraction matter more than model choice for reliable research agents.

AI agents now browse the web as a core capability, not a workaround.

Open protocols let teams build tool integrations that survive model upgrades and vendor changes.

Smarter memory architecture beats bigger context windows for long-running agents.