> Watch the video version for the demos and screen shares: https://www.youtube.com/watch?v=VvaVzu_BjS0

What should an agent remember, and where should that memory actually live? Melanie sat down with Chris Gambill (Gambill Data) and Scott Haines (Databricks) to get concrete about agent memory: what belongs in the context window, what belongs in memory files, and what needs to live outside the agent entirely.

Chris demoed OmniGent, the open source meta-harness from Databricks that runs multiple coding agents side by side. We watched it stand up a World Bank data pipeline into a medallion architecture, including a debate step where two models argue the approach before one goes and builds the plan. Scott walked through how h ...