Beyond the Context Window: Memory, Forgetting, and 'Dreaming' Between Agent Sessions

Join us for a Complimentary Live Webinar Presented by Merge

As agents move from single-session demos into always-on production systems, the context window becomes the central engineering problem: what should an agent remember, what should it forget, and how does it get smarter between sessions instead of starting from zero? Gil Feig, Co-Founder and CTO of Merge, shares a practical engineering perspective on memory/reflection loops and "dreaming" grounded in real production tradeoffs.

• What belongs in persistent memory vs. working context?
• How do you decide what to forget, and what happens when you're wrong?
• Does offline "dreaming"/reflection actually improve production behavior?
• Practical context-engineering patterns that survive messy enterprise data