Matthew Berman
5/7/2026

GPT-Realtime-2, Directionally Bad and Agent Memory
Short summary
Matthew Berman provides critical technical analysis of OpenAI's GPT-Realtime API v2, examining its architectural approach, limitations, and fitness for production use. The 83-minute session explores agent memory implementations and patterns essential for autonomous agents. Discussion includes API design trade-offs, performance considerations, and how realtime capabilities compare to alternative approaches for building responsive AI applications.
- •Critical evaluation of GPT-Realtime API v2 architecture and real-world limitations
- •Deep exploration of agent memory patterns and implementation strategies
- •Comparative analysis of realtime API capabilities against alternative approaches
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