The Biggest Problem With AI Memory (And How to Fix It)
What happens when AI agents need to collaborate instead of working alone? Most AI systems today rely on vector databases and static knowledge bases. But enterprise AI is evolving beyond retrieval. It needs shared memory, decision tracing, dynamic knowledge, and infrastructure that allows agents, humans, and workflows to collaborate over time. In this episode of How We Agent, Ani sits down with AJ Kana, VP of Marketing at Yugabyte, to explore how Yugabyte is evolving from a distributed PostgreSQL database into a complete AI-native data infrastructure. The conversation covers: • Why vector databases alone aren't enough for enterprise AI • The difference between static and dynamic knowledge • How Miko compounds memory into organizational knowledge • Building collaborative AI systems with Data Packs • Internal AI agents running inside Yugabyte • Open-source growth and enterprise GTM • Why AI infrastructure is becoming the foundation of every enterprise If you're building AI agents, enterprise applications, or modern AI infrastructure, this episode is packed with practical insights. What You'll Learn ✅ Why enterprise AI needs more than a vector database ✅ How shared memory differs from RAG ✅ Why AI knowledge should evolve over time ✅ Decision tracing and AI governance ✅ Dynamic knowledge bases explained ✅ AI agent use cases inside Yugabyte ✅ Community-led growth and open-source GTM ✅ The future of AI-native databases ⏱ Chapters 00:00 Why AI Needs Better Data Infrastructure 01:48 Yugabyte's Evolution from Database to AI Platform 04:25 Why Vector Databases Aren't Enough 08:22 Introducing Miko: Shared Memory for AI Agents 11:39 Live Demo: Dynamic Knowledge Bases & Decision Tracing 16:01 Building Enterprise Knowledge That Evolves 18:21 AI Agents Running Inside Yugabyte 23:39 Open Source Growth, ABM & Enterprise GTM 28:48 AMP: PostgreSQL Built for Thousands of AI Agents 30:48 The Future of Enterprise AI Infrastructure 🔗 Important Links: Build with Architect: https://hubs.ly/Q043pWTs0 Build your own AI agent → https://hubs.ly/Q03wb5Md0 Explore our website → https://hubs.ly/Q03wbGVt0 Build agents for your company (Book a demo) → https://hubs.ly/Q03wbH0k0 Learn how to build agents with Lyzr Academy → https://hubs.ly/Q03wqxFR0