Colaberry AI Podcast

Agent KB: Cross-Domain Memory for Smarter AI Agents | 10th July 2025


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Can AI agents remember and reuse solutions across domains like humans do?

In this episode of the Colaberry AI Podcast, we unpack the game-changing innovation behind AGENT KB — a new framework designed to give AI agents long-term, cross-domain memory for solving complex problems. Built on a “Reason-Retrieve-Refine” pipeline, Agent KB could mark a shift from task-specific AI to experience-driven intelligence.

Here’s what you’ll learn:
 🧩 Why most AI agents repeat the same mistakes — and how Agent KB solves that
 🧠 How it builds a hierarchical experience base from previous problem-solving
🤖 The teacher-student multi-agent structure for smarter inference
🚀 Real-world performance on GAIA & SWE-bench for code reasoning and repair
🔄 Why this is a big leap toward adaptive, reusable AI

📖 Ref:
Agent KB by Vlad Bogo

🎧 Listen to the episode on audio:
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