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Building Enterprise Multi-Agent Systems on the JVM - A Layered Architecture with Koog, MCP, and A2A

 Towards AI

Most AI agent tutorials show a single agent calling a few tools. That works for demos. It falls apart the moment a real enterprise system needs ten specialized agents, each with its own tools, coordin...

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Your AI Doesn’t Forget. It Just Runs Out of Space.

 Towards AI

How context windows actually work — and how I refactored my chatbot to handle them properly. 365 Days of AI · Day 16 · ~7 min read In Day 7, I built a chatbot that remembers everything. Tell it your ...

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Learning to Say “I Don’t Know”: The First Floor of Awareness

 Towards AI

The First Floor-Create by AI Essay 4 in the Humble Model Series I. Introduction: The Flicker Becomes a Voice In the bridge essay, we named the pattern we had seen across three experiments: \- Essay 2:...

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