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January 15, 2026
·
Tokyo
Debugging AI Agents Locally
This talk explores why debugging AI agents locally is difficult, detailing why traditional methods fail and presenting effective techniques for observing and reliably fixing agent behavior.
Overview
I’ve build some AI agents, and when develop them in local environment, I found some issue:
When an agent fails, you’re often left guessing - Was it the prompt? The tool call? The state? The environment? Or the model itself?
I’ll show why debugging an AI agent is so hard, why traditional debugging techniques break down for AI agents, and how to debugging it effectively
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