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Last Updated: September 30, 2026
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Every tool we've built so far has been defined inline, written directly into the agent code. That works fine for a single agent with a ... You've been working entirely with the API, defining tools, writing loop logic, sending messages and receiving responses. The second failure pattern in the production logs is mis-escalation. Two directions. The agent is escalating frustrated customers ... You don't review your own code. The same blind spots that led you to write it a certain way will lead you to miss the problems ... The context window isn't just a size limit. It is the most important Everything you need to pass the
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