29 Batch Processing Devcompass Claude Certified Architect Prep Cohort

Summary

You've been working entirely with the API, defining tools, writing loop logic, sending messages and receiving responses. 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 ... 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 ... tool_choice is an API parameter that controls whether You've replaced vague instructions with categorical rules. But sometimes rules aren't enough. When the right output depends on ... The context window isn't just a size limit. It is the most important