Media Summary: You're building a multi-agent pipeline. The coordinator spawns a search subagent. The subagent finds relevant results and ... Tool descriptions are the single most common source of silent failures in production You've been working entirely with the API, defining tools, writing loop logic, sending messages and receiving responses.
12 Context Isolation Devcompass Claude Certified Architect Prep Cohort - Detailed Analysis & Overview
You're building a multi-agent pipeline. The coordinator spawns a search subagent. The subagent finds relevant results and ... Tool descriptions are the single most common source of silent failures in production 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 ... You've got the coordinator pattern. You know how to spawn subagents. Now the question every multi-agent developer faces: how ... You know why you'd go multi-agent and how
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 Batch Processing: Matching the API to the Job Every API call so far has been real-time: you send a request, you wait for the ... Three months into production, there's a specific complaint pattern in the failure logs. The agent starts a conversation, handles the ... You've built a customer support agent that works reliably. One The second failure pattern in the production logs is mis-escalation. Two directions. The agent is escalating frustrated customers ...
You've replaced vague instructions with categorical rules. But sometimes rules aren't enough. When the right output depends on ... Single-agent systems have one failure mode: the agent breaks. Multi-agent systems have two failure modes that don't exist in ...
