Your Claude agent has too many tools, and many of them have overlapping functionality. The agentoften picks an inappropriate tool when several could plausibly handle a request.How would you address the tool selection problem?
A Claude application is producing outputs that drift away from the expected JSON format afterseveral conversation turns. The first few turns produce correctly formatted output, but later turnsgradually lose structure.How would you address the drift?
You are building a Claude application that processes 10,000 customer emails overnight to extractstructured data. The work is non-interactive, runs once daily, and has a flexible completion window of severalhours. Which Claude API would you use?
Your team is preparing to roll out a configuration change that updates several prompt versions acrossa Claude application used by multiple downstream systems. The change has already been tested instaging, but the team has not assessed how the prompt change will affect each downstream systemthat depends on the application's output.What would you do before rolling out the change?