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Your agent is handling a billing dispute. After calling get_customer and lookup_order, it identifies that the dispute involves a promotional pricing error requiring manager approval - beyond the agent's authorization level. How should the workflow handle this mid-process escalation?

• A. Compile a structured handoff with customer details, order info, and the identified issue before calling escalate_to_human.
• B. Persist the complete conversation and tool response history to a database, then call escalate_to_human with a reference ID.
• C. Call escalate_to_human passing only the customer's original message.
• D. Attempt the refund with process_refund anyway, escalating only if the system rejects the transaction.

You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.
A developer asks the agent to investigate why a specific API endpoint intermittently returns 500 errors. The codebase has 200+ files and the developer doesn't know which components are involved. The agent must trace the error through routing, middleware, business logic, and database layers. What task decomposition approach would be most effective?

• A. Define a fixed sequence of investigation steps upfront - grep for error patterns, then read error handlers, then check database queries, then examine middleware - executing each step regardless of intermediate findings.
• B. Have the agent dynamically generate investigation subtasks based on what it discovers at each step, adapting its exploration plan as new information about the error path emerges.
• C. Have the agent first create a comprehensive plan mapping all code paths through the endpoint before beginning any file exploration or code reading.
• D. Run parallel worker agents that simultaneously investigate all four layers, then synthesize their findings to identify where the error originates.

Your control_device tool manages smart home devices through external APIs. When a device doesn't respond within the timeout period, the tool returns an error. Production logs show that the agent simply tells users "the device is not responding" without offering helpful next steps. Which error response structure would best enable the agent to provide useful follow-up?

• A. Set is_error: true with a structured technical error containing the device ID, timeout duration, and raw API response code for debugging purposes.
• B. Set is_error: true with a brief "Device offline" message and provide a separate tool the agent can call to retrieve context-specific troubleshooting suggestions.
• C. Set is_error: true with a message explaining the likely cause and suggesting troubleshooting steps the agent can offer the user.
• D. Set is_error: false with an optimistic message indicating the command was dispatched successfully but device acknowledgment is still pending.

You are using Claude Code to accelerate software development. Your team uses it for code generation, refactoring, debugging, and documentation. You need to integrate it into your development workflow with custom slash commands, CLAUDE.md configurations, and understand when to use plan mode vs direct execution.
Your team wants Claude to follow a detailed code review checklist (8 items covering API changes, test coverage, documentation, security, etc.) when reviewing pull requests. The team also uses Claude extensively for other tasks: writing new features, debugging production issues, and generating documentation. Currently, developers paste the checklist at the start of each review session. Which approach best addresses this workflow need?

• A. Create a /review slash command containing the checklist, invoked when starting reviews.
• B. Configure plan mode as the default for code review sessions.
• C. Add the checklist to the project's CLAUDE.md file under a "Code Review" section.
• D. Create a dedicated review subagent with the checklist embedded in its configuration.

A company is building its first production Claude application. Which principle should guide the initial deployment?

• A. Optimize only for response speed.
• B. Start with a simple design and iteratively evaluate improvements.
• C. Maximize prompt complexity immediately.
• D. Disable monitoring to reduce costs.