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| Section | Weight | Objectives |
|---|---|---|
| Agentic Architecture & Orchestration | 27% | - Agent coordination and orchestration patterns - Designing agentic systems and workflows - Selecting appropriate Claude architectures |
| Prompt Engineering & Structured Output | 20% | - Improving Claude response quality and consistency - Prompt design strategies - Structured output generation and validation |
| Claude Code Configuration & Workflows | 20% | - Developer productivity workflows - Claude Code usage and configuration - Integrating Claude Code into development processes |
| Context Management & Reliability | 15% | - Managing context windows and information flow - Evaluation and reliability strategies - Production deployment considerations |
| Tool Design & MCP Integration | 18% | - Designing effective tools for Claude applications - Model Context Protocol (MCP) concepts and integration - Tool safety, reliability, and usability |
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NEW QUESTION # 184
Anthropic's tool use documentation states: "Write instructive error messages. Instead of generic errors like 'failed', include what went wrong and what Claude should try next." A billing dispute agent uses lookup_order, which catches all exceptions and returns a tool_result with is_error:
true and the message "Tool execution failed". Monitoring shows two failure modes: the agent retries the identical call until hitting the turn limit, or it immediately calls escalate_to_human without trying alternative tools. Which change follows the documented recommendation and gives Claude the information it needs to select the correct recovery action for each error type?
Answer: D
Explanation:
Specific error messages tell Claude both what failed and the appropriate next action. A missing order should trigger an alternative lookup path, while a transient timeout may justify retrying. This directly follows Anthropic's recommendation for instructive tool errors.
NEW QUESTION # 185
When the agent calls lookup_order and receives order details showing the item was purchased
45 days ago, how does the agentic loop determine whether to call process_refund or escalate_to_human next?
Answer: C
Explanation:
In an agentic loop, tool results are returned to the model as context. The model then reasons over the updated information, such as the purchase age, and decides the next appropriate action based on the available tools, policies, and task objective.
NEW QUESTION # 186
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.
An engineer used Claude Code yesterday to investigate authentication flows in a legacy monolith, building up significant context over a 2-hour session. Today she wants to continue that specific investigation. She's worked on three other codebases since then and knows the session was named "auth-deep-dive".
How should she resume?
Answer: C
Explanation:
Claude Code supports resuming a specific saved session by either its identifier or its assigned name. Because the engineer knows the target session is named auth-deep-dive , the appropriate command is:
claude --resume auth-deep-dive
Anthropic's CLI reference explicitly states that --resume can resume a session by ID or name and gives named-session usage in the same form. Resuming restores the relevant conversation history and accumulated context, including the prior analysis and files discussed during the investigation. ( https://docs.anthropic.com
/en/docs/claude-code/cli-reference )
Option B is incorrect because --continue resumes the most recent session in the current directory. The engineer has conducted three subsequent sessions, so it may open an unrelated investigation. Option A uses a flag that is not the documented Claude Code mechanism for selecting a prior session; --resume itself accepts the session identifier when an ID is used. Option C discards two hours of established context and unnecessarily repeats codebase exploration.
Named sessions are particularly useful when engineers alternate among multiple projects or parallel investigations. Assigning descriptive names allows the correct thread to be retrieved deterministically rather than depending on chronological recency.
Official references/topics: Claude Code Session Persistence, Named Sessions, --resume , --continue .
NEW QUESTION # 187
A legal department requires Claude to answer only when sufficient evidence exists in retrieved documents. What should Claude do if evidence is insufficient?
Answer: A
Explanation:
When reliable supporting evidence is unavailable, Claude should explicitly acknowledge uncertainty rather than speculate. Transparent handling of missing information builds trust and reduces the risk of presenting unsupported legal guidance.
NEW QUESTION # 188
You are integrating Claude Code into your Continuous Integration/Continuous Deployment (CI/CD) pipeline.
The system runs automated code reviews, generates test cases, and provides feedback on pull requests. You need to design prompts that provide actionable feedback and minimize false positives.
Your automated review jobs take 18 seconds to initialize before Claude begins analyzing code. Profiling reveals that the delay results from automatically discovering hooks, MCP servers, plugins, skills, and multiple nested CLAUDE.md files throughout the monorepo.
You need to reduce startup time while ensuring reviews still enforce the coding standards documented in the root-level CLAUDE.md file.
What is the most effective approach?
Answer: D
Explanation:
Option B removes the identified startup work while deliberately restoring the one source of project context the reviews require. Anthropic documents that --bare skips automatic discovery of hooks, skills, plugins, MCP servers, auto memory, and CLAUDE.md files. It is specifically intended for CI and scripted execution where fast, reproducible startup behavior is more important than loading every locally configured extension.
Because bare mode also skips the root CLAUDE.md, the pipeline must supply that content explicitly. -- append-system-prompt-file ./CLAUDE.md loads the standards while retaining Claude Code's default coding- agent behavior and tool guidance. Option A replaces the default system prompt but does not, by itself, establish the same minimal startup path as --bare; replacement also discards valuable default coding instructions. Option C can work technically but duplicates repository policy inside every pipeline invocation and creates configuration drift. Option D improves prompt-cache reuse by relocating machine-specific prompt sections, but it does not eliminate discovery of hooks, MCP servers, plugins, skills, and nested instructions.
Bare mode plus an explicitly appended standards file directly addresses both performance and policy requirements. Claude Code bare-mode documentation
NEW QUESTION # 189
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