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Anthropic CCAR-F Exam Syllabus Topics:

Section	Weight	Objectives
Prompt Engineering & Structured Output	20%	- Explicit criteria definition and few-shot prompting - Validation, parsing and retry loop strategies - System prompt design and persona alignment - JSON schema design and structured output enforcement
Tool Design & MCP Integration	18%	- Tool schema design and interface boundaries - Model Context Protocol (MCP) architecture and JSON-RPC 2.0 - MCP tool, resource and prompt implementation - Error handling and tool response formatting - Tool distribution and permission controls
Context Management & Reliability	15%	- Context pruning and summarization strategies - Context window optimization and prioritization - Idempotency, consistency and failure resilience - Token budget management and cost control
Claude Code Configuration & Workflows	20%	- CI/CD integration and non-interactive mode parameters - Path-specific rules and .claude/rules/ configuration - CLAUDE.md hierarchy, precedence and @import rules - Custom slash commands and plan mode vs direct execution - Hooks vs advisory instructions
Agentic Architecture & Orchestration	27%	- Task decomposition and dynamic subagent selection - Session state management and workflow enforcement - Agentic loop design and stop_reason handling - Error recovery, guardrails and safety patterns - Multi-agent patterns: coordinator-subagent and hub-and-spoke

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Anthropic Claude Certified Architect - Foundations Sample Questions (Q132-Q137):

NEW QUESTION # 132
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?

A. Remove is_error: true and return the error details as normal tool content, so Claude reasons about the response as data rather than treating it as a flagged failure condition that biases retry behavior.
B. Return error-type-specific messages with is_error: true, e.g., "Order not found-try get_customer to search by phone" for data errors and "Database timeout (transient)-retry should succeed" for infrastructure errors.
C. Add an error classification step in the agentic loop that intercepts tool errors before Claude sees them, tags each as "retry," "try_alternative," or "escalate," and appends that recommendation to the tool result.
D. Implement retry logic with exponential backoff inside each tool implementation so transient errors are resolved transparently within the tool before any failure result is surfaced to Claude in the agentic loop.

Answer: B

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 # 133
In production, final reports frequently contain claims without proper source attribution.
Investigation shows that while the web search and document analysis agents correctly attach citations to their outputs, the synthesis agent loses track of which sources support which conclusions when combining findings. What's the most effective architectural change?

A. Require all subagents to output structured claim-source mappings that the synthesis agent must preserve and merge when combining findings from multiple sources.
B. Add a verification step where the report generator uses semantic similarity matching against original sources to reconstruct which claims came from which documents.
C. Maintain complete transcripts of all subagent interactions and add a citation-resolution agent to analyze logs and determine attributions before report generation.
D. Have the coordinator inject source identifier prefixes into text before each handoff, then parse these prefixes at report generation to reconstruct citations.

Answer: A

Explanation:
Structured claim-to-source mappings ensure that the synthesis agent can merge findings without losing attribution. By preserving these explicit links through the workflow, the final report can include accurate citations for all claims, maintaining reliability and traceability.

NEW QUESTION # 134
A healthcare company processes long clinical reports. Some exceed Claude's practical context requirements. What is the BEST architectural approach?

A. Chunk documents before processing.
B. Increase temperature.
C. Ignore the excess text.
D. Randomly remove paragraphs.

Answer: A

Explanation:
Chunking divides large documents into manageable sections while preserving important information. Individual chunks can be summarized or indexed before aggregation, allowing Claude to process lengthy documents efficiently without losing essential context.

NEW QUESTION # 135
Your MCP server includes archive_file(file_id) and delete_file(file_id) tools. Production logs show the agent calls delete_file when users ask to "remove old backups," but company policy requires archiving backup files. Both tools currently have minimal descriptions: "Archives a file" and
"Deletes a file." Which change most directly improves tool selection for this scenario?

A. Implement server-side validation that rejects delete_file calls for files tagged as backups, returning an error message suggesting archive_file.
B. Expand tool descriptions to clarify use cases, adding guidance like "Do not use for backup files" to delete_file.
C. Add few-shot examples to the system prompt demonstrating that requests involving "backup" or
"old" should use archive_file.
D. Add a confirmation step that requires users to type "CONFIRM DELETE" before delete_file executes.

Answer: B

Explanation:
Clear tool descriptions directly guide the agent's choice between similar tools. Adding use-case guidance that backup files should not be deleted and should be archived helps the agent map
"remove old backups" to the correct archive operation before execution.

NEW QUESTION # 136
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.
A security audit requires updating your authentication library from v2 to v3. The migration guide documents breaking changes: authenticate() now returns a Promise instead of accepting a callback, the User type has restructured fields, and three deprecated methods were removed.
Grep shows the library is imported in 45 files across several modules.
What's the most effective approach?

A. Paste the migration guide's breaking changes into your prompt and use direct execution to update all usages across the 45 files.
B. Enter plan mode to explore library usage across modules, map affected code paths, then create a migration strategy before implementing.
C. Create a custom slash command encapsulating the migration transformations, then execute it against each file without prior codebase exploration.
D. Update the dependency version, run the test suite, and use Claude Code to fix each failure as it appears.

Answer: B

Explanation:
This migration is a high-impact, cross-module change with several independent breaking changes. Before editing, Claude must determine how the callback-based API is currently used, where the restructured User fields propagate, whether deprecated methods are wrapped or re- exported, and which downstream modules depend on the affected behavior. Plan mode is therefore the correct starting point because it allows Claude to inspect the repository, identify affected code paths, and produce an implementation strategy without modifying source files.
Anthropic recommends separating exploration and planning from implementation when the approach is uncertain, the change affects multiple files, or the developer is unfamiliar with the impacted code. Direct execution is better reserved for small, clearly scoped changes that can be described as a simple diff.

NEW QUESTION # 137
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