Free PDF 2026 First-grade Anthropic CCA-F: Claude Certified Architect Foundations (CCA-F) Latest Questions

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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Agentic Architecture & Orchestration	27%	- Agentic loops & lifecycle design 1. Tool use loop execution (request → tool_use → result → next step) 2. Stop reason handling and control flow - Multi-agent orchestration 1. Coordinator / sub-agent patterns 2. Parallel task decomposition
Claude Code Configuration & Workflows	20%	- Claude Code configuration 1. Project-level vs user-level configuration 2. CLAUDE.md hierarchy and scoping - CI/CD and workflow integration 1. Command vs plan mode usage 2. Automated pipeline integration
Prompt Engineering & Structured Output	20%	- Tool-augmented prompting 1. Tool-use driven reasoning patterns 2. Validation and retry loops - Instruction design 1. Few-shot prompting strategies 2. Deterministic output formatting (e.g., JSON)
Tool Design & MCP Integration	18%	- Tool interface design 1. Clear tool descriptions and boundaries 2. Structured tool input/output schemas - Model Context Protocol (MCP) 1. MCP server integration patterns 2. Tool selection and routing strategies
Context Management & Reliability	15%	- System reliability 1. Error propagation handling 2. Escalation strategies (fail vs retry vs human) - Context window optimization 1. Managing long conversation degradation 2. "Lost in the middle" mitigation strategies

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q15-Q20):

NEW QUESTION # 15
When implementing a hub-and-spoke multi-agent architecture using the Claude Agent SDK, which of the following statements about subagent spawning and execution are correct? Choose 2 correct answers.

A. Subagents automatically inherit the full conversation history of the coordinator agent by default.
B. A single coordinator response cannot emit multiple Task tool calls; subagents must be spawned sequentially across separate turns.
C. The coordinator agent must have Task included in its allowedTools configuration to spawn subagents.
D. Parallel execution is achieved when the coordinator agent emits multiple Task tool calls in a single response.

Answer: C,D

Explanation:
To spawn subagents, the coordinator must be configured with 'Task' in its allowedTools. Furthermore, emitting multiple Task tool calls in a single response allows the subagents to execute their tasks in parallel. Subagents do not automatically inherit conversation history, and forcing sequential spawning is inefficient.

NEW QUESTION # 16
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 monorepo contains shared coding standards in /docs/standards/ : security-rules.md (for services handling user data), testing-petterns.md (for all packages), and api-conventions.md (for API-facing services). Your 15 packages are organized by feature domain ( /packages/auth/,
/packages/billing/, /packages/notifications/ , etc.) without naming conventions indicating which handle user data or expose APIs. Package maintainers are expected to configure their own local development settings, as they understand their package's domain requirements. Currently, all package CLAUDE.md files duplicate all three standards, applying irrelevant guidance. What's the most effective approach?

A. Create .claude/rules/ files for each standard with YAML frontmatter paths listing every package directory where that standard should apply.
B. Create a shared-stendards.md that uses @imports to combine all three standards, then have each package's CLAUDE.md import that combined file.
C. Use @imports in each package's CLAUDE.md to reference only the specific standard files relevant to that package, based on the maintainer's domain knowledge.
D. Put all standards in the root CLAUDE.md with override instructions like "ignore security-rules.md when working in packages that don't handle user data."

Answer: C

Explanation:
Package maintainers know which domain-specific standards apply. Each package can import only the required shared files, avoiding duplicated content and irrelevant context while keeping the authoritative standards centralized. Claude Code supports @path/to/import in CLAUDE.md files.

NEW QUESTION # 17
To prevent an exploratory skill from making destructive changes to the file system, you must restrict the tools it can access. How is this enforced in a SKILL.md file?

A. By omitting the Write and Edit instructions from the markdown text.
B. By using the allowed-tools frontmatter field to explicitly list permitted tools like Read, Grep, Glob.
C. By defining a PreToolUse hook inside the skill definition.
D. By setting permissions: read-only in the YAML frontmatter.

Answer: B

Explanation:
To restrict which tools Claude can use when a skill is active, the 'allowed-tools' metadata field must be used in the YAML frontmatter. Relying on markdown text instructions is probabilistic and insecure for preventing destructive actions.

NEW QUESTION # 18
After 30+ turns, your conversational assistant shows noticeably slower responses and occasionally produces less coherent outputs. Investigation reveals: (1) average conversations reach 50,000 tokens by turn 35, (2) production logs show 94% of user messages only reference the previous 3-5 exchanges, (3) the 6% of queries referencing earlier context typically ask about information the user could easily re-state. Your goal is to improve response speed and quality while maintaining good user experience. What's the most effective approach?

A. Build a retrieval system that stores all conversation turns and uses semantic search to pull in relevant historical context only when the current query appears to reference past information.
B. Enable prompt caching and continue sending the complete conversation history, using cached prefixes to reduce per-request costs while preserving all context.
C. Implement a sliding window keeping only the system prompt and last 8-10 turns. When users reference earlier context, acknowledge the limitation and ask them to re-state the relevant information.
D. Implement a summarization layer that progressively compresses older conversation turns into a running summary while keeping the most recent 5-6 turns verbatim, maintaining full historical context in condensed form.

Answer: D

Explanation:
Progressively summarizing older conversation turns condenses historical context while keeping recent interactions verbatim, reducing token load and maintaining coherence. This approach balances response speed, memory efficiency, and user experience by preserving essential context without requiring users to repeatedly provide information.

NEW QUESTION # 19
During an extended codebase exploration session, the context window fills with verbose discovery output and tool results, leading to degraded reasoning. Which built-in command is designed to mitigate this issue while preserving key session findings?

A. / compact
B. fork_session
C. / init
D. / clear

Answer: A

Explanation:
The /compact command is specifically designed to compress conversation history and reduce context usage during extended exploration sessions. It frees up context space while attempting to preserve the essential knowledge Claude has accumulated, unlike /clear which completely wipes the slate clean.

NEW QUESTION # 20
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