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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Solution Design & Architecture | 17% | - Multi-agent systems and orchestration - Alignment with business value, cost, performance, and SLAs - Decomposition techniques for complex problem solving - Architectural patterns
- End-to-end architecture design |
| Topic 2: Developer Productivity & Operational Enablement | 7% | - AI-assisted developer workflows - Debugging and operational issue resolution - Developer enablement - Claude tooling configuration for teams |
| Topic 3: Governance, Safety & Risk Management | 14% | - Human-in-the-loop validation - Ethical AI considerations - AI safety and guardrails - Security and risk management - Regulatory and compliance requirements |
| Topic 4: Stakeholder Communication & Lifecycle Management | 14% | - Communicating architectural decisions - Solution lifecycle management - Discovery and requirements gathering - Stakeholder management - Architecture documentation - Service-level agreements |
| Topic 5: Evaluation, Testing & Optimization | 16% | - Evaluation framework design - Cost and performance optimization - Production monitoring and optimization - Evaluation metrics and datasets - System issue diagnosis - A/B testing |
| Topic 6: Integration | 19% | - Claude integration mechanisms
- RAG pipeline design
|
| Topic 7: Claude Models, Prompting & Context Engineering | 13% | - System prompts and prompt templates - Prompt reuse and context engineering strategies - Claude model selection and trade-offs - Context window optimization - Guardrails |
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NEW QUESTION # 92
You are reviewing a peer's end-to-end design for a Claude-based platform expected to scale to thousands of concurrent users.
For each statement, indicate Yes if it reflects sound architectural practice. Otherwise, select No.
Answer:
Explanation:
Explanation:
* Authentication and authorization run before retrieval so retrieval can filter by identity - Yes
* An asynchronous queue absorbs bursty traffic between intake and the model-invocation layer - Yes
* Tax computation is encoded directly in the system prompt rather than in code - No
* Conversation logs include unredacted government identifiers to maximize tuning signal - No Authentication and authorization must precede retrieval so unauthorized information never enters model context. An asynchronous queue is appropriate for burst absorption, backpressure, controlled concurrency, and retry management at scale. Deterministic tax computation should be implemented in validated code or a controlled calculation tool, not delegated to probabilistic prompt interpretation. Including unredacted government identifiers in conversation logs violates data-minimization principles and creates unnecessary privacy, security, and regulatory exposure. Sensitive fields should be removed, tokenized, or redacted before logging or model use unless specifically required and authorized. The resulting design separates deterministic computation, access control, scalable orchestration, and language reasoning into appropriate architectural layers.
NEW QUESTION # 93
You are compiling a diagnostic toolkit for Claude Code operational issues.
Which two diagnostic actions belong in the toolkit? (Select two.)
Each correct answer presents a complete solution.
Answer: B,E
Explanation:
A minimal reproduction and MCP status inspection are foundational diagnostic actions because they produce direct, interpretable evidence. A minimal reproduction removes unrelated prompts, tools, settings, hooks, and repository state while changing one variable at a time. This determines whether the failure follows a particular configuration, server, command, model request, or project artifact. It also creates a reproducible evidence package if escalation later becomes necessary.
MCP inspection addresses a common Claude Code failure domain. `claude mcp list` displays configured servers and their health states, including connected, authentication-required, pending-approval, and failed-to- connect conditions. `claude mcp get < name > ` provides server-specific details, while `/mcp` exposes status within an interactive session. These checks distinguish model behavior from transport, authentication, configuration, and workspace-trust failures.
Increasing temperature reduces repeatability and introduces additional variation, making root-cause isolation more difficult. Filing a support ticket before collecting local evidence reverses the appropriate diagnostic sequence. An immediate rollback may eventually be used as a controlled version comparison, but it changes the environment before a baseline has been captured and is therefore not a primary toolkit action.
Study Guide references/topics: [Managing and diagnosing MCP servers](https://docs.anthropic.com/en/docs
/claude-code/mcp); minimal reproducible cases; controlled-variable troubleshooting; authentication and connection-state diagnostics.
NEW QUESTION # 94
An architect is reviewing a set of architecture documentation packages before handing off a Claude-based pipeline to an implementation team.
Which two characteristics indicate that a documentation package is sufficient to support implementation without ongoing architect involvement? (Select two.)
Answer: B,D
Explanation:
Implementation-ready documentation must provide both executable specifications and preserved architectural reasoning. Option A supplies the contracts an implementation team needs to build components independently:
configuration schemas, accepted inputs, produced outputs, validation requirements, and integration boundaries. These details prevent teams from inventing incompatible assumptions about data structures, tool behavior, error handling, or component ownership.
Option B complements the technical contracts with a decision log. Recording the selected design, underlying constraints, alternatives considered, and reasons for rejection enables implementers to distinguish deliberate architectural decisions from accidental omissions. It also prevents previously rejected approaches from being reintroduced without new evidence.
A high-level business narrative in Option C may explain purpose but cannot direct component-level implementation. Contact information in Option D provides an escalation route, but documentation is not sufficient if routine progress still depends on the architect's availability. Option E records activity rather than a decision; a model list without the selected model and selection rationale leaves critical cost, latency, capability, and evaluation assumptions unresolved.
A strong handoff package should permit implementation, testing, and support teams to proceed while escalating only genuinely new architectural questions.
Study Guide references/topics: Architecture documentation; interface contracts; configuration schemas; Architecture Decision Records; implementation handoff; decision traceability.
NEW QUESTION # 95
You are reviewing a customer-support agent's configuration. Each candidate tool falls into one of four categories: (1) required to complete defined tasks, (2) frequently used and reduces hand-offs, (3) occasionally useful for unrelated work, (4) speculative future utility.
Which categories should typically remain in the agent configuration?
Answer: D
Explanation:
Category 1 tools are necessary for the agent to complete its approved responsibilities and must remain.
Category 2 tools are also justified when they are regularly used and eliminate predictable hand-offs without expanding the agent beyond its defined operating role.
Categories 3 and 4 create capability bloat. A tool that is occasionally useful only for unrelated work does not belong to this agent's responsibility boundary. A speculative tool has no validated requirement and adds attack surface, context consumption, authorization complexity, evaluation burden, and operational dependencies without demonstrated value.
Tool inclusion should be based on task traceability: every configured capability should map to a documented user journey, responsibility, permission scope, and evaluation case. Anthropic recommends least privilege so that a successful injection or model error can cause minimal damage. Mitigate Jailbreaks and Prompt Injections The architect should periodically review tool-call telemetry and remove unused capabilities. New tools can be added when a validated workflow requires them, after security review and evaluation. The objective is not the smallest possible catalog regardless of usefulness; it is the smallest catalog that reliably completes the agent's approved tasks.
Study Guide references/topics: Capability-bloat analysis; tool necessity; hand-off reduction; least privilege; attack-surface management; tool lifecycle review.
NEW QUESTION # 96
You are designing a feedback session for a deployment in flight.
Which structure best supports productive stakeholder feedback?
Answer: D
Explanation:
A structured feedback session must enable informed review, traceable decisions, and accountable follow- through. Option B allows stakeholders to examine architecture diagrams, evaluation results, risk registers, or prototypes before the meeting. The focused agenda keeps discussion aligned with decisions that must be made rather than allowing the session to become an unstructured status conversation. Written decision records prevent different participants from leaving with incompatible interpretations. Assigning an owner and due date to every action converts feedback into executable delivery work. Options A, C, and D depend heavily on memory, provide inadequate preparation time, and create weak decision traceability. In-flight deployments particularly require documented feedback because accepted changes may affect scope, cost, risk, testing, and release timing.
Study Guide references/topics: Stakeholder feedback; decision records; action ownership; lifecycle alignment; communication planning.
NEW QUESTION # 97
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