Anthropic CCAR-P

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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. You are a solution architect designing a Claude-based assistant with access to 60 internal tools across multiple business domains. Loading every tool definition on every request increases token usage and time to first response.
Which design pattern best addresses this issue without sacrificing capability breadth?

A) Apply progressive tool discovery so a curated initial subset is exposed and additional tools are loaded on demand based on the task.
B) Increase the maximum context length and load all 60 tool definitions on every request, accepting the higher token cost and latency as necessary for full capability.
C) Use a separate model call to summarize all 60 tool definitions before each user turn.
D) Hard-code a fixed set of five tools per request to reduce token usage, regardless of whether those tools are relevant to the current task.

2. A research summarization assistant has been deployed for six months. A user has flagged that a generated summary contained a fabricated citation. The product team has asked whether the incident requires architectural action or whether it is an isolated case.
Which two Diligence-competency actions should you take? (Select two.)
Each correct answer presents part of the solution.

A) Treat the incident as an anecdotal isolated case and take no further investigative action.
B) Review whether citation-grounding controls exist anywhere in the current generation pipeline.
C) Disable the assistant immediately for all current users without any prior diagnostic analysis.
D) Communicate to users that the assistant does not fabricate output as a matter of design.
E) Sample recent summaries to estimate the fabrication frequency across the population.

3. You are compiling continuity practices that span the deployment lifecycle.
Which two practices belong on the list? (Select two.)
Each correct answer presents a complete solution.

A) Carry the evaluation framework and reference set forward across iterations rather than rebuilding each time.
B) Capture lessons learned at the end of each phase and surface them as inputs to the next phase.
C) Archive every phase deliverable in long-term storage to preserve a record of what was produced.
D) Lock decisions made in early phases to prevent revisiting them as later phases begin.
E) Maintain a stakeholder register and notify the listed parties at every phase transition event.

4. A senior architect is managing stakeholder expectations for a Claude-based reporting assistant midway through development. Stakeholders have escalating concerns about response latency.
Which two actions most directly address stakeholder expectation alignment in this situation? (Select two.)

A) Present measured p50 and p95 latency baselines against the agreed SLA thresholds so stakeholders have accurate data.
B) Communicate that latency concerns are a known LLM limitation and outside the architecture team's control.
C) Revise the SLA definition collaboratively with stakeholders if current targets are not achievable given production constraints.
D) Pause all development and reallocate engineering resources entirely to latency optimization.
E) Replace the current Claude model with a third-party model that may offer lower latency without evaluation.

5. A revenue projection assistant has missed its monthly cost target by 38 percent. Profiling shows three contributors: a 6,000-token policy preamble repeated on every call (45 percent of cost), retrieval of historical sales chunks averaging 3,000 tokens per call (30 percent), and inference on a flagship-tier model (25 percent).
Stakeholders require that projection accuracy remain unchanged.
Which two optimizations should you sequence first to reduce cost without affecting accuracy? (Select two.) Each correct answer presents part of the solution.

A) Truncate the policy preamble to remove non-essential clauses from the prompt.
B) Enable prompt caching on the static policy preamble across the recurring calls.
C) Cache common retrieved sales chunks accessed across many of the daily queries.
D) Switch the workload to a smaller, faster Claude model tier across all queries.
E) Reduce the number of historical sales chunks retrieved across each query run.

Solutions: