Anthropic CCA-F Practice Test 4
Question 30
A security and legal subagent interpret the same data retention policy differently. How should orchestration handle it?
- Route solely to the pricing specialist, expanding only if the answer reveals dependencies
- Escalate the discrepancy to a cross-domain synthesis step with explicit source citations
- Order the dependent tasks after the legal output while parallelizing unrelated tasks
- Have the refund subagent report its needs to the coordinator for further delegation
- Adopt whichever interpretation came from the agent with the most previous completions.
Explanation
Correct Answer
B:Conflicts between specialist findings require evaluation against primary evidence. Picking whichever subagent finishes first would hide the uncertainty from the decision-maker. The synthesis step should compare the actual retention rule and its applicable jurisdiction or contract to each specialist conclusion. It should identify where the interpretations diverge and avoid portraying either agent’s unsupported guess as the authoritative policy.
Incorrect Answers
A:Dispatching only to the pricing specialist is efficient for a pricing-only question. A disagreement between security and legal interpretations of retention rules cannot be settled by narrowing the work to prices; the coordinator must compare the competing interpretations against the governing source.
C:Scheduling legal work before dependent tasks solves a prerequisite-order problem, not a disagreement between two completed interpretations of the same policy. Both the security and legal agents have returned conflicting claims. The coordinator must compare the authoritative policy text and document the unresolved difference instead of simply changing execution order.
D:Routing a refund specialist's dependency through the coordinator controls agent-to-agent communication. It does not resolve two contradictory interpretations of a retention policy already returned by security and legal agents. The coordinator needs an evidence-backed cross-domain decision or an explicit unresolved finding.
E:Agent throughput is not evidence that a retention-policy interpretation is correct. A model that completed more requests is not necessarily interpreting the current contract correctly. Resolve the disagreement against effective policy documents, jurisdiction, scope and dates; escalate if the authoritative text remains ambiguous.
Question 31
A coordinator handles customer requests and a specialized refund subagent requests information directly from a fraud subagent. What routing rule is appropriate?
- Require concise findings with citations, confidence and unresolved questions
- Separate writing authority or serialize conflicting writes through one coordinator-owned merge
- Allow the refund specialist to run the fraud investigation directly without notifying its coordinator
- Have the refund subagent report its needs to the coordinator for further delegation
Explanation
Correct Answer
D:Hub-and-spoke places global scheduling and information flow with the central agent. Direct dependency chains between independent subagents make lifecycle handling harder. Routing requests through the coordinator preserves a clear ownership boundary for tools, user communication and downstream dependencies. The refund specialist can identify its missing inputs, and the coordinator decides how to obtain them without uncontrolled peer-to-peer operations.
Incorrect Answers
A:The coordinator should receive decision-relevant summaries and evidence pointers, not every raw intermediate token. It would leave the stated need to route inter-specialist dependencies through the coordinator unresolved.
B:Independent agent analysis can proceed in parallel, but overlapping stateful edits require an explicit ownership and integration strategy to avoid lost updates. Although useful elsewhere, it is not the direct mechanism to route inter-specialist dependencies through the coordinator.
C:Bypassing the coordinator breaks the required hub-and-spoke assignment flow and makes the fraud inquiry difficult to attribute. The refund specialist should identify its missing information and return that need to the coordinator, which can invoke the authorized fraud specialist and record the handoff.
Question 32
A research coordinator merges outputs from several parallel agents, but reviewers cannot tell which produced each claim. What should the coordinator maintain?
- Route solely to the pricing specialist, expanding only if the answer reveals dependencies
- A source-and-agent mapping for every returned finding before aggregation
- Route subagent assignments and returned outputs through a central coordinating agent
- Allow the combined phase to be dominated by the slowest required branch plus overhead
Explanation
Correct Answer
B:Attribution is necessary to evaluate contradictions, rerun a defective workstream and cite sources. Without it, parallelism reduces auditability. Each claim should retain the subagent identifier, original evidence location and timestamp or version of the supporting source. This lets reviewers detect duplicated evidence, revisit conflicting claims and evaluate the reliability of a merged conclusion.
Incorrect Answers
A:Dispatching only to pricing chooses the specialist for a pricing question; it does not preserve source attribution after multiple agents have already returned findings. The reported failure is missing claim ownership in the merged output. Store the source URL or document locator and producing agent for each claim so a reviewer can trace it.
C:Hub-and-spoke routing can centralize task assignment and result collection, but routing alone does not preserve which source supports each individual claim. A merged answer still needs claim-level provenance: producing agent, source identifier and relevant version. Store that mapping before combining the parallel findings.
D:Concurrent independent branches do not need to run in sequence. That addresses a different part of the system, not the requirement to preserve specialist and citation provenance in merged results.
Question 33
Three subagents finish but the fourth crashes. What should the coordinator do rather than fabricate the missing analysis?
- Record the failure and either retry that workstream or clearly mark the section incomplete
- Route solely to the pricing specialist, expanding only if the answer reveals dependencies
- Separate writing authority or serialize conflicting writes through one coordinator-owned merge
- Require concise findings with citations, confidence and unresolved questions
Explanation
Correct Answer
A:A coordinator must handle partial results explicitly. Replacing the missing security review with an invented paragraph would misstate what the system actually verified. The three successful branches provide usable partial work, but the missing branch must retain an explicit failed status. The coordinator can retry within its budget or label the section incomplete; it cannot infer a result merely because other specialists finished.
Incorrect Answers
B:A pricing-only routing decision would ignore the fact that an assigned fourth specialist crashed. Reassigning focus to pricing cannot recover the missing workstream or establish that it completed. The coordinator should carry a failure status and either retry the missing specialist under budget or mark the associated section incomplete.
C:Independent agent analysis can proceed in parallel, but overlapping stateful edits require an explicit ownership and integration strategy to avoid lost updates. This capability does not directly manage partial multi-agent completion transparently.
D:The coordinator should receive decision-relevant summaries and evidence pointers, not every raw intermediate token. It would leave the stated need to manage partial multi-agent completion transparently unresolved.
Question 34
A deployment agent cannot choose a region until legal reviews data residency requirements. How should the coordinator schedule work?
- Allow the combined phase to be dominated by the slowest required branch plus overhead
- Order the dependent tasks after the legal output while parallelizing unrelated tasks
- Escalate the discrepancy to a cross-domain synthesis step with explicit source citations
- A source-and-agent mapping for every returned finding before aggregation
Explanation
Correct Answer
B:A well-designed coordinator models prerequisite edges. Region selection must consume legal constraints rather than racing ahead with unknown jurisdiction requirements. The selected deployment region must be constrained by the legal determination about residency. Independent preparatory work may continue concurrently, but the dependent region choice should only execute after the verified legal decision is available.
Incorrect Answers
A:The longest-branch latency model estimates the duration of independent parallel research; it does not encode a prerequisite such as legal approval before region selection. A fast region-selection job can still be invalid if it starts before residency constraints are known. Represent the dependency edge and run only unrelated work concurrently.
C:Conflicts between specialist findings require evaluation against primary evidence. This alternative does not establish how to schedule dependent subtasks after prerequisite findings in the stated workflow.
D:Attribution is necessary to evaluate contradictions, rerun a defective workstream and cite sources. Although useful elsewhere, it is not the direct mechanism to schedule dependent subtasks after prerequisite findings.
Question 35
Subagents return full thousand-page document dumps, overwhelming the coordinator. Which return contract is more appropriate?
- Have the refund subagent report its needs to the coordinator for further delegation
- Record the failure and either retry that workstream or clearly mark the section incomplete
- Require concise findings with citations, confidence and unresolved questions
- Separate writing authority or serialize conflicting writes through one coordinator-owned merge
Explanation
Correct Answer
C:The coordinator should receive decision-relevant summaries and evidence pointers, not every raw intermediate token. This reduces integration cost without losing verifiability. Structured handoffs should include specific conclusions, source references, uncertainty and unresolved questions so the coordinator can integrate outputs without ingesting every raw token. The underlying documents can remain retrievable by evidence handle if deeper checking is necessary.
Incorrect Answers
A:Routing a refund specialist's request back to the coordinator addresses inter-agent communication, not payload size. Here the coordinator already receives enormous document dumps. Require bounded findings with evidence locators and specific unresolved questions so integration does not consume the entire context budget.
B:A coordinator must handle partial results explicitly. That addresses a different part of the system, not the requirement to limit subagent return payloads while retaining evidence.
D:Serializing writes protects shared files when two agents edit the same state. The current failure is neither a write conflict nor a merge race: it is the volume of returned documents. Require brief evidence-backed conclusions and evidence handles from each subagent so the coordinator can verify details on demand without ingesting thousand-page dumps.
Question 36
A financial-analysis agent starts editing production infrastructure settings outside its assigned role. What is the strongest orchestration change?
- Restrict that subagent's tool permissions and assignment scope
- Detect the missing category and launch a targeted follow-up investigation
- Separate writing authority or serialize conflicting writes through one coordinator-owned merge
- Escalate the discrepancy to a cross-domain synthesis step with explicit source citations
Explanation
Correct Answer
A:Prompts that describe a role are useful but not equivalent to technical permission controls. Least-privilege tool allocation prevents the unrelated system change. Enforce the boundary in the execution environment by omitting infrastructure-write tools or denying access to production resources for this role. Instructions alone can be ignored or misinterpreted; a capability restriction directly prevents the unauthorized side effect.
Incorrect Answers
B:Gap detection can launch missing research, but it does not stop a financial-analysis subagent from altering production infrastructure. The risk is excessive tool authority, not incomplete report coverage. Remove infrastructure-write capabilities and enforce the access boundary on the actual execution service.
C:Independent agent analysis can proceed in parallel, but overlapping stateful edits require an explicit ownership and integration strategy to avoid lost updates. It would leave the stated need to enforce specialization with tool permissions rather than naming alone unresolved.
D:Conflicts between specialist findings require evaluation against primary evidence. This alternative does not establish how to enforce specialization with tool permissions rather than naming alone in the stated workflow.
Question 37
An enterprise pipeline retries some subagents after timeouts and sometimes merges the same findings twice. What coordination mechanism helps?
- Track each work item with a unique ID and lifecycle status at the coordinator
- Require concise findings with citations, confidence and unresolved questions
- Escalate the discrepancy to a cross-domain synthesis step with explicit source citations
- Separate writing authority or serialize conflicting writes through one coordinator-owned merge
Explanation
Correct Answer
A:A work-item ledger lets the coordinator match results to requests and suppress duplicate completion after retries. It also reveals pending and failed assignments. Persist each delegated task ID with pending, running, completed or failed status and bind incoming results to that identity. This allows safe retry reconciliation and prevents a delayed duplicate result from being merged twice.
Incorrect Answers
B:Concise cited handoffs make results easier to integrate, but an otherwise excellent report can still arrive twice after a retry. Without a stable work-item ID and lifecycle ledger, the coordinator may merge both copies. Deduplicate completions by task identity rather than by the length or quality of the returned report.
C:Escalating contradictory claims helps reconcile interpretation, whereas this incident is duplicate delivery of the same workstream result after retries. A result may be perfectly accurate and still be merged twice. Stable work-item identifiers and lifecycle state allow the coordinator to recognize and ignore duplicate completions.
D:Independent agent analysis can proceed in parallel, but overlapping stateful edits require an explicit ownership and integration strategy to avoid lost updates. Although useful elsewhere, it is not the direct mechanism to deduplicate concurrent subagent results by task identity.
Question 38
Four independent investigations take 4, 6, 9 and 11 seconds. What latency expectation fits a parallel coordinator?
- Route solely to the pricing specialist, expanding only if the answer reveals dependencies
- Allow the combined phase to be dominated by the slowest required branch plus overhead
- A source-and-agent mapping for every returned finding before aggregation
- Separate writing authority or serialize conflicting writes through one coordinator-owned merge
Explanation
Correct Answer
B:With independent branches taking 4, 6, 9 and 11 seconds, the ideal elapsed time of concurrent execution is driven by the 11-second branch, plus dispatch and synthesis overhead. It is not the 30-second sum required by purely sequential execution. Dependencies or shared resource limits could increase that duration, so the estimate assumes the four branches truly can run concurrently.
Incorrect Answers
A:Dispatching only the pricing specialist would omit the other three required investigations. The question asks how long all four independent branches take when they run concurrently, not which specialist to choose. The limiting branch is the 11-second investigation, with additional scheduling and integration overhead.
C:Attribution is necessary to evaluate contradictions, rerun a defective workstream and cite sources. That addresses a different part of the system, not the requirement to reason about parallel fan-out critical paths.
D:Independent agent analysis can proceed in parallel, but overlapping stateful edits require an explicit ownership and integration strategy to avoid lost updates. This capability does not directly reason about parallel fan-out critical paths.
Question 39
A coordinator has taxonomy, security and pricing agents, but an incoming question concerns only pricing. What should dispatch do?
- Invoke taxonomy, security and pricing specialists for every request so the tool inventory is exercised equally
- Route solely to the pricing specialist, expanding only if the answer reveals dependencies
- Route only to the security specialist because it can review the pricing decision after the fact
- Have the coordinator guess current pricing from previous conversation context without using the pricing source
Explanation
Correct Answer
B:A pricing-only request can be delegated to the specialist with access to the appropriate price evidence. The coordinator receives the sourced finding and can expand to compliance or taxonomy only if the actual answer exposes a dependency. This request-aware selection minimizes redundant tool calls, makes the pricing source easier to audit and avoids treating unrelated expert reports as necessary prerequisites.
Incorrect Answers
A:Invoking every subagent for a narrow pricing question increases latency and retrieval expense without improving the required coverage. Taxonomy and security workstreams can be necessary when the request also concerns product eligibility or payment restrictions, but those dependencies have not been established here. Dispatch should follow the user's requested information rather than a blanket all-agent fanout.
C:A security review does not itself retrieve or validate the current pricing record. Starting with the security agent would skip the required domain-specific evidence and could deliver assumptions about prices rather than the requested figures. The coordinator can engage security later if a pricing proposal reveals a security or policy issue.
D:Conversation memory can be stale when vendors change prices, contract tiers or effective dates. Even an apparently plausible remembered number is not a current pricing source. For a request that explicitly needs a price decision, the coordinator should invoke the authorized pricing capability and preserve the evidence it returns.
Question 40
A report needs independent legal and technical assessments with incompatible source contexts. What should change in the multi-agent orchestration?
- Require structured claim-to-source handoffs and coordinator verification
- Delegate bounded analyses to separate specialist subagents and synthesize their cited results
- Encode the fixed order in a workflow rather than letting agents negotiate it
- Preserve uncertainty and evidence confidence in the handoff contract
Explanation
Correct Answer
B:Context isolation reduces cross-contamination while the coordinator handles final reconciliation and source accountability. For this situation, the system should delegate bounded analyses to separate specialist subagents and synthesize their cited results. The factual trigger is a report needs independent legal and technical assessments with incompatible source contexts. The coordinator should retain which specialist produced which source-backed finding before combining reports.
Incorrect Answers
A:Structured claim-to-source handoffs support auditability after specialist work is returned, but they do not isolate incompatible legal and technical source contexts during analysis. Delegate separate bounded specialist assignments and let the coordinator reconcile their cited conclusions; a citation contract alone cannot replace independent workstreams.
C:A deterministic fixed-order workflow suits a known sequence of checks. The legal and technical assessments here require separate evidence and expertise, not three prescribed sequential operations. Isolate each specialist's source context and have the coordinator reconcile the two cited conclusions rather than force them into one undifferentiated chain.
D:The coordinator must not promote provisional inferences into facts merely because a subordinate returned polished prose. The direct remedy is “Delegate bounded analyses to separate specialist subagents and synthesize their cited results”, which the alternative does not itself accomplish. Context isolation reduces cross-contamination while the coordinator handles final reconciliation and source accountability.