Anthropic CCA-F Practice Test 5
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.
Question 41
A coordinator assigns research and writing but never validates returned sources. Which delegation strategy best fits this situation?
- Encode the fixed order in a workflow rather than letting agents negotiate it
- Preserve uncertainty and evidence confidence in the handoff contract
- Require structured claim-to-source handoffs and coordinator verification
- Have the coordinator compare assumptions and request targeted clarification
Explanation
Correct Answer
C:When a coordinator assigns research and writing but never validates returned sources, the system should require structured claim-to-source handoffs and coordinator verification. Structured evidence lets the final writer attach citations to the right claim instead of guessing from a prose summary. Keep independent workstreams bounded and reconcile conflicting claims against their original evidence.
Incorrect Answers
A:A fixed workflow guarantees execution order for known deterministic checks, but it cannot establish that research claims were validated against their sources. The coordinator needs claim-to-source references and verification of the cited passages before a writing stage turns tentative findings into an authoritative report.
B:Preserving uncertainty avoids turning tentative findings into asserted facts, but a claim can be expressed cautiously and still cite an irrelevant or nonexistent source. The observed gap is source verification. Require claim-to-source identifiers in the handoff and have the coordinator check the cited evidence before drafting the integrated answer.
D:Conflicts may arise from mismatched premises, so a final recommendation needs explicit resolution or documented conditional branches. The issue here is a coordinator assigns research and writing but never validates returned sources, so the relevant control is to require structured claim-to-source handoffs and coordinator verification. Structured evidence lets the final writer attach citations to the right claim instead of guessing from a prose summary.
Question 42
A deterministic onboarding sequence always consists of three fixed checks. Which coordinator design best addresses the problem?
- Preserve uncertainty and evidence confidence in the handoff contract
- Have the coordinator compare assumptions and request targeted clarification
- Provide narrow retrieved evidence relevant to each subtask, not the whole corpus to every subagent
- Encode the fixed order in a workflow rather than letting agents negotiate it
Explanation
Correct Answer
D:A deterministic onboarding sequence always consists of three fixed checks. The relevant control is to encode the fixed order in a workflow rather than letting agents negotiate it. Deterministic orchestration makes the required sequence auditable and avoids unnecessary planning and agent-call overhead. The coordinator should retain which specialist produced which source-backed finding before combining reports.
Incorrect Answers
A:Retaining uncertainty in handoffs is important when specialist findings are tentative. The stated onboarding procedure, however, has three prescribed checks and no discretionary interpretation. Its order should be enforced in a deterministic workflow with explicit completion criteria; a confidence field does not establish that those stages ran.
B:Comparing assumptions is useful when specialists have returned conflicting conclusions, but this onboarding process has no competing interpretations: its three checks must always run in a fixed sequence. Asking agents to negotiate their order adds unnecessary variability. Encode the three stages and their success conditions in deterministic application control flow instead.
C:Bounded context preserves budget and reduces irrelevant data that can distract specialists. This is not a substitute for “Encode the fixed order in a workflow rather than letting agents negotiate it”; that control is necessary in the stated circumstances. Deterministic orchestration makes the required sequence auditable and avoids unnecessary planning and agent-call overhead.
Question 43
An analysis subagent returns tentative findings but synthesis treats them as certain. What should change in the multi-agent orchestration?
- Preserve uncertainty and evidence confidence in the handoff contract
- Have the coordinator compare assumptions and request targeted clarification
- Provide narrow retrieved evidence relevant to each subtask, not the whole corpus to every subagent
- Keep tightly coupled deterministic steps in one workflow and delegate only genuine independent reasoning
Explanation
Correct Answer
A:The relevant control is to preserve uncertainty and evidence confidence in the handoff contract. The coordinator must not promote provisional inferences into facts merely because a subordinate returned polished prose. This matters when an analysis subagent returns tentative findings but synthesis treats them as certain. Keep independent workstreams bounded and reconcile conflicting claims against their original evidence.
Incorrect Answers
B:Comparing assumptions and asking for clarification can help when two experts disagree, but it does not ensure every tentative claim retains its uncertainty during routine synthesis. Even with no disagreement, the final report can overstate an unverified finding. Carry confidence, evidence limits and unresolved questions explicitly in each specialist's handoff.
C:Retrieving smaller, relevant document passages reduces token pressure, but it does not preserve whether the analysis is tentative. An agent can confidently restate a weak inference even from a short passage. The handoff must retain confidence and source limitations so the coordinator cannot silently convert uncertainty into certainty.
D:Subagent spawning adds cost and coordination failure points without helping tasks whose order and outcome are predetermined. This is not a substitute for “Preserve uncertainty and evidence confidence in the handoff contract”; that control is necessary in the stated circumstances. The coordinator must not promote provisional inferences into facts merely because a subordinate returned polished prose.
Question 44
A coordinator requests two 'independent' market estimates. Both specialists base their result on the same syndicated survey, presented on different websites. What should the coordinator do before describing them as corroborating evidence?
- Count both websites as independent evidence because they have different domain names
- Trace each estimate to its underlying data source and report that they share one primary survey
- Average the two estimates without checking whether they are derived from the same respondents
- Prevent either specialist from citing sources so their analyses appear impartial
Explanation
Correct Answer
B:The coordinator should follow both statistics back to their primary survey and disclose that they share the same underlying respondents and methodology. Separate web pages or different specialist agents do not create two independent observations. Retaining the original survey identifier and publication version preserves a truthful evidence trail while allowing both analyses to be compared.
Incorrect Answers
A:A change of website hostname does not make syndicated evidence independent. Both specialists are citing the same underlying survey, so counting the two websites as separate confirmations would double-count one data source and exaggerate corroboration.
C:Averaging two versions of one sample does not create another independent measurement. It may even obscure revised statistics; validate the survey's publication version and coverage before deciding what figure is defensible.
D:Removing citations makes it harder to detect source overlap and harder to audit the result. True independence requires evidence provenance and explicit handling of shared data, not anonymous specialist conclusions.
Question 45
Several subagents independently need the same large document collection. Which coordinator design best addresses the problem?
- Keep tightly coupled deterministic steps in one workflow and delegate only genuine independent reasoning
- Have the coordinator surface the failure and decide whether to retry, omit with a caveat, or escalate
- Provide narrow retrieved evidence relevant to each subtask, not the whole corpus to every subagent
- Delegate bounded analyses to separate specialist subagents and synthesize their cited results
Explanation
Correct Answer
C:When several subagents independently need the same large document collection, the system should provide narrow retrieved evidence relevant to each subtask, not the whole corpus to every subagent. Bounded context preserves budget and reduces irrelevant data that can distract specialists. Keep independent workstreams bounded and reconcile conflicting claims against their original evidence.
Incorrect Answers
A:Consolidating trivial deterministic operations can reduce unnecessary subagents, but the scenario says independent specialists genuinely require evidence from one large collection. The cost problem is copying that entire corpus into every context. Provide task-specific retrieved passages and provenance handles while retaining separate specialist analysis where justified.
B:Marking a failed workstream incomplete is the correct response when a specialist actually crashes. Here every specialist is receiving an unnecessarily large shared document corpus. The improvement is to retrieve bounded evidence per subtask so agents have the relevant passages without duplicating the entire corpus in each context.
D:Separate legal and technical agents can be useful when their responsibilities genuinely differ, but simply spawning those agents will not fix oversized inputs. Each delegated task still needs scoped retrieval or concise evidence handles; otherwise the same large document set overwhelms every specialist.
Question 46
A coordinator creates more agents for every small step of a fixed checklist. What should change in the multi-agent orchestration?
- Have the coordinator surface the failure and decide whether to retry, omit with a caveat, or escalate
- Delegate bounded analyses to separate specialist subagents and synthesize their cited results
- Require structured claim-to-source handoffs and coordinator verification
- Keep tightly coupled deterministic steps in one workflow and delegate only genuine independent reasoning
Explanation
Correct Answer
D:A coordinator creates more agents for every small step of a fixed checklist. The relevant control is to keep tightly coupled deterministic steps in one workflow and delegate only genuine independent reasoning. Subagent spawning adds cost and coordination failure points without helping tasks whose order and outcome are predetermined. The coordinator should retain which specialist produced which source-backed finding before combining reports.
Incorrect Answers
A:Recording a specialist failure is needed for incomplete work, but no failure is described. The coordinator creates excessive agents for deterministic checklist steps. Keep tightly coupled steps in one controlled workflow and reserve delegation for work requiring genuinely independent analysis.
B:Specialist delegation helps independent legal and technical reviews, not every elementary action of a fixed checklist. Splitting predetermined steps into agents adds scheduling and reconciliation cost; one application workflow with verifiable stage results is more proportionate.
C:Source-linked handoffs validate research results, but they do not make an overly decomposed fixed checklist efficient. Here the checklist already has predictable steps and dependencies. Keep that sequence in one deterministic workflow and reserve separate subagents for genuinely independent judgments, not each small operation.
Question 47
A specialist fails while three others return valid partial work. Which delegation strategy best fits this situation?
- Have the coordinator surface the failure and decide whether to retry, omit with a caveat, or escalate
- Delegate bounded analyses to separate specialist subagents and synthesize their cited results
- Require structured claim-to-source handoffs and coordinator verification
- Encode the fixed order in a workflow rather than letting agents negotiate it
Explanation
Correct Answer
A:The relevant control is to have the coordinator surface the failure and decide whether to retry, omit with a caveat, or escalate. Explicit failure propagation prevents the final report from falsely claiming complete research. This matters when a specialist fails while three others return valid partial work. Keep independent workstreams bounded and reconcile conflicting claims against their original evidence.
Incorrect Answers
B:Separate specialist contexts are appropriate when legal and technical work require different evidence, but no such new division will recover a crashed fourth workstream by itself. The coordinator should explicitly mark that result failed, preserve the three valid reports and either retry the missing assignment within policy or report the incomplete coverage.
C:Structured evidence lets the final writer attach citations to the right claim instead of guessing from a prose summary. This is not a substitute for “Have the coordinator surface the failure and decide whether to retry, omit with a caveat, or escalate”; that control is necessary in the stated circumstances. Explicit failure propagation prevents the final report from falsely claiming complete research.
D:A fixed stage order can be useful for prescribed onboarding checks, but does not recover the output of a specialist that has crashed. The coordinator must carry the actual failed state, retry that bounded workstream if authorized, or mark its section incomplete rather than reporting all branches successful.
Question 48
Two subagents draft incompatible modifications to a shared configuration file. What should the coordinator change?
- Route subagent assignments and returned outputs through a central coordinating agent
- Require concise findings with citations, confidence and unresolved questions
- Record the failure and either retry that workstream or clearly mark the section incomplete
- Separate writing authority or serialize conflicting writes through one coordinator-owned merge
Explanation
Correct Answer
D:Independent agent analysis can proceed in parallel, but overlapping stateful edits require an explicit ownership and integration strategy to avoid lost updates. Assign one owner to commit or merge shared-file changes, or give each specialist an isolated branch that is reconciled. Parallel analysis is safe, but uncoordinated writes to the same version of a configuration can overwrite otherwise valid work.
Incorrect Answers
A:A hub-and-spoke architecture makes one coordinator responsible for task routing, provenance and integration. That addresses a different part of the system, not the requirement to avoid simultaneous conflicting writes across subagents.
B:The coordinator should receive decision-relevant summaries and evidence pointers, not every raw intermediate token. The scenario instead requires a way to avoid simultaneous conflicting writes across subagents.
C:A coordinator must handle partial results explicitly. The required action is “Separate writing authority or serialize conflicting writes through one coordinator-owned merge”; the other measure addresses a separate concern. Independent agent analysis can proceed in parallel, but overlapping stateful edits require an explicit ownership and integration strategy to avoid lost updates.
Question 49
A Claude Agent SDK coordinator is asked to delegate work but the runtime configuration does not expose its supported Agent delegation tool. What must be configured?
- Include the subagent-spawning capability in the coordinator's allowed tool set
- The coordinator failed to include required country context in the subagent prompt
- Provide the exact question, scope boundaries, output fields and success criterion
- A structured deliverable with changed paths, test evidence and unresolved risks
Explanation
Correct Answer
A:Agent SDK subagent invocation uses the Agent tool in current Claude Code documentation. A coordinator cannot delegate merely because its prompt says to use specialists. Configure the supported Agent capability for the parent under the active SDK and effective permissions, and scope the child’s own tools separately. Check tool availability in the runtime rather than relying on legacy Task naming.
Incorrect Answers
B:A subagent receives the context supplied at invocation, not an automatic copy of all coordinator history. It would leave the stated need to enable the configured subagent tool for delegation unresolved.
C:A good delegated prompt defines what the specialist should do, but it does not create a missing Agent invocation tool. Enable and authorize the Agent tool for the coordinator first, then supply precise task scope, context, output requirements and evidence expectations to the subagent.
D:A structured specialist deliverable is useful only after the subagent is able to run. The missing capability is the SDK Agent tool. No return contract can turn an unavailable tool into an executable delegation. Confirm the effective tool set, then establish the completion evidence contract.
Question 50
A spawned compliance agent asks for the customer's country even though the coordinator discussed it earlier. Why did this happen?
- Filter input references by the requester's authorization before passing them to the subagent
- Include the subagent-spawning capability in the coordinator's allowed tool set
- Provide the exact question, scope boundaries, output fields and success criterion
- The coordinator failed to include required country context in the subagent prompt
Explanation
Correct Answer
D:A subagent receives the context supplied at invocation, not an automatic copy of all coordinator history. Necessary constraints must be passed explicitly. Subagent execution uses the explicit invocation context rather than automatically inheriting all prior coordinator discussion. Include the jurisdiction needed for compliance reasoning and omit unrelated history to keep the specialist’s instructions both sufficient and limited.
Incorrect Answers
A:Checking reference authorization controls which customer's documents a subagent may read, but the missing input is the customer's country that the coordinator already knows. A secure subagent can still lack that context because its call did not include it. Pass the verified jurisdiction explicitly in the delegation request.
B:Delegation is a tool execution capability, not just a preference conveyed in instructions. The scenario instead requires a way to provide prerequisite facts at subagent invocation.
C:A delegate needs a clear contract for its autonomous work. This alternative does not establish how to provide prerequisite facts at subagent invocation in the stated workflow.