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Anthropic CCA-F Practice Test 10

Question 90

An administrator changes hook policy without versioning and older sessions behave unexpectedly. Which architecture decision would most directly meet the stated requirement?

  1. Implement a persistent, policy-backed hook rather than only a natural-language reminder.
  2. Version-control hook configuration and test the effective policy before deployment.
  3. Reject high-risk operations on policy-unavailable results and surface an explicit error.
  4. Apply effective security policy to each specialist's tool use at the execution layer.
  5. Log hook decisions with tool name, matched rule, and denial reason.

Explanation

Correct Answer

B:

Check hook configuration into an approved version-controlled path, track its effective settings and test representative denied and permitted operations before deployment. That provides repeatable behavior and rollback evidence across sessions. Confirm the active session actually loaded the intended configuration version.

Incorrect Answers

A:

Persistent enforcement hooks are stronger than a natural-language reminder, but an unversioned hook policy can still differ between sessions after an operator change. The problem is drift and unexpected behavior, not the mere absence of a hook.

C:

Failing closed when the policy engine is unavailable is a valuable safety property, yet the case reports changes without versioning and inconsistent older-session behavior. Preventive fail-closed defaults do not identify which configuration each session loaded. Add provenance and deployment tests.

D:

Applying current policy to every specialist tool execution limits privilege bypass, but it does not explain an unreviewed hook configuration edit or why sessions disagree. Track policy versions and test effective resolution so changes are auditable and predictable.

E:

Hook decision logs help investigators reconstruct which rule matched a tool call, but they do not prevent incompatible unreviewed versions being deployed. Pair logs with version-controlled configuration and an effective-policy test before rolling out the new hook.

Question 91

A team wants to intercept edits to any credentials file anywhere in the repository. What should the team change first to resolve this exact failure mode?

  1. Match relevant tool operations and enforce protected-file patterns at pre-use time.
  2. Block edits to a single known credentials filename but omit other credential files in nested repository directories.
  3. Run controlled negative tests proving prohibited tools and paths are actually rejected.
  4. Use a post-execution logging hook rather than an unconditional deny hook.

Explanation

Correct Answer

A:

Guard coverage must include every edit path, not only one obvious filename. The case involves a team wants to intercept edits to any credentials file anywhere in the repository. Guard coverage must include every edit path, not only one obvious filename. The implementation therefore needs to match relevant tool operations and enforce protected-file patterns at pre-use time.

Incorrect Answers

B:

A single exact filename protects one file but does not cover the team’s stated scope of any credentials file anywhere in the repository. An edit could target another nested credential store without matching the rule. Enforce appropriate protected-file patterns for all relevant edit tools before execution, and test nested examples.

C:

Policy configuration alone is not evidence of functioning interception. Here, a team wants to intercept edits to any credentials file anywhere in the repository. Guard coverage must include every edit path, not only one obvious filename. Merely choosing to run controlled negative tests proving prohibited tools and paths are actually rejected does not provide the ability to match relevant tool operations and enforce protected-file patterns at pre-use time; the required mechanism remains missing.

D:

Observation and enforcement are distinct functions; the choice must match the stated policy outcome. In this case, a team wants to intercept edits to any credentials file anywhere in the repository. Guard coverage must include every edit path, not only one obvious filename. This option would use a post-execution logging hook rather than an unconditional deny hook, but that does not match relevant tool operations and enforce protected-file patterns at pre-use time.

Question 92

A child agent can invoke a dangerous tool even though the parent agent's instructions forbid it. Which safeguard or workflow change provides the missing guarantee?

  1. Return a clear denial category and supported alternatives for the agent to choose.
  2. Move mandatory deny rules before execution; use after-hooks for observation and follow-up.
  3. Version-control hook configuration and test the effective policy before deployment.
  4. Apply effective security policy to each specialist's tool use at the execution layer.

Explanation

Correct Answer

D:

Apply tool restrictions or PreToolUse authorization where the subagent actually invokes the dangerous action, using effective policy regardless of its instruction text. Parent prohibitions alone are not a guarantee when a specialist has its own tool access and context.

Incorrect Answers

A:

A denial message helps a blocked child agent recover, but the question says the dangerous tool still executes. Better feedback cannot supply the missing execution-layer permission decision that should reject the action.

B:

Post-execution observation documents what a subagent did, but a dangerous side effect may already have occurred when a logger runs. Prevention requires a checked permission boundary before the child operation executes.

C:

Reviewing and testing configuration is good operational practice, yet it is not enough if a spawned specialist runs with an unchecked tool capability. Each call must be evaluated against effective authorization in the executing agent’s runtime.

Question 93

An internal policy says all writes need prior approval, but the model responds with 'approved by user' without evidence. Which response is best supported by these operational facts?

  1. Move mandatory deny rules before execution; use after-hooks for observation and follow-up.
  2. Validate target paths and operation types in the pre-execution hook.
  3. Require an authenticated approval token before the write hook allows execution.
  4. Implement a persistent, policy-backed hook rather than only a natural-language reminder.

Explanation

Correct Answer

C:

Require the write handler or guard to verify an unforgeable, time- and scope-bound approval token issued by an authenticated approval workflow. If absent, invalid, or outside the requested path and action, reject the write even when the assistant asserts consent.

Incorrect Answers

A:

Pre-use policy enforcement is the right timing, but moving vague approval rules to a hook without authenticating the approval claim still permits the model to fabricate assent. The permission check must tie to a trusted identity and authorized write scope.

B:

Checking the target path and operation protects against unsupported writes or path traversal, but cannot prove that an authorized person approved the specific modification. A valid path may still need a distinct human or workflow authorization.

D:

A persistent policy hook is more reliable than a prompt reminder, but the policy must validate a trusted approval source rather than accept conversational text. Installing any hook alone does not prove the claimed approval exists.

Question 94

A tool hook is configured to fail open when its policy service times out. Which design adjustment is most suitable under the stated constraints?

  1. Inspect the actual tool outcome and annotate success or error accurately.
  2. Reject high-risk operations on policy-unavailable results and surface an explicit error.
  3. Version-control hook configuration and test the effective policy before deployment.
  4. Log hook decisions with tool name, matched rule, and denial reason.

Explanation

Correct Answer

B:

Treat policy-service timeout or unavailability as an explicit denial for high-risk actions, and surface the infrastructure failure so an operator can investigate or retry safely. The user can recover when policy service is healthy; the guard must not silently treat unknown permission as allow.

Incorrect Answers

A:

Labelling execution results correctly is useful after an operation runs, but the dangerous condition is a missing authorization decision before execution. Post-hoc success/error tags cannot undo a write that slipped through during a policy timeout.

C:

Configuration tests and version control reduce deployment mistakes but do not define what the runtime does during a live policy-service outage. An explicit fail-closed decision is still required for the unavailable-service path.

D:

Decision logging would make the outage visible, but an audit entry is not a prevention mechanism. If the application continues to execute calls when the policy service times out, it remains vulnerable despite having a record of the bypass.

Question 95

An event hook stores complete customer records just to explain a one-line denied tool call. What targeted change avoids repeating this failure?

  1. Inspect the actual tool outcome and annotate success or error accurately.
  2. Validate normalized arguments and resolved target paths, not just the executable name.
  3. Minimize captured fields while retaining relevant rule and operation metadata.
  4. Log the entire denied customer record in each hook event along with its rule ID for later inspection.
  5. Persist the raw customer record in an unrestricted debug log and apply display redaction only when someone reads the event.

Explanation

Correct Answer

C:

Log only the permitted fields: tool name, normalized operation, matched security rule, decision, timestamp and a bounded correlation identifier. Omit full customer data, secrets and unnecessary input payloads. This preserves accountability for the denial without creating a second sensitive customer database in hook logs.

Incorrect Answers

A:

Accurately reflecting success or failure is necessary for audit logs, but even correct status cannot justify copying entire customer records into a one-line hook event. The data exposure occurs because logging captures far more private context than is needed to explain a denied tool call.

B:

Path validation helps stop protected-file writes but has no bearing on customer record payload retention in the event logger. A request can be safely denied and still leak PII if the hook stores the original full record. Minimize the audit payload.

D:

Logging the full rejected customer record recreates the privacy exposure the question is trying to avoid, even if it also records a useful rule ID. Rule and operation identifiers are enough to explain most denials, and detailed content should be accessible only through explicitly approved evidence procedures.

E:

Redacting only when a reader opens the event is too late if raw customer records were already written to an unrestricted log. Attackers or retention services may copy those raw entries. Select fields before persistence and apply any additional redaction at the interception boundary.

Question 96

A pre-tool hook is claimed to protect every operation, but the team never attempts a forbidden command. Which corrective action most directly addresses the observed failure?

  1. Validate target paths and operation types in the pre-execution hook.
  2. Validate normalized arguments and resolved target paths, not just the executable name.
  3. Match relevant tool operations and enforce protected-file patterns at pre-use time.
  4. Run controlled negative tests proving prohibited tools and paths are actually rejected.

Explanation

Correct Answer

D:

Exercise representative forbidden tools, normalized path variants, and allowed controls against the actual hook configuration in a safe test environment. Assert a blocking decision occurs before side effects, and record the observed result rather than inferring protection from configuration.

Incorrect Answers

A:

Path validation in a pre-execution hook is necessary to enforce protected targets, but it cannot prove enforcement if the test team never invokes a disallowed case. An untested path matcher may still have gaps or be disabled in the environment.

B:

Resolving paths and normalizing command arguments addresses obfuscation, but the question is about an unsupported blanket claim of protection. Only controlled rejection tests establish whether the intended paths and operations are actually intercepted.

C:

Matching command names and file patterns is a design ingredient, not a completed test. A matcher configured incorrectly or installed at the wrong scope could allow forbidden actions despite appearing in policy files.

Question 97

A research assignment covers four unrelated industries but all agents follow one generic search prompt. Which implementation choice best closes the specific gap described?

  1. Assign distinct evidence and synthesis responsibilities before cosmetic presentation.
  2. Decompose by analytical question and retrieve multiple sources per question.
  3. Decompose by independently researchable industry and assign clear synthesis boundaries.
  4. Plan the boundaries, dependencies, and acceptance criteria before parallel code modifications.

Explanation

Correct Answer

C:

Give each specialist a distinct industry scope, evidence requirements and source provenance contract; combine results in a synthesis stage that checks comparability and gaps. This converts repeated generic searching into independent research suited to the actual assignment.

Incorrect Answers

A:

Assigning evidence and synthesis roles gives the team a useful general division, but if all agents still run the same generic query, it does not specifically partition the four industry-specific evidence needs.

B:

Dividing by analytical question is appropriate when each question spans many sources or industries. Here the natural independent partitions are the four industries; question-based partitioning could still leave redundant generic industry searches.

D:

Dependency and interface planning is sensible before concurrent code edits. This request is evidence gathering across unrelated industries, not simultaneous modification of code modules; those workflow safeguards do not define the four research responsibilities.

Question 98

A compliance report needs fact collection before legal interpretation but the system launches both phases together. Which architecture decision would most directly meet the stated requirement?

  1. Place measured baseline collection ahead of dependent recommendations.
  2. Execute evidence gathering before dependent interpretation, while parallelizing independent retrieval.
  3. Execute independent documentation and test work after the shared API contract is frozen.
  4. Sequence containment immediately while gathering independent evidence for later root-cause work.

Explanation

Correct Answer

B:

Gather and validate the relevant compliance evidence before legal interpretation starts. Independent source retrieval can occur concurrently, but the interpreting agent must receive verified facts and provenance so it does not reason from missing or unexamined material.

Incorrect Answers

A:

Measuring a baseline can be prerequisite to some recommendations, but a compliance report first needs the facts and source evidence relevant to legal interpretation. A measurement-first generic plan leaves the actual interpretation dependency unspecified.

C:

Documentation and tests after an API contract is frozen is a software-delivery sequencing pattern. No API contract is the blocking dependency here; legal analysis is blocked by incomplete fact gathering.

D:

Immediate incident containment can be appropriate under an active threat, but the case describes a compliance reporting pipeline. Starting incident response would not establish the necessary fact-then-interpretation workflow.

Question 99

A coding task has three clearly independent modules with stable interfaces. What should the team change first to resolve this exact failure mode?

  1. Delegate modules in parallel using agreed contracts and integrate after verification.
  2. Execute independent documentation and test work after the shared API contract is frozen.
  3. Sequence containment immediately while gathering independent evidence for later root-cause work.
  4. Plan the boundaries, dependencies, and acceptance criteria before parallel code modifications.

Explanation

Correct Answer

A:

Assign each independent module to a separate specialist with a shared interface contract, then merge and test their results against integration acceptance criteria. Parallel work is justified because no module is awaiting an upstream schema or implementation decision.

Incorrect Answers

B:

Writing tests and documentation after freezing an API is a valid dependent workflow, but does not itself use the available parallelism across three independent modules or establish their integration contract.

C:

Incident containment preceding root-cause analysis is a security-response dependency, not a modular code construction problem. This plan gives no ownership or integration strategy for the three modules in the prompt.

D:

Planning boundaries and dependencies helps any sizable parallel effort; however, the scenario already establishes stable interfaces and independently buildable modules. Planning alone does not actually delegate, execute, and integrate the modules.

Question 100

A small one-line validation fix is sent to a six-agent research team. Which safeguard or workflow change provides the missing guarantee?

  1. Include an explicit integration and acceptance stage after specialist outputs.
  2. Establish one shared metric definition and pass it to every subtask.
  3. Use a direct localized edit and test rather than unnecessary agent decomposition.
  4. Bundle small related reads into one bounded exploration step.
  5. Model these as dependent stages with enforced inputs and outputs.

Explanation

Correct Answer

C:

A single engineer or code assistant should locate the validation line, apply the minimal justified edit, and run the relevant regression test. Six specialist agents would add handoff latency and conflict risk to a narrowly scoped task without independent research needs.

Incorrect Answers

A:

An integration step can catch incompatible specialist outputs, but a one-line validation defect does not require six research workers to begin with. A direct edit plus the affected test is both easier to verify and has fewer coordination and permission hazards.

B:

Shared metric definitions matter in multiagent analytics, but this request contains one known validation bug, not competing measurement interpretations. Allocating an agent to metric alignment introduces overhead without improving the small fix or its regression coverage.

D:

Combining related reads can reduce filesystem round trips if the precise location is unknown, but that is a subordinate technique. The design error is unnecessary agent decomposition for an already understood one-line change. Avoid delegation and make the local repair with a test.

E:

A dependency workflow is useful when one subtask must wait on another, such as searching before synthesis. The only real dependency here is modification followed by verification. A full multiagent dependency graph adds complexity to a small deterministic bug fix.

Claude Certified Architect - Foundations (CCA-F) Practice Tests

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