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134 Questions & Answers

Last Update: Oct 06, 2026

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Anthropic CCA-F Practice Test 46

Question 450

A tool reports that an approval request is pending, but a model summary says approved. What is the correct escalation state?

  1. Run the action and ask for forgiveness later
  2. Interpret the confident narrative as a valid signature
  3. Keep approval pending and await an authoritative approval event before the consequential action
  4. Change the log to approved and continue

Explanation

Correct Answer

C:

Keep the approval request in pending status and do not execute the protected operation until the authorized system confirms approval for its specific scope. If a later event is received, verify its correlation ID, decision identity and any expiry before proceeding. The assistant should report what the provider actually observed, not that the task succeeded because its summary said approved. This preserves the distinction between requested authorization and granted permission, preventing a pending workflow from silently crossing a consequential execution boundary.

Incorrect Answers

A:

Executing the consequential action before approval changes a pending decision into an unauthorized side effect. An apology afterward cannot reliably reverse a payment, deletion or publication. The tool explicitly reports that approval is pending, so the host must hold the action until an authoritative approval event arrives. Preserve the request ID and inform the user of its actual state instead of advancing from a model narrative.

B:

A confident assistant summary is not a digital signature or a provider approval record. The model may have misunderstood the tool response or generated text before the latest status arrived. Validate the actual approval state against the provider's current record, including decision identity and scope. A valid authorization must be traceable to an accountable actor and the exact action; language fluency cannot create it.

D:

Editing a log to say approved changes recorded evidence without creating a legitimate approval. It could also hide who was responsible for denying or reviewing the request. The coordinator must wait for the provider's authoritative state transition and keep the original pending event intact. Audit records should reflect actual decisions rather than being made to match the assistant's desired outcome.

Question 451

A medical scheduling assistant cannot distinguish two patients with nearly identical identifiers. What risk-based response fits?

  1. Publish both records and ask the public to identify them
  2. Escalate patient identity matching to an approved verification procedure before changing either appointment
  3. Merge the records because their names are similar
  4. Select the first record returned by the database

Explanation

Correct Answer

B:

Pause appointment modification and use the approved patient identity-check procedure to resolve the near-matching records. Verify additional authorized identifiers, account context or a qualified operator's decision before selecting the affected appointment. Preserve the ambiguity and avoid copying information between patients while the match is unresolved. This is a consequential healthcare scheduling boundary: the assistant must not infer identity from name similarity or database order. Once identity is confirmed, perform only the authorized rescheduling action and verify the provider result before notifying the patient.

Incorrect Answers

A:

Publishing both patients' records to ask strangers to identify the correct person is a serious confidentiality breach and cannot establish a reliable clinical identity. The scheduling task requires matching the approved patient before changing an appointment, not disclosing private charts. Use an authorized identity-verification workflow and minimum necessary data with trained staff when identifiers are ambiguous. Unknown identity should block mutation, not justify public crowd-sourcing.

C:

Merging two records because names or identifiers look similar risks combining different patients' medical and appointment histories. That can misdirect treatment, expose private information and make later audit corrections difficult. Similarity is evidence to investigate, not proof of identical identity. The system should escalate to a controlled matching process and preserve separate records unless authoritative verification permits a merge.

D:

The first database result may be ordered by index, cache state or creation date rather than identity accuracy. Choosing it by position could change the wrong patient's appointment. The tool should return a genuine ambiguity status with the candidate record identifiers and require authorized identity verification. Query ordering has no clinical or legal authority and should never determine which person receives a consequential schedule modification.

Question 452

A code assistant is asked to restructure a repository but finds 400 conflicting style instructions across old branches. Which source of truth should it use?

  1. The currently active repository policy and explicitly authorized branch, with conflicting historical instructions marked superseded
  2. Apply instructions from the most recently modified historical branch even when that branch is not the authorized target
  3. Delete branch history to remove disagreements
  4. Combine the active policy with every historical branch instruction, choosing conflicting rules by file-pattern specificity alone

Explanation

Correct Answer

A:

An old branch's docs do not automatically govern the target commit and must not override higher-priority owner rules. Escalate only material unresolved priority conflicts after reading current repository configuration and user constraints. Old branch instructions can conflict with the active repository policy. Use the checked-out branch and current owner-authorized rules, marking historical variants superseded and recording unresolved conflicts before broad edits. Preserve historical audit records even when their instructions no longer control the new change.

Incorrect Answers

B:

Modification time in an archived or unrelated branch does not make its instructions authoritative for the active worktree. The user requested changes in a particular repository context, and current approved project policy governs that scope. Historic instructions can provide background, but conflicts must be recorded as superseded or escalated rather than silently adopting a newer-looking, inapplicable branch rule.

C:

Deleting branch history destroys useful provenance for why competing style rules exist and can remove evidence of prior decisions, without identifying which rules govern the requested branch. The assistant should use the currently active repository configuration and authorized target revision, distinguishing older instructions as historical rather than active. It can ask for clarification when two current rules genuinely conflict. Rewriting version-control history merely to make the instructions appear consistent is unnecessary and may damage collaborative audit trails.

D:

Scoped instructions are useful only within their actual authorized precedence and repository context. Historical branches can contain outdated requirements, and a more specific glob does not override a newer explicit owner decision or the active branch policy automatically. Mixing every rule may reintroduce deprecated constraints and produce contradictory edits. The agent should determine current authoritative instructions, mark incompatible historical material superseded and request clarification for unresolved current conflicts before altering repository structure.

Question 453

A web browsing agent cannot access a first-party PDF but can find a community repost of the same alleged guide. What should it claim?

  1. Say the primary PDF was read successfully because the text looks similar
  2. Treat the repost’s visible version date as the first-party publication date, without obtaining the original issuer document
  3. Discard all research rather than distinguish confidence levels
  4. Cite the mirror with a clear provenance caveat and leave direct first-party document verification unconfirmed

Explanation

Correct Answer

D:

If the canonical issuer PDF returns an access denial, the report must say that the original file was not directly inspected. A community repost may be used as secondary evidence with its actual URL, apparent version and limitations, but not cited as though the issuer’s bytes or page numbers had been independently verified. Compare particular technical claims with other accessible official documentation where possible, and keep disputed blueprint language open. This enables useful provisional research without laundering a mirror into first-party authority or claiming a complete exam-guide review that did not occur.

Incorrect Answers

A:

A community mirror resembling an issuer guide is still a separate document retrieved from a different source. Its apparent similarity cannot prove the original first-party PDF was opened or that its full contents and revision match. Reporting direct primary access would create false provenance and might misstate blueprint dates or objectives. Identify which URL actually returned content, what the mirror claims to reproduce and which official document remained inaccessible. An apparent copy is research context, not a verified first-party readback.

B:

A community mirror may reproduce correct text, but its metadata and upload date do not establish that the issuer published or currently endorses the same edition. A 403 response means the primary file was not directly inspected in this session. Distinguish secondary observations from verified issuer statements and record the access limitation. Reposted dates are not independently verified primary-source timestamps.

C:

The inability to read the original PDF does not erase all useful research. A mirror can be consulted as lower-confidence context when its provenance is disclosed, while directly accessible official pages may support individual feature facts. The agent should separate verified first-party mechanisms from assertions seen only in the repost, and avoid attributing copied page numbers to a document it never accessed. Discarding every finding would lose legitimate partial evidence without solving the source gap. The proper response is qualified coverage and an explicit unresolved primary-document status.

Question 454

An agent faces an ambiguous account closure request with no specified platform and multiple connected accounts. What is the minimum useful clarification?

  1. Select the oldest account based on creation time
  2. Ask which specific account or service the user intends to close
  3. Assume the platform most recently discussed in an unrelated chat
  4. Close every connected account to be thorough

Explanation

Correct Answer

B:

Ask which particular service or account the user wants closed, using the connected account labels or other non-sensitive identifiers needed for an unambiguous selection. The request lacks a target while several accounts are available, so even a well-intentioned agent cannot safely proceed. After clarification, disclose the material closure consequences and obtain any required confirmation before execution. This one question resolves the decisive uncertainty without burdening the user with a large form or gathering unrelated personal details. No account should be closed while the target remains ambiguous.

Incorrect Answers

A:

The oldest connected account might be unrelated to the user's intended closure. Creation date does not identify the service, affected data or user's current consent to a destructive action. Ask which specific platform and account is targeted before presenting closure consequences. The host should then verify ownership and authorization rather than choosing an irreversible target from historical metadata.

C:

A platform mentioned in an unrelated conversation may no longer be the intended account and might belong to a different task or service context. Inferring closure target from recency could cause a destructive operation on the wrong account. The assistant must confirm the specific service and identity for this request. Past context can help phrase a clarification but does not create authorization.

D:

Closing every connected account goes far beyond an ambiguous request and could destroy independent services, stored content and subscriptions. Thoroughness is not a basis for expanding the scope of a consequential action. Identify the single intended target, review its actual effects and execute only within the user's approved scope. Any additional account closures require their own explicit authorization.

Question 455

An Agent SDK report generator is required to inspect 100 distinct customer support records. It processes 60 successfully before reaching its tool-call budget and cannot access the remaining records. What should its coordinator report?

  1. Mark all 100 records inspected because the response schema contains the expected coverage field
  2. Create placeholder success receipts for the remaining 40 records to preserve the requested total
  3. Report 60 observed records with their identifiers and verified outcomes, mark 40 uninspected, and preserve an incomplete-task handoff
  4. Duplicate the last 40 inspected results under new record IDs so downstream analytics have 100 rows

Explanation

Correct Answer

C:

The coordinator has real, useful findings for 60 records and a definite coverage gap for 40. It should record the inspected identifiers, tool-result evidence, current run and budget state, and describe the report as partial rather than complete. A future authorized run can target the remaining records without repeating successful side effects. This preserves provenance and prevents fabricated coverage. If the missing cases are mandatory to the final decision, the report must remain unapproved until the actual inspection requirement is met.

Incorrect Answers

A:

A schema can require a coverage count, but it does not prove that the agent actually retrieved the records behind that count. The process observed only 60 support records and hit its budget before inspecting the rest. Reporting 100 would conceal a material evidence gap and could mislead later decisions about customers never reviewed. The coordinator must tie completion claims to actual tool receipts and unique record identifiers rather than fill the expected field with the requested number.

B:

Placeholder receipts are not actual provider observations. If a later workflow trusts them as successful inspections, it may skip important cases or issue unsupported account conclusions. The correct handoff preserves which 60 identifiers were processed, their real outcomes, and why the other 40 remain pending. A tool budget limit does not authorize creating synthetic proof of completion. Any resumed work requires explicit authorized continuation with the outstanding record set and necessary resource budget.

D:

Copying results to new identifiers creates false evidence and may attribute one customer’s data to a different account. It also turns a bounded workflow failure into downstream data contamination, even if the final table has the expected number of rows. The right response is to preserve the real 60 records, list the 40 uninspected IDs or scope, and explain why the budget stopped further tool calls. Record counts are not interchangeable with proof of actual record-level processing.

Question 456

A coordinator requested three independent source files; one was verified, one download timed out and one returned permission denied. Which THREE items belong in the handoff? (Select THREE.)

  1. The verified first file's exact source reference and actual usable evidence
  2. Three identical success receipts because requests were submitted
  3. An unverified title and abstract for the inaccessible third file, labeled as if the document itself had been read
  4. A permission-denied classification for the third file without invented contents
  5. An assertion that partial retrieval proves the complete document set was reviewed
  6. A timeout or unknown-fetch status for the second file with its request ID

Explanation

Correct Answers

A:

For the one document that actually loaded and was verified, the handoff should retain the exact retrieved source identifier, relevant observed content and any limits of that extraction. These allow the coordinator to ground later synthesis in evidence instead of a generic success label. The first file's completed state must remain separate from the timed-out second file and denied third file; the latter two have no authenticated contents available. This avoids turning partial progress into false complete-coverage attestation.

D:

The third file returned permission denied, so the coordinator must preserve that access-control result rather than invent its abstract or treat it as an empty document. Record the document request ID, attempted resource, denial class and any approved escalation route without disclosing protected contents. This is a specific observed failure, distinct from the second file's uncertain timeout and the first file's verified evidence. A future authorized retry can use the record without confusing nonaccess with proof of absence.

F:

For the second file, the provider timeout leaves retrieval outcome unknown or unsuccessful, not an observed document body. Record the original request ID, attempted URL, error or timeout classification and any valid retry guidance, while marking the source contents as not verified. The coordinator can perform a bounded retry if authorized and relevant; until actual readback arrives, it must not paraphrase missing pages. This status belongs beside the first file’s verified evidence and the third file’s explicit permission-denied result so the synthesis can distinguish all three independent evidence states.

Incorrect Answers

B:

Three submitted downloads are not three successful source reads. The first file was verified, the second timed out without content and the third was denied by permissions. Issuing identical success receipts would erase those distinct states and let the synthesis claim full coverage despite missing evidence. Return an itemized handoff with each request identifier and actual result classification so downstream analysis can use the verified file and qualify the two unavailable ones. A request being sent is not proof its source was retrieved.

C:

A title or abstract found elsewhere may be separately usable metadata, but it is not content extracted from a source that returned permission_denied. Attaching a purported document passage to that file would fabricate evidence and misstate retrieval coverage. The handoff must preserve the actual denial, along with the independent verified file and the timed-out request. Missing content remains explicitly inaccessible.

E:

Retrieving one of three required documents does not establish that the full source set was reviewed. The timeout might hide a critical exception and the denied document may contain restrictions the coordinator cannot see. Preserve each failed request's status and identify which conclusions depend on the two absent sources. A partial report may be permitted when labeled, but a full-coverage claim would be unsupported. The handoff must keep source access separate from an overall assertion that all evidence is present.

Question 457

A CRM worker exports 200 approved customer updates, but its result handoff lists only 180 completed record IDs because an output-size limit truncated the response. What should the coordinator require?

  1. A verified coverage ledger identifying processed records, the 20 missing IDs and a continuation cursor before claiming all updates complete
  2. Assume the final 20 updates succeeded because the first 180 records have valid IDs
  3. Repeat all 200 updates blindly and discard the original completion receipts
  4. Delete the 20 missing source IDs so the result count equals the returned handoff size

Explanation

Correct Answer

A:

The result body covers fewer records than the authorized source set, so there is no evidence for the final 20 outcomes. A complete handoff needs an explicit coverage ledger, stable identifiers and a way to retrieve missing statuses without repeating already committed effects. Preserving successful receipts allows a safe continuation. A truncated response must not be described as a fully completed export merely because the returned entries are valid. Before declaring completion, compare the exact set of source IDs with the provider-confirmed processed set and unresolved IDs.

Incorrect Answers

B:

The last 20 records may be incomplete, failed or simply absent from the truncated response. Their status cannot be inferred from the first 180 successes. The coordinator should report the coverage gap and retrieve the missing outcomes using provider state or a stable cursor, then verify exact set equality. Treating missing IDs as success hides potential data loss and prevents accurate per-customer reconciliation.

C:

Repeating 200 updates can duplicate side effects or overwrite newer CRM values. The original 180 receipts remain useful evidence and should not be discarded. Reconcile processed IDs against the full authorized input set, then retry only verified incomplete work using appropriate idempotency or revision controls. The missing records are an output coverage issue, not permission for indiscriminate batch replay.

D:

Deleting source IDs would falsify the requested operation count and conceal which customer updates remain unresolved. An exact-200 contract must compare stable identifiers and detect missing outcomes, rather than changing the source set to fit a truncated result. Keep the 20 absent IDs in the pending ledger and continue only with properly authorized retrieval or recovery.

Question 458

An agent retrieves three files but detects a checksum mismatch in the third. What should the worker return to the coordinator?

  1. Delete the mismatch record so the job appears complete
  2. Mark the third verified because its filename is correct
  3. Reject the two verified files without reporting their IDs
  4. Two verified files and one integrity failure with expected and observed checksums

Explanation

Correct Answer

D:

Return a structured partial result naming the two hash-verified file identities and the third artifact's expected versus observed checksum, retrieval source and failure status. The coordinator can then re-download or investigate only the failed file while preserving the valid work. Do not promote a filename match into byte verification or discard successful results as if nothing was checked. Any aggregate task that requires all three files remains incomplete until the mismatch is resolved. This reports exact observed state and supports targeted recovery without inventing a full PASS.

Incorrect Answers

A:

Deleting the mismatch record hides a failed integrity check and makes the workflow appear complete even though one retrieved file may be corrupted or different from the expected version. Preserve the expected and observed hashes, source identifier and retrieval status. The two verified files remain valid evidence; the third must be quarantined or reacquired before it is used. Concealment cannot change the bytes that failed verification.

B:

A correct filename is not proof that file contents match the expected artifact. The third file could have been overwritten, truncated or downloaded incorrectly while retaining its name. Compare its actual SHA-256 or other required digest with the trusted expected value and mark it failed when they differ. Continue using the two separately verified files only within their supported scope, without claiming the whole three-file collection passed.

C:

The two files whose hashes matched expected values should retain their verified statuses even though the third failed. Rejecting them without identifiers discards valid evidence and obscures which artifact needs repair. The coordinator can receive a partial result that names both good files, their versions, and the failed third with its mismatch details. A complete release may remain blocked, but independent observed successes need not be erased.

Question 459

A subagent processes five pages of a guide but reaches a context limit before page six. Which response format enables safe continuation?

  1. Summarize the five available pages as if the guide ended there, without retaining the missing-page and cursor status
  2. A copy of the title and no page accounting
  3. An explicit pages_processed range, remaining page references, and incomplete state
  4. A narrative saying the guide was fully reviewed

Explanation

Correct Answer

C:

A safe partial handoff should state pages_processed as one through five, identify page six as the next unreviewed location and retain the remaining page range or retrieval pointer. Include the document version, the findings actually supported by those five pages and an explicit incomplete status caused by the context limit. The coordinator can then resume from page six without asserting that the whole guide was checked or repeating validated work unnecessarily. This format separates observed coverage from pending evidence and prevents a fluent summary from hiding a known document gap.

Incorrect Answers

A:

A truncated scan may omit an entire task section or qualification. The coordinator cannot infer corpus completeness from the five pages already processed, even if their summaries are accurate. The subagent should preserve page references, completed coverage and an explicit remaining-page state, so work can resume or the limitation be disclosed. A shorter narrative that erases the missing sixth page creates false assurance.

B:

A title alone cannot establish which pages the subagent actually read or where it stopped. The next session might infer that the guide was fully processed even though page six was never examined, creating a silent gap in coverage. A resumable handoff needs the processed page range, remaining page references, source identity and explicit incomplete status. The title can help identify the document, but it is not a progress cursor or evidence receipt for the unprocessed material.

D:

Saying that the guide was fully reviewed contradicts the known fact that the worker stopped before page six. A future reviewer would have no reason to inspect the omitted material, potentially missing a rule that changes an earlier interpretation. Retain accurate progress metadata and a continuation pointer, with any current conclusions limited to processed pages. A summary's confident prose cannot substitute for actual page coverage or validate information that the subagent never read.

Question 460

A tool call to a provider returns a structured permission denied error, while another tool successfully reads public metadata. What should the coordinator conclude?

  1. Claim the restricted data was read from the successful metadata result
  2. Public metadata retrieval succeeded; restricted data access failed and must not be inferred from it
  3. Retry the restricted call under a different connected account without permission
  4. Assume the private content is public because metadata was visible

Explanation

Correct Answer

B:

Report two distinct observed outcomes: the public metadata lookup succeeded, while the protected provider request returned permission denied. Preserve each tool's identifier, source and access status so the coordinator can use only the authorized fields. If the task requires private content, request legitimate access or provide a qualified partial answer; do not guess what the denied resource contains. This prevents a successful harmless read from masking an access-control failure and keeps the user informed about precisely which evidence is and is not available.

Incorrect Answers

A:

A successful public-metadata read establishes only the fields that endpoint returned; it does not prove the assistant was permitted to read restricted underlying content. Inferring private data from a public title or description could invent facts and bypass the provider's denied access boundary. Keep the restricted request's actual permission error and report that private content remains unavailable. Separate independent tool results rather than turn one public success into authorization for another protected resource.

C:

Trying the restricted request under another connected account without explicit authorization would be an access-control workaround, not a justified retry. The provider returned permission denied for the current principal and target; changing identity merely to get around the denial may violate tenant policy. Preserve the error, determine whether an authorized owner can grant access, and stop repeated prohibited attempts. A public metadata success does not supply consent to probe private data with unrelated credentials.

D:

The fact that a document title or public index record is visible does not mean its full contents are public. Search services often expose limited metadata while requiring separate privileges for files or attachments. Treat the restricted payload as inaccessible until the provider grants a permitted read. Assuming public access from a metadata response would collapse two security levels and risk unsupported assertions or unauthorized follow-up operations.


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