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134 Questions & Answers

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Anthropic CCA-F Practice Test 16

Question 150

A user asks for a translated document, and tools include translate_text and delete_document. Which selection rule matters most?

  1. Delete the original before translating
  2. Call both tools to be thorough
  3. Ask delete_document for a summary
  4. Choose the translation capability based on requested outcome and least side effects

Explanation

Correct Answer

D:

The user's instruction authorizes changing language, not removing the source document. Retain source context and language direction as input fields. A translation request authorizes language transformation, not deletion of the original file. Select the narrow translation tool, retain source and target language parameters and reject extra side-effecting operations outside the user request. Preserve original bytes unless explicitly requested otherwise. More tool calls do not make the unauthorized deletion acceptable. A mismatched tool cannot satisfy the task.

Incorrect Answers

A:

Deleting the original document is an irreversible side effect that the user did not request. A translation task requires access to source text and a way to deliver the translated result; removal of the source file is neither a prerequisite nor a harmless cleanup step. Selecting deletion would risk losing the very evidence needed to verify the translation. Use the translation capability and preserve the original unless a separate authorized removal request exists.

B:

Calling both translation and deletion is not more thorough when the second tool performs an unrelated destructive mutation. Tool selection should be driven by the specific requested outcome and the permitted side effects of each operation. The user wants a translated document, not elimination of the source. Adding a delete call expands the task without consent and may make later review impossible if the original text is lost.

C:

A delete operation is designed to remove a resource, not summarize its content. Asking it for a translation or summary is a capability mismatch even if a language model can formulate such arguments. The host should not reinterpret dangerous tool names as benign analysis functions. Select a read or translation tool with a compatible schema, and only use destructive commands when they are explicitly authorized for the relevant target.

Question 151

A tool needs to return large code search results with line references. Which shape preserves useful evidence?

  1. Erase path names for convenience
  2. Provide bounded snippets with paths, line spans and query metadata
  3. Concatenate entire repository into one string
  4. Return only a count of matching files

Explanation

Correct Answer

B:

Line-addressed results let the agent inspect the exact matching region when needed. Support follow-up targeted file reads rather than full dumps. A useful code search result includes file path, line spans, matched query and a bounded excerpt. Without precise source coordinates the agent cannot safely propose a scoped patch or reproduce its findings. Distinguish matching text from an actually executed command. Without location the agent cannot make scoped changes. Huge undifferentiated payloads lose navigation and context budgets.

Incorrect Answers

A:

Removing file paths from code-search hits destroys the information needed to locate, recheck and safely edit a match. Two files may contain identical identifiers but implement different behavior, and a bare snippet cannot show which source revision supplied the text. The tool should return bounded excerpts with path, line span and query context. That lets the caller inspect the actual target and distinguish evidence from similarly named but unrelated occurrences.

C:

Concatenating an entire repository into one unstructured string increases token use and strips away practical boundaries between files. A model cannot reliably tell which line belongs to which module or whether a match came from production code or tests. For targeted search, return only relevant bounded snippets with source paths and line numbers, plus a way to fetch more context. Huge raw output is not better evidence when provenance and navigation are lost.

D:

A count of matching files can estimate how broad a search is, but it does not answer where the relevant symbol appears or what it means in surrounding code. Without paths and line references, the agent cannot select the correct file or cite a specific callsite before proposing edits. The result contract should include the actual matches and revision-aware context, not just aggregate statistics. File counts may complement, but cannot replace, evidence-bearing snippets.

Question 152

A service API expects timestamp strings in UTC, but a tool description omits timezone requirements. What will improve reliability?

  1. Represent scheduled times only as relative adjectives
  2. Strip all offsets for simpler input
  3. Interpret every timestamp without an offset as UTC even when the user’s locale is unspecified
  4. Specify ISO 8601 offset and whether inputs are interpreted in UTC

Explanation

Correct Answer

D:

The description should specify whether callers send an ISO 8601 timestamp with a timezone offset, a UTC Z suffix, or another precisely documented form, and state how the backend normalizes it. Make the required timezone semantics explicit in the schema and examples so the model can validate input rather than guessing. A UTC-only service must receive a determinate instant; ambiguity should lead to clarification or a typed validation error. Clear contracts avoid silent time shifts across regions and daylight-saving boundaries.

Incorrect Answers

A:

Relative adjectives like 'tomorrow morning' depend on an unstated locale and daylight-saving rule, so they do not satisfy an API that expects UTC timestamp strings. They can be useful as user intent but must be resolved with an explicit timezone, date and applicable offset before dispatch. The tool contract should define the accepted ISO representation and reject unresolved ambiguity rather than inventing a UTC instant from conversational wording.

B:

Removing all offsets turns an unambiguous zoned timestamp into a naive clock time. A scheduled 09:00 could then be interpreted differently by the server, client or customer, leading to missed notifications and incorrectly ordered events. Preserve an explicit timezone or offset in input, and normalize to UTC as the actual API requires. Stripping temporal context is particularly dangerous around daylight-saving transitions.

C:

Treating every offset-free timestamp as UTC may look deterministic but can silently shift a customer's local appointment when the source timezone was never specified. The service requires UTC, not a license to interpret ambiguous user intent as UTC. Ask for or derive a verified timezone under a documented contract and convert to the required instant. Accepting naive input as UTC should be an explicitly stated business rule, not an unstated tool-description assumption.

Question 153

An agent uses a document search tool that also includes optional attachments with customer secrets. How should the result contract be scoped?

  1. Merge all customers into a shared search index without access filters
  2. Hide the source identity while sending secret bytes
  3. Default to minimum required metadata and separately authorize sensitive attachment retrieval
  4. Return all attachments in every search result

Explanation

Correct Answer

C:

Return only information needed to identify and assess relevant documents by default, such as title, bounded excerpt, source ID and retrieval status. If a later question genuinely requires an attachment, enforce the authenticated user's tenant and purpose-specific rights before fetching those bytes. This prevents optional secret-bearing content from entering the model's context merely because a search matched it. Source references remain available for audit, and denied attachment access should be represented honestly instead of replaced with fabricated empty data.

Incorrect Answers

A:

Merging every customer's records into a shared index without access filtering means a search for one case could retrieve sensitive material from another tenant. The worker's apparent need for a document title does not justify receiving unrelated attachments or customer secrets. Keep records tenant-scoped at storage and retrieval, and grant access to sensitive bytes only after explicit authorization. Performance or search convenience is not an acceptable reason to remove the confidentiality boundary.

B:

Hiding source identity while sending secret attachments combines two defects: the model receives unnecessary protected data and lacks the provenance to know its original owner. Removing the document label does not make raw credentials less sensitive or establish access permission. A safe search result should contain minimum required metadata, content snippets where permitted, and stable identifiers that support an authorized follow-up retrieval. Sensitive attachments must be separately gated before entering model context.

D:

Sending every attachment with each search result massively expands context and may expose credentials or unrelated customer data even when the task needs only a passage citation. The returned content can also contain lower-trust instructions that complicate the agent's work. Use a lightweight search contract and retrieve the exact attachment only after authorization and relevance checks. Broad retrieval does not equal broader user permission, and extra token volume provides no proof of better factual accuracy.

Question 154

A tooling API returns 200 OK while the body says operation failed. What should the agent-facing contract prioritize?

  1. A normalized operation status that reflects the actual business result and error details
  2. Retry blindly with new IDs
  3. Erase the body and keep only status code
  4. Accept HTTP 200 as a successful call unless a transport-level exception is raised

Explanation

Correct Answer

A:

HTTP 200 describes success at the transport/protocol layer, not necessarily completion of the business operation described in the response body. The agent-facing contract should expose a normalized status such as succeeded, failed or pending, carrying the service's actual error code and relevant correlation identifier. The orchestrator can then route retries or escalation according to that operation state instead of interpreting all successful HTTP exchanges as successful payments or writes. Preserve the original provider evidence for diagnosis; do not rewrite failure details into a misleading success.

Incorrect Answers

B:

Blind retries with fresh operation IDs can repeat an uncertain write or trigger another charge when the first request was processed despite an application-level error. Even for read-only calls, they waste budget without classifying whether the failure is permanent or retryable. The host must inspect the response body's real operation status and error class, retain the original correlation, and apply a bounded provider-specific recovery policy. Replacing every failure with a fresh ID is not a normalized status contract.

C:

Keeping only HTTP 200 discards the explicit operation failed message that the business service returned. The assistant would then report the transaction as successful although the body describes the opposite outcome. A useful tool result must preserve both transport information and the service's domain-level status, with safe error details and any retry guidance. Discarding the body removes the very data required to distinguish a completed operation from a rejected or partially processed one.

D:

A transport success indicates that the HTTP request received a response, not necessarily that the business operation succeeded. This API explicitly puts a failed operation in the body even when the response status is 200. An agent-facing adapter should parse and normalize the semantic outcome and error details so downstream decisions do not mistake a rejected operation for a completed one. Exceptions alone also fail to represent such domain-level failures.

Question 155

An agent must call a proprietary repository tool to read a single README but the tool requires the entire repo archive. What improvement is appropriate?

  1. Return the full private repository for every README request
  2. Require the agent to fetch the full repository index and every file's metadata before allowing a README read
  3. Use a cached README excerpt from an earlier branch whenever the requested path matches, without checking its revision
  4. Expose a scoped read_file operation accepting path and revision

Explanation

Correct Answer

D:

Targeted reads conserve context and allow precise permission checks. Bind the requested path to an explicit repository revision. Reading a single README should not require transferring the entire repository archive. Provide a path- and revision-scoped read_file method with bounded output, avoiding excess data exposure and context waste. Reject path traversal and unauthorized file locations. A mutation is not required to retrieve a file. This discloses unnecessary content and wastes resources. Names cannot establish actual file contents.

Incorrect Answers

A:

Sending the full private repository for a single README request transfers far more source code and possibly secrets than the task requires. It also adds bandwidth, model-context pressure and unnecessary exposure in logs or third-party service boundaries. A scoped file-read operation can return the requested path from an authorized revision without packaging unrelated folders. Repository-wide archives remain appropriate only when the user's actual authorized task needs that broader scope.

B:

An exhaustive indexing step is still much broader than the request to inspect one known README, and it can expose file names or access metadata unrelated to the authorized task. It may also cost more than the content retrieval. The real contract defect is that the tool requires an entire private archive for one file. Provide a path- and revision-scoped read_file capability with server-side authorization, and return only the observed file content or a truthful access/error result.

C:

An old cached excerpt might be useful background, but the current repository could have changed its setup instructions, dependencies or security requirements. Path equality alone does not establish version equality. The agent needs the requested README bytes for the authorized revision or a qualified indication that the content was not retrieved. A scoped read_file tool can return a specific file and revision without transferring the entire repository. Inferring current content from stale cache is not equivalent to reading it.

Question 156

A tool advertises send_email but returns a draft ID after only creating a draft. What is the contract defect?

  1. Call the draft ID a delivery receipt
  2. Tell the model not to mention the difference
  3. Delete the draft automatically on tool return
  4. It conflates draft creation with actual delivery and must distinguish both states

Explanation

Correct Answer

D:

The tool's description conflates two different states: creating a saved draft and sending a message to recipients. That mismatch can lead an agent to claim success without ever triggering the provider's send endpoint. Rename or redesign the capability and response schema to expose whether the result is a draft ID, a submitted send, or an observed delivery status. Keep recipient authorization and actual tool outputs explicit. Only a supported send operation, with a genuine provider response, can justify reporting that dispatch happened; drafting alone does not demonstrate delivery.

Incorrect Answers

A:

Treating a returned draft ID as a delivery receipt would falsely tell users that an email was sent. Draft creation merely stores proposed content; no provider send operation or recipient delivery status has been observed. The tool should surface a draft-created state, with its identifier and next authorization requirement, rather than claiming completion. An agent may later invoke a separately permitted send action and report its genuine result.

B:

A prompt instructing the model not to mention the difference would hide an incorrect tool contract, not repair it. The backend still produces a draft while the advertised capability promises delivery, so any downstream system could rely on the wrong state. Adjust the tool name, parameters and result schema to distinguish draft creation from actual sending. A natural-language workaround is not a substitute for accurate executable semantics.

C:

Deleting a draft immediately after creation does not turn it into a sent email. It would remove the artifact the user or sending workflow could otherwise review while leaving no provider dispatch result. The issue is mislabeling the backend's operation, not the draft's retention period. Preserve the actual created-draft status and require an independent authorized send if delivery is requested.

Question 157

A tool that creates support cases accepts an open-ended category string, causing inconsistent routing. What controlled input helps?

  1. Classify every case as emergency by default
  2. Map unseen category strings to the most common existing category before persisting the case
  3. Define validated category choices with descriptions and a safe unknown fallback
  4. Drop unmatched support requests

Explanation

Correct Answer

C:

Typed enumerations reduce accidental route ambiguity while representing genuine uncategorized cases. Keep category definitions aligned with the actual backend taxonomy. Free-form categories create inconsistent routing and make downstream logic fragile. Define a validated choice set with descriptions and an explicit unknown route; do not silently map unrecognized responses to a high-risk action. Version the list when business categories change. Unsupported values require clear error or fallback handling. Random routing undermines support outcomes. This overloads urgent queues.

Incorrect Answers

A:

Assigning every support case an emergency category would distort routing priorities and could overwhelm on-call responders with low-risk tickets. The problem is inconsistent free-form category input, not a missing sense of urgency. Define a limited list of documented categories, validate the caller's selection and provide an explicit unknown or manual-triage path when none fits. Category severity should be determined from evidence and policy, not by an indiscriminate default.

B:

Frequency-based fallback appears to improve route consistency but silently changes the meaning of unusual or newly introduced support requests. The selected common queue may have different service-level requirements or escalation permissions. A controlled enum with well-described categories and explicit unknown handling preserves uncertainty and supports later reclassification. A model may suggest a category, but validation and a safe fallback should govern the actual stored value.

D:

Discarding an unmatched support request turns an input-quality issue into silent customer-service data loss. A new category may represent a legitimate emerging incident that the predefined routing taxonomy does not yet include. The system should preserve the submitted case with a safe unknown or manual-triage route, record the original category text as data and seek a controlled classification update. A validated enum should prevent arbitrary workflow execution while still allowing users to report problems outside the current list.

Question 158

An MCP document-search tool returns an initial page with an opaque cursor. Documents may be inserted while the client continues paging, so page boundaries can shift. Which TWO contract fields make it possible to detect an inconsistent or incomplete multi-page read? (Select TWO.)

  1. An offset computed from the number of rows on the preceding page, with no dataset version
  2. A snapshot or result-set version identifier that binds every page to the same document state
  3. An instruction to treat the first nonempty page as a complete search result
  4. A new random cursor after each page without recording which snapshot produced the page
  5. A continuation token or page status that is verified against that snapshot and explicitly reports expiry or incomplete coverage

Explanation

Correct Answers

B:

Binding pages to an explicit snapshot or version is necessary because the underlying dataset may change during pagination. The client can then check whether page 1 and every continuation were generated from the same logical document state rather than silently combining inconsistent revisions. This is distinct from merely knowing that the search returned rows; stable content identity supports a defensible coverage claim. The server should fail or request a fresh search when an old snapshot is no longer available, and the consumer must preserve that uncertainty rather than fabricate missing records.

E:

An opaque continuation token can carry the server-defined position and, when checked against the same snapshot, give the client a reliable way to request subsequent pages. The response must also expose an expired, invalid or incomplete state rather than returning an empty successful page that suggests exhaustion. Combined with the dataset snapshot identifier, the token and status allow the host to distinguish a completed multi-page read from one interrupted by data mutation or cursor expiry. The host should still reconcile stable document IDs to detect duplicates in systems that permit them.

Incorrect Answers

A:

An offset alone is fragile when documents are added or removed between requests. Page 2 may then begin at a different logical position, skipping or repeating rows even when the first page looked correct. A count-based offset also gives the client no proof that two pages refer to the same result-set revision. The contract needs a stable snapshot identity and a cursor or status that declares whether the server can continue that same snapshot. If those are unsupported, the client must flag the result as potentially incomplete instead of asserting full coverage.

C:

A nonempty first page proves that at least one match was found; it does not prove that the response contains all matching documents. The question explicitly states that the server has returned a cursor, which is evidence that additional pages may exist. Treating that first page as complete would suppress the next-page obligation and hide shifting boundaries as the data changes. The caller should continue using a snapshot-bound token and record whether the result set was actually exhausted or the continuation failed.

D:

Generating an unrelated cursor for each page breaks the relationship between the page already read and the next authorized position in the same result set. A random token with no stored snapshot cannot establish ordering or detect when the backing index changed. If several pages are combined this way, duplicate or absent documents may be wrongly presented as a complete result. The consumer needs the actual server-issued cursor linked to the snapshot, with an explicit failure state if it expires.

Question 159

An MCP-backed support workflow receives permission_denied when fetching one record and rate_limited with retry_after for another. What error interface best enables the agent to choose appropriate recovery?

  1. Emit typed error categories, the applicable retry guidance and safe correlation details for each call without exposing credentials
  2. Return an empty successful result for both calls so the model can continue without handling failures
  3. Convert both responses into a generic transient exception so the caller retries all operations on a timer
  4. Return only a natural-language statement that something went wrong, without identifying which tool call failed or why

Explanation

Correct Answer

A:

Distinct failures require different control flow. A permission denial is not repaired by waiting; a rate-limit response may permit a bounded retry after the provider’s stated interval. A typed, correlated error envelope preserves that distinction and allows a safe escalation decision without sending access tokens into the model context. The caller should know which request failed, whether retry is permitted, what security authority applies to the caller, and what evidence remains valid from any other successful calls.

Incorrect Answers

B:

An empty success result misclassifies both the authorization failure and the throttling event as an absence of records. The assistant could then conclude no account exists or no activity was found, rather than recognizing that those sources were unavailable. It also destroys the retry-after timing supplied by the provider. Preserve actual failure classes, valid partial outputs, and source correlation so the user-facing answer can distinguish missing evidence from evidence that a record is truly empty.

C:

Classifying a permission denial as transient encourages repeated unauthorized requests and can produce noisy or suspicious logs without changing access rights. A timer is appropriate only for retryable conditions within a bounded budget, such as certain rate limits or temporary service errors. An error contract should expose category and retryability as separate fields; it must not promise success after waiting. Escalation for access rights belongs to an authorized administrator, not to unbounded automated retries. Typed error fields and correlation IDs preserve the distinction.

D:

Free-form error text alone is brittle for orchestration. A model may fail to associate it with the correct tool request or to distinguish a blocked permission from a temporary throttle. The response should include structured metadata such as request correlation, failure category and optional retry_after, with sensitive details redacted. Natural-language explanation can supplement that envelope, but should not replace the machine-checkable fields needed to continue safely.

Question 160

A tool adapter calls a rate-limited Claude API endpoint. It receives HTTP 429 with error type rate_limit_error and a Retry-After header. The user asked the agent to keep work reliable without retrying forever. What should the adapter return or implement?

  1. Return invalid_arguments and tell the agent to change the tool schema
  2. Preserve the rate-limit category and Retry-After hint, then apply bounded backoff before eligible retries
  3. Recreate authentication credentials on every 429 as though it were an authentication failure
  4. Classify 429 as a permanent not-found result and mark the task complete

Explanation

Correct Answer

B:

Rate-limit responses must not be mistaken for invalid input or missing resources. The HTTP 429 rate_limit_error type records the actual cause, and a Retry-After hint should be respected when present. A bounded, jittered backoff policy can retry when the underlying limit is transient while preventing an infinite retry loop. The adapter should also preserve request context and expose a clear stop or escalation when retry budget is exhausted, since some spend-cap conditions are not resolved by waiting.

Incorrect Answers

A:

An invalid_arguments error describes an input that does not satisfy the tool schema, such as a missing required identifier. The observed response is a rate-limit condition rather than a malformed request. Changing valid field names or types would not replenish a quota or address transient throttling. The adapter should retain the actual error category so the orchestrator can distinguish input correction from waiting, bounded retries, or escalation when a persistent spending cap is responsible.

C:

Authentication failures are a different class of problem, such as invalid or revoked credentials, and are not established by HTTP 429. Rotating API keys for every throttle response can violate credential policy and may not restore any quota. It also obscures whether the limit is associated with the organization or workspace. The adapter should surface the actual rate-limit error and decide whether a permitted retry is useful, without changing identity or permissions as an improvised workaround.

D:

HTTP 429 is not equivalent to HTTP 404. Treating it as not-found would hide a service-limit condition and make downstream reports claim that a resource or result does not exist. The caller may need to wait, retry a limited number of times, reduce demand, or seek operational intervention. A reliable tool result includes the true status, any applicable retry guidance, and an explicit incomplete state if the limit cannot be cleared within the workflow budget.


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