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134 Questions & Answers

Last Update: Oct 06, 2026

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Anthropic CCA-F Practice Test 14

Question 130

A team needs to transfer a named session to another authorized developer without sharing all private conversations. What should it create?

  1. Copy only the task title
  2. Send hidden tool credentials with the handoff
  3. Export every session in the account
  4. A scoped handoff containing task state, approved evidence and next steps

Explanation

Correct Answer

D:

A minimized transfer delivers operational continuity without leaking irrelevant dialogue. Separate operational state from unrelated user details. Transferring a session does not require sharing unrelated private conversations. Produce a scoped handoff containing approved task state, supported evidence, permissions and next steps while respecting recipient authorization. Respect the project's permission model for shared files. The next developer would lack actual progress and constraints. Secret disclosure is not required for task context. That needlessly broadens access to unrelated information.

Incorrect Answers

A:

A task title identifies the general subject but omits which evidence was verified, which operation was authorized and what remains unfinished. A developer receiving only that label would have to repeat investigation or guess about the state of a potentially consequential workflow. A useful scoped handoff includes task identifiers, approved source references, decisions, caveats and next actions, while excluding unrelated conversations and secrets. The title can be an index, but not the whole recovery record.

B:

Sending hidden tool credentials in a handoff unnecessarily expands access to the receiving developer and embeds live secrets in a document designed for sharing. The next worker should authenticate independently through the project's approved identity mechanism, with the permissions needed for the assigned work. Transfer nonsecret task state and evidence pointers instead. A handoff may mention that an authorization is required, but should not disclose passwords, tokens or session cookies to make resumption convenient.

C:

Exporting every account session would reveal unrelated private conversations and greatly exceed the narrow requirement to transfer one authorized development task. Most sessions contain distinct user data, tool results and confidential decisions that the recipient has no reason to inspect. Select only the named task's vetted state, redacted evidence and next steps. The receiving developer can continue that specific scope without inheriting unrelated account history or gaining blanket access to other projects.

Question 131

An agent resumes a coding task whose dependency lockfile changed outside the previous session. Which action avoids using stale assumptions?

  1. Edit the lockfile back without permission
  2. Use the old package versions because they were in memory
  3. Re-read the lockfile and reassess the proposed change against its current revision
  4. Continue deployment based on the lockfile version cached when the plan was first written

Explanation

Correct Answer

C:

Resuming safely begins with the repository's current bytes. Read the lockfile and associated manifest again, note its revision or checksum, and determine whether dependency upgrades change the intended code fix, build commands or test expectations. Only then edit in the approved scope and run checks against that current dependency set. A previous summary can help explain earlier decisions but cannot override a later external change. This guards against implementing or releasing code based on packages that are no longer actually installed or supported.

Incorrect Answers

A:

Silently restoring the earlier lockfile would modify the project and could overwrite another contributor's authorized dependency update. The requested task is to resume correctly, not to roll back external changes. First read the current lockfile and identify what changed, then reconcile the old plan with the present dependency graph. If a rollback is needed it requires separate authorization and tests, rather than relying on memories from the previous session as a mutation instruction.

B:

A saved conversation can describe the packages that were installed when it was recorded, but it is not authoritative about the present repository. The lockfile was edited outside that session, so stale versions may cause a patch to target APIs or binary builds that are no longer used. Read the current file and manifest, compare revision identities and update the plan. Cached context is historical evidence, not a current dependency resolution source.

D:

Deploying from a cached lockfile snapshot ignores a known out-of-band change to the exact artifact that governs dependency resolution. A prior successful test may have exercised different package versions and cannot establish compatibility with the current branch. Inspect the present lockfile, compare it with the checkpoint and retest the integrated code before deployment. The user should see a qualified status if the new dependency version introduces unreviewed risk.

Question 132

A research session forks into two methods and both return valid but conflicting facts. What is needed before final publication?

  1. Discard the original sources after drafting
  2. Reconcile source authority, version and evidence instead of selecting a branch by speed
  3. Publish both contradictory claims as simultaneously certain
  4. Pick the longer response

Explanation

Correct Answer

B:

Two plausible branches can disagree because they used different sources or assumptions. Note which version/time each branch observed. Two valid-looking branches can disagree because of source authority, version or analysis assumptions. Reconcile the actual evidence and record unresolved uncertainty; faster completion does not establish factual truth. An accurate comparison must retain both conflicting findings until the underlying primary evidence or an authorized validation test resolves the difference. If unresolved, present the conflict rather than falsely assert one truth.

Incorrect Answers

A:

Discarding source records removes the only independent basis for deciding which fork's factual claim is correct. Two methods can both appear valid while relying on different dates, scopes or underlying datasets. The coordinator needs original citations, retrieval timestamps and assumptions to explain the conflict. Keep the evidence for both branches, compare source authority and version, and resolve or disclose uncertainty before publishing a single definitive statement.

C:

Two contradictory facts cannot both be presented as unqualified certainty about the same target at the same time. Their disagreement may come from different environments, sampling windows or stale documents. The coordinator should examine those distinctions and, where needed, retrieve an authoritative observation. If reconciliation remains impossible, the final report must retain the conflict as an explicit limitation, not combine both sentences into an internally inconsistent supposedly verified conclusion.

D:

Response length is unrelated to source credibility. One branch may be verbose because it repeats assumptions or includes unrelated background, while a shorter report may contain the decisive direct observation. The coordinator should identify which source actually supports each claim, whether the versions and timestamps match, and what the contradictory evidence implies. Choosing the longest write-up would reward prose volume rather than a defensible finding and could conceal a material unresolved discrepancy.

Question 133

A saved session names a tool that was later removed from the host registry. What should a resumed agent do?

  1. Promise the missing tool will run in the background
  2. Map the removed tool name to a same-purpose plugin before checking whether its interface and permissions are compatible
  3. Query current available tools and choose a supported workflow or explain the limitation
  4. Attempt to execute the old tool name as shell code

Explanation

Correct Answer

C:

A saved transcript can refer to a tool name that the current host no longer registers. Before attempting an operation, the resumed agent should inspect the actually available capability catalog and permission policy. It may use a supported replacement only after checking that its schema, side effects and authorization match the task, or clearly explain that the old workflow is unavailable. Session memory does not reinstall deleted functions, and mapping names by resemblance can create unsafe behavior. Current execution authority comes from the live registry, not historical text.

Incorrect Answers

A:

A removed tool cannot become executable because the agent promises to run it later. The current host registry determines which functions are actually available; a saved transcript is only a record of past capabilities. Claiming invisible background execution would fabricate a future action without a supported scheduler or tool result. The resumed worker should inspect the current tool catalog, choose a valid authorized alternative if one exists, or report the limitation and preserve the unfinished task state.

B:

A plugin with similar naming is not automatically a safe drop-in replacement. The old session may contain assumptions about parameters, output formats, capabilities, and privileges that no longer hold. Resumption should enumerate currently supported tools, validate interface and authorization differences, and either adapt the workflow explicitly or report that the requested action is unavailable. Reusing a superficially similar name without verification risks inconsistent side effects.

D:

Treating a removed tool name as a shell command would bypass the current host's defined capability and permission boundaries. The old tool may have represented a narrow read operation, while an arbitrary shell invocation could write files or run unintended code. Instead, query the live registry and use an explicitly supported, authorized equivalent if one exists. A historical session can provide intent and previous outcomes, but it cannot make a missing tool executable through name substitution.

Question 134

A developer uses Claude Code in one-shot print mode to inspect a temporary sensitive incident report. Policy allows the analysis but requires that this CLI invocation not be saved as a resumable local session. Which launch option fits?

  1. Use claude -c so the previous conversation history becomes the new incident context
  2. Give the session a name with --name and rely on the name to prevent saved history
  3. Pass --mcp-config with no servers, assuming the MCP tool list controls session persistence
  4. Use claude -p --no-session-persistence and keep any required authorized audit evidence separately

Explanation

Correct Answer

D:

The Claude Code CLI documents --no-session-persistence for print mode, which prevents the session from being saved on disk and therefore from being resumed. Running the analysis with claude -p and that flag directly addresses the stated one-shot privacy constraint. It does not authorize suppressing legally required audit events or deleting existing records; any mandatory operational evidence should be retained through a separate approved process with appropriate redaction. The requirement is to retain session history, not to change tool-selection rules or revisit the incident finding.

Incorrect Answers

A:

The -c switch continues the most recent conversation; it is intended to reuse existing session context rather than disable the creation of resumable history. Loading an earlier context could also mix information from a different investigation into the sensitive incident report. The requirement is to run a specific one-shot query without persisting its session, not to continue prior work. Use the documented print-mode persistence control instead and handle any necessary approved logs through a separate policy-controlled channel.

B:

Naming a Claude Code session makes it easier to locate or resume, which is the opposite of a requirement that the analysis not be stored as a resumable session. A display name is organizational metadata; it does not disable saving conversational state or sensitive incident excerpts. The developer should select the explicit no-persistence option for a print-mode invocation and distinguish tool execution receipts or authorized audit records from the CLI’s resumable conversation history.

C:

An MCP configuration determines which external tool servers are loaded, not whether the conversation is written to Claude Code’s session history. Even a run with zero MCP servers may still persist its prompt and response for later continuation. The user’s privacy constraint concerns that resumable local state, so it must be met through a session-persistence flag. Tool availability and conversation retention are separate controls, and disabling one cannot be assumed to implement the other.

Question 135

A support session was accidentally duplicated and both copies contain divergent case updates. What must reconciliation preserve?

  1. Choose whichever session update has the newest client-side timestamp, without comparing record versions or event history
  2. Delete audit history to hide divergence
  3. A single authoritative record selected by version and verified case history
  4. Use whichever session started later without checking

Explanation

Correct Answer

C:

Two duplicated conversations can independently hold plausible but incompatible summaries of one customer case. The coordinator must identify the provider's authoritative record and actual event or version history, then reconcile which updates were committed and which were only proposed. Preserve both session IDs and divergent observations until that check is complete, because client timestamps alone can be stale or unreliable. A final state should name the controlling record revision and any unresolved conflict, rather than selecting whichever chat appears newer.

Incorrect Answers

A:

Client clocks can differ and a late arriving update may be based on a stale copy of the support case. Sorting by timestamps alone can overwrite a correct edit with an older branch of the record or obscure a conflicting change. Reconciliation needs authoritative version identity and a verified event history, with conflicts explicitly resolved. The newest-looking time is useful evidence, but not by itself a safe merge rule for divergent sessions.

B:

Deleting audit history after sessions diverge removes the very information required to determine which case changes committed and in what order. It can conceal lost updates or inconsistent decisions rather than make the case consistent again. Keep both session event streams, compare provider record versions and reconcile against authoritative case state. When conflicting edits cannot be merged safely, flag them for review instead of erasing evidence of their existence.

D:

A later-created conversation may contain an older snapshot or a failed update, while the earlier one may have a genuine provider receipt. Choosing by session start time ignores actual write order and can overwrite valid information with a stale copy. Reconcile both branches against the source system's version and audit events, preserve the conflicting history and only then designate a controlling case state. Conversation timing is not a substitute for authoritative revision evidence.

Question 136

An agent tool named manage exposes read, delete and purchase operations under one ambiguous signature. What redesign best helps Claude choose safely?

  1. Allow the model to pass arbitrary shell strings
  2. Make every parameter optional
  3. Split it into descriptive operation-specific tools with narrow schemas
  4. Add more adjectives to the single generic name

Explanation

Correct Answer

C:

Split manage into descriptive, operation-specific tools such as read_item, delete_item and purchase_item with separate narrow input schemas. The description of each should state when it is appropriate, its actual side effects, required identifiers and expected errors. This makes tool selection less ambiguous while allowing the executor to enforce different authorization policies for a read and an irreversible mutation. Do not assume clearer naming alone is a security boundary; the host must validate the principal and target before executing each action.

Incorrect Answers

A:

Arbitrary shell strings would expand a tool with already ambiguous read, delete and purchase behaviors into uncontrolled command execution. Claude could submit an unintended destructive command under the apparently generic manage interface, and schema validation would no longer constrain it. Replace the ambiguous surface with explicit narrowly scoped operations, each checked against permissions at execution. A model-generated string is not an authorization grant or a safe substitute for a typed tool contract.

B:

Making every parameter optional obscures which arguments are required for deletion, purchasing or reading and encourages accidental calls with missing targets. The model may guess defaults that trigger side effects or return ambiguous results. Each operation should have a separate name, typed required fields and documented preconditions, with host-side checks for consequential actions. Optionality is useful for genuine optional behavior, not for hiding fundamentally different capabilities inside one overloaded function.

D:

Adding adjectives to one generic manage name does not resolve the uncertainty in its mode-dependent behavior. A call might still delete an object when the model intended only to inspect it, especially if argument defaults are hidden. Documenting and isolating the three operations gives the model different contracts for read, delete and purchase. The host can then apply separate permission and confirmation requirements without inferring side effects from a vague name.

Question 137

A knowledge-base tool returns full documents when a question needs only title, passage and citation. What interface improvement reduces context waste?

  1. Expose a bounded search result containing passages and stable source IDs
  2. Always return the entire knowledge base
  3. Return only a Boolean found flag
  4. Return a condensed passage without a stable citation or document identifier to reduce the payload further

Explanation

Correct Answer

A:

A bounded search result containing a relevant passage, document title and stable source identifier gives the model enough evidence to answer and lets the host retrieve more if necessary. Limit result count and excerpt length, include citation or chunk IDs, and preserve retrieval status. This reduces context consumption compared with entire documents without removing the source trail. The tool should not imply that an excerpt represents unread portions of the full document, and the assistant can request a targeted fetch when more context is required.

Incorrect Answers

B:

Returning the entire knowledge base for a question about one passage wastes the model's context budget and increases the chance that irrelevant or conflicting text will influence the answer. It also makes provenance harder to connect to a particular sentence. Prefer a bounded retrieval interface with a stable source ID and passage metadata, then allow narrower follow-up reads. Full-document retrieval remains useful when a claim genuinely depends on broader context, not as the default for every simple lookup.

C:

A Boolean found flag discards the actual passage needed to support an answer. Even when true, it cannot show whether the source agrees with the proposed claim, which revision was searched, or what caveats surround the matching text. The model would have to guess from prior knowledge or make another call. Return bounded evidence excerpts with identifiers rather than only existence status so the reasoning can be checked and reproduced.

D:

A condensed passage without a document or chunk identifier may appear economical, but it becomes difficult to verify later. If the summary omits qualifiers or a source is updated, the coordinator cannot locate the original evidence that informed its answer. Keep a stable source ID, passage location and retrieval status even when the displayed content is short. Reducing context tokens is helpful only if it preserves enough provenance for accurate citation and targeted re-fetch.

Question 138

A tool description says create_ticket but may close or delete existing tickets depending on mode. How should the contract change?

  1. Rename the tool into a short abbreviation
  2. Separate create and destructive mutations and document their exact side effects
  3. Add a catch-all operation string with no validation
  4. Keep the behavior hidden to reduce prompt tokens

Explanation

Correct Answer

B:

Split creation from destructive ticket mutations and give each a separate name, required inputs, side-effect description and failure contract. A create operation should not unexpectedly close or delete existing tickets because a mode flag defaulted incorrectly. The host can then enforce distinct permissions, confirmation and audit controls on close or delete while preserving a simple safe creation path. Test the advertised behavior against the actual backend before calling the descriptions accurate. Destructive mutations should require an independently authorized principal and target.

Incorrect Answers

A:

A shorter abbreviation makes create_ticket even less descriptive and does not reveal that certain modes can close or delete existing records. Users and Claude could assume the name only creates records while the backend performs an irreversible mutation. The tool contract should expose side effects explicitly with separate operations and input schemas. Short names are not safer when they conceal a destructive branch.

C:

A catch-all operation string with no validation permits misspelled values, undocumented modes and arbitrary substitutions. For a tool that can remove tickets, accepting unknown actions could transform a harmless creation request into a destructive call. Use a typed enum or, preferably, separate narrow tools with exact parameter validation and authorization. An error should report unsupported operations rather than guessing a destructive nearest match.

D:

Hiding behavior to reduce prompt tokens creates a contract mismatch: Claude sees create_ticket but cannot know the operation might delete a record. Tool descriptions must accurately state when the capability is appropriate and which side effects it has. Reduce irrelevant verbosity in documentation if necessary, but never omit destructive semantics, required identifiers or permission conditions. The model cannot reliably choose a safe action using information the integration intentionally conceals.

Question 139

A search tool requires both an account_id and a query, but model calls frequently omit account_id. What schema fix is needed?

  1. Mark account_id required and clearly describe its authorization role
  2. Default to the previous user's account
  3. Infer account_id from a display-name field without requiring an explicit target ID
  4. Make account_id optional and derive it from the current chat session when absent

Explanation

Correct Answer

A:

The search tool needs account_id to identify the authorized target of the query; omitting it can return data from the wrong customer or force ambiguous guessing. Mark that field required in the input schema with an accurate description of its role, type and scope, and reject calls that fail validation. The host should still check that the authenticated user can read the specified account rather than trusting any model-supplied identifier. A required parameter improves structural completeness, while real authorization remains an independent execution-time condition.

Incorrect Answers

B:

Defaulting to the previous user's account creates a cross-session or cross-tenant contamination path. A search for a new customer could retrieve records belonging to the prior caller, even if the generated arguments otherwise parse correctly. The schema should require the intended account identifier and the backend must validate it against current authenticated scope. A previous conversation's value is neither current user intent nor permission to access that resource.

C:

Display names can be duplicated, renamed or reused between tenants; they are not stable identifiers for account-scoped tool operations. The schema should require the exact authorized account_id and describe its security purpose, then the host must validate scope before execution. Inferring a target from a friendly name can select the wrong account even when the JSON is structurally valid. Ask for or resolve the authoritative identifier through an approved lookup.

D:

A chat session is not necessarily a trustworthy or unique authority for an account identifier. Users can discuss multiple accounts, and a service may operate in delegated or multitenant contexts. Omitting a required identity parameter invites cross-account leakage or a lookup against the wrong customer. The schema should require an explicit account_id and explain its authorization semantics; the tool must still verify that the caller may access that account.

Question 140

A tool's description states it edits code, but the backend actually runs tests and never writes files. What is the primary problem?

  1. The tool returns too little Markdown
  2. There are not enough optional fields
  3. The description mismatches the real tool behavior, leading to incorrect routing
  4. The model's context window is too long

Explanation

Correct Answer

C:

Tool descriptions are a planning interface: the model uses them to decide which callable can perform a task. If the description promises edits but the backend only runs tests, the model can dispatch the wrong operation, infer nonexistent changes and confuse result handling. Align the advertised capability, parameter schema, permission class and response semantics with the real implementation. A test tool should return actual test outcomes; an edit tool should report the files it actually changed. Validate the contract with a representative call rather than trusting its English label.

Incorrect Answers

A:

Markdown quantity is not the problem when a tool named or described as an editor actually runs tests without writing source. Even a beautifully formatted result cannot correct the model's mistaken expectation about side effects. The operator needs the tool contract to state what the callable really does, the arguments it takes and the evidence it returns. Otherwise an agent may report that a patch was applied when no file changed.

B:

Optional parameters affect how a tool accepts requests, but adding more fields would not correct a fundamentally inaccurate behavior description. The model is choosing an editing capability based on documentation that conceals the backend's read-only test execution. Fix the registered tool name, description and output contract to reflect actual behavior, then validate routing and observed side effects. More argument flexibility cannot turn a test runner into an editor.

D:

A long context window might affect model attention, but it cannot explain why the registered tool says it edits code while its implementation never writes. Even a model with perfect recall would select a misleading capability if the catalog describes it inaccurately. Correct the contract and test the resulting tool behavior. Do not attribute a concrete registry mismatch to general prompting or model memory limitations.


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