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Exam Code: CCA-F

Exam Name: Claude Certified Architect - Foundations

Certification Provider: Anthropic

Anthropic CCA-F Questions & Answers

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Anthropic CCA-F Practice Test 11

Question 100

A team forks a validated troubleshooting session to test a risky new tool in one branch while preserving a control analysis in another. The trial branch's conclusions begin appearing in the control branch before comparison. What should the coordinator enforce?

  1. Delete the control branch and report only the experimental result because the risky tool is newer.
  2. Keep branch-specific findings isolated and reconcile them only through an explicit, reviewed comparison.
  3. Allow the trial branch to overwrite the control branch's assumptions as soon as the new tool emits output.
  4. Assume both forks share exactly one conversation state and therefore cannot be compared independently.

Explanation

Correct Answer

B:

A fork should provide a distinct conversational line of reasoning from a common starting context. The risky tool experiment belongs in its own branch so unverified observations cannot silently alter the control's assumptions or decision log. The coordinator should track which findings came from which trial, compare them against shared acceptance criteria, and deliberately promote validated results only after review. If tool execution writes files, separate worktrees or other filesystem isolation may also be needed because session forks alone do not isolate working directories.

Incorrect Answers

A:

Newer tools can reveal useful facts, but recency is not validation. Removing the control eliminates the baseline needed to judge whether the experiment improved accuracy or introduced bias. Preserve both analyses and evaluate the new evidence against the established criteria.

C:

Unvalidated tool results may be incorrect or specific to the experimental setup. Propagating them into the control branch destroys the comparison baseline and makes attribution difficult. Findings should remain branch-labeled until a deliberate review determines whether they generalize. Separate session continuations exist even if filesystem changes still need isolation.

D:

Forking is intended to create separate conversational continuations from an earlier context. The problem is unintended cross-contamination, not an inherent requirement to merge all later thoughts. The coordinator should maintain the branches and compare evidence intentionally. A controlled comparison helps establish whether the trial's results are reliable.

Question 101

A repository-analysis agent may be interrupted halfway through a four-hour dependency review. The team needs to resume without repeating completed investigations or mistaking unreviewed modules for finished work. Which TWO records should it persist before interruption? Select TWO answers.

  1. A concise log of validated decisions, supporting file references, and the checks already completed.
  2. An explicit frontier of unresolved modules, outstanding questions, and the next safe actions.
  3. Only the final desired conclusion, with all source paths and unfinished tasks removed.
  4. A promise that all former tool outputs will be automatically re-executed on the next session.
  5. A copy of only the most recent command output, with no contextual decision or task mapping.

Explanation

Correct Answers

A:

Durable decisions let a resumed agent distinguish verified findings from hypotheses rather than reconstructing conclusions from scattered tool logs. Each completed claim should have enough provenance, such as filenames, revisions, or test outcomes, to be checked against the current repository. The state should identify the approval or review status of consequential conclusions. On resumption, the engineer can reuse reliable work while validating any source likely to have changed during the interruption.

B:

The task frontier is a continuation map: which components were not examined, which uncertainties remain, and which dependencies block later steps. It prevents a resumed agent from declaring completion because a summary mentions only successful portions. A well-scoped next-action list also avoids repeating expensive searches and identifies where a new authorization or tool result is needed. Together with completed decisions, it gives both retrospective evidence and forward progress boundaries.

Incorrect Answers

C:

A destination statement lacks the work-status detail needed after an interruption. The agent could mistakenly skip an unresolved dependency or repeat a completed investigation. A reliable continuation record must distinguish supported decisions from the remaining frontier of tasks and evidence.

D:

Persisting a promise cannot refresh repository facts or guarantee that old tool responses remain valid. Some session mechanisms preserve conversation history, not arbitrary live tool execution. The agent must record evidence and explicitly recheck changed dependencies during the next run.

E:

The final command may be unrelated to the overall work and does not reveal what earlier checks established. Without a decision log or unresolved frontier, the resumed agent cannot locate its actual stopping point. Durable state should summarize conclusions and remaining work, not merely the last visible bytes.

Question 102

A consulting team has three saved Claude Code investigations: a payroll incident, a storefront bug, and a mobile crash. An automation says only 'resume most recent,' but timestamps may refer to another team member's task. Which action prevents cross-project confusion?

  1. Always resume the globally latest session because its timestamp proves task relevance.
  2. Merge all available session transcripts so the assistant can choose the most useful fragments.
  3. Start editing the current repository before confirming which saved session the automation loaded.
  4. Resolve the target task to its verified session identity, and resume that specific session.

Explanation

Correct Answer

D:

The relevant continuation is determined by project and task identity, not by whichever session happened to be touched last. The orchestrator should maintain a mapping from the incident or ticket to its saved session ID and verify that the chosen record belongs to the intended workspace. Resuming the explicit session preserves the correct evidence trail and reduces the chance of applying unrelated conclusions to payroll or storefront code. Authorization and current-file checks remain necessary after restoration.

Incorrect Answers

A:

A recent timestamp indicates activity, not that the session belongs to the requested incident. Another engineer may have worked on a different project minutes ago. Using recency alone risks introducing the wrong code paths and assumptions into the investigation. The correct incident identifier has higher priority than recency.

B:

Combining unrelated payroll, storefront, and mobile investigations expands context and can contaminate a task with irrelevant private or technical details. The coordinator already has a task-specific identity problem. Selecting the correct session is safer than merging three distinct histories. Separate workspaces may also have incompatible data-access rules.

C:

The wrong saved history may refer to a completely different service or release. Mutating files before verifying session identity can carry unrelated recommendations into the active workspace. The first step must authenticate the intended task-to-session association. Even a small patch could land in the wrong service.

Question 103

A resumed Claude Code migration session still contains tool output describing the old customer table. Yesterday a migration introduced a different primary key and renamed two columns. Before running its saved update plan, what should the engineer do?

  1. Re-read the affected current schema and revise dependent operations before authorizing writes.
  2. Execute the saved SQL unchanged because resuming a session automatically updates old query results.
  3. Discard the new schema as irrelevant because the earlier plan was previously approved.
  4. Have the agent guess replacement column names from the old transcript instead of querying the database.

Explanation

Correct Answer

A:

The session retains useful reasoning history, but its earlier schema inspection is a snapshot, not a live database guarantee. Primary-key and column changes can invalidate generated SQL, integration contracts, and rollback assumptions. The engineer should obtain the current schema from the authoritative environment, compare its revision with the saved plan, and adjust or revalidate dependent operations. Only then should the migration proceed through its normal review and authorization path.

Incorrect Answers

B:

Session resumption preserves prior conversation state, not a promise that every database observation is freshly queried. The described schema changes directly affect the saved statements. Executing them unchanged can fail or alter the wrong records. The changed primary key can change which rows are addressed.

C:

Approval of an earlier plan does not make its inputs immutable. The changed key and columns can fundamentally alter the operation's target and safety. Technical review should be reopened for the affected migration steps rather than treating prior approval as a substitute for current evidence.

D:

Guessed names do not establish which columns now exist or how foreign keys and constraints work. The database is the relevant source of truth for this change. A targeted schema refresh is both more reliable and more economical than speculative edits.

Question 104

A support agent resumes a saved conversation about a customer's card replacement. The old session includes a successful identity check, but the verification token has expired during a week-long pause. What must happen before a new sensitive action?

  1. Delete all conversation history and approve the action solely because the agent has a new context.
  2. Revalidate the current caller's authorization and any expiring identity proof before executing it.
  3. Treat the previous assistant message saying 'verified' as permanent proof of identity.
  4. Skip verification if the last chat contains the customer's card number.

Explanation

Correct Answer

B:

A saved conversation can preserve the fact that verification happened earlier, but it does not extend the lifetime of a session token or authorization claim. Sensitive account changes must be tied to current trusted identity context and enforced by the application or backend. The agent can reuse non-sensitive discussion history while initiating the required fresh verification flow. The resumed transcript alone cannot authorize a transaction after the proof has expired.

Incorrect Answers

A:

A fresh context does not create authorization any more than an old one does. Erasing the prior discussion also removes useful service details without solving the expired proof. The correct response is a renewed trusted identity check with bounded reuse of context.

C:

A model-authored statement is not a durable, current authentication token. The scenario explicitly says the old proof expired, so trusting that sentence bypasses the identity control. Backend policy should require a live validated credential for the requested card change. Expiration is an explicit requirement for renewed verification.

D:

Knowing sensitive information does not establish that the current caller is authorized, and repeating card data may itself create privacy exposure. A resumed chat can be viewed by an unauthorized person. The application should reestablish identity through its approved mechanism.

Question 105

A development agent wants to compare two database-index designs. One prototype will require deleting a temporary test table, while the other must preserve the current working branch. What is the safest session approach?

  1. Choose the destructive design first because deleting a test table proves it is more efficient.
  2. Prevent all alternative exploration and keep the existing index without collecting evidence.
  3. Fork the discussion from a shared baseline and isolate each prototype's working files before changes.
  4. Run both prototypes in the same mutable database and repository directory while assuming session forks isolate side effects.

Explanation

Correct Answer

C:

Forked sessions let the team explore alternative reasoning from the same reviewed design assumptions without mixing decisions prematurely. Because one design involves a destructive test operation and the other needs the current branch intact, separate worktrees or equivalent isolated environments are also necessary. A conversation fork alone does not copy the filesystem or sandbox database state. The coordinator should enforce test-only permissions, compare measured outcomes, and require explicit approval before promoting any change.

Incorrect Answers

A:

The presence of a destructive step does not establish performance, safety, or suitability. Both indexing strategies need comparison against identical workload and maintenance criteria. Selecting a design before measurement defeats the purpose of alternative exploration. Its actual performance must be measured against the same workload.

B:

Destructive testing need not be performed against shared or production systems. A controlled isolated prototype can provide useful evidence without threatening the working branch. The coordinator should isolate and constrain the experiment rather than prohibiting every comparison. The team's decision still benefits from comparative benchmark results.

D:

Session branches separate conversational history, not inherently the database or filesystem. A table drop in a shared environment could damage the other prototype's baseline. Real execution isolation and scoped permissions are required before destructive experimentation. The experiment should use isolated test tables and branch files.

Question 106

A handoff system stores a compact summary of a lengthy vendor investigation. The next agent assumes the summary includes every raw response and cites a supposed quotation that does not appear in the record. What is the appropriate correction?

  1. Attribute the quotation to the summary itself even though the exact words are absent.
  2. Assume that restoring any session necessarily replays every historical tool call with identical output.
  3. Delete all previous context and state that the vendor was never investigated.
  4. Treat the summary as a bounded derivative record and re-query missing primary evidence before making the claim.

Explanation

Correct Answer

D:

Summaries can capture conclusions and references but may omit qualifiers, exact quotations, or intermediate tool outputs. The resumed agent must distinguish what the summary actually contains from material it merely alludes to. Before citing a purported quotation, it should retrieve the original document or a verified saved extract, confirm wording and context, and record the source link. This preserves efficient handoff without implying that summarized state reconstructs evidence never stored.

Incorrect Answers

A:

A summary cannot support verbatim language that it does not contain. Doing so invents evidence and may misrepresent the source author's meaning. The agent must verify the original text or avoid making a quotation claim. That would falsely attribute precise wording to a secondary record.

B:

Conversation restoration is not equivalent to deterministic re-execution, and external records may change between runs. A compact summary is even less complete than a full transcript. Missing primary evidence should be fetched explicitly from an authoritative source. A cited source may also have changed since the earlier run.

C:

The summary may contain useful validated findings and references even though it is incomplete. Losing that context would waste prior work and would not verify the missing quotation. The correct response is targeted source recovery with explicit uncertainty. The missing quotation does not invalidate every previously supported fact.

Question 107

A release agent resumes a deployment session. The earlier release candidate had an approved checksum, but a new build of the artifact was generated overnight under the same filename. Which TWO gates must pass before publishing? Select TWO answers.

  1. Publish the newly built artifact because it has the same display filename as the prior candidate.
  2. Reuse the old approval after changing the file hash entry to whatever the new build reports.
  3. Assume that restoring the approved conversation also restores all build outputs to their earlier bytes.
  4. Compare the current artifact digest with the exact artifact that received approval.
  5. Obtain renewed release authorization for any build not covered by the existing approval.

Explanation

Correct Answers

D:

A filename is not a stable identity for release contents. A digest comparison reveals whether the newly generated build is byte-identical to the reviewed candidate or represents a materially different artifact. The agent should retrieve the current checksum from trusted storage and associate it with the recorded approval receipt. This establishes whether the old decision can even be considered applicable and prevents a saved conversation from hiding changed release bytes.

E:

An approval applies to a specific review scope and may be contingent on the exact build, test evidence, or deployment window. When the digest differs, the agent cannot transfer the previous approval to the new artifact merely because the filename stayed constant. It should route the changed candidate through the required validation and signoff process before publishing. This keeps release authority separate from conversational continuity and prevents a resumed workflow from silently promoting unreviewed code.

Incorrect Answers

A:

A display name does not prove binary equivalence, and the scenario explicitly includes a rebuild. Without checking the digest, the agent cannot know whether the approved bytes are still being shipped. Publication would bypass the evidence-to-artifact link. A rebuild can change executable bytes while retaining its filename.

B:

Editing an approval record to match new bytes destroys the audit trail instead of validating the release. The previous digest is evidence of what was reviewed. A changed candidate requires a new authorized decision, not retrospective alteration of the original receipt.

C:

Session restoration preserves relevant context but does not rewind an external build pipeline or artifact repository. The same path may now contain new contents. The agent must verify the currently deployable artifact and its authorization independently. The artifact repository must be checked as a separate system.

Question 108

A three-week infrastructure investigation now has an enormous saved session full of repeated `ls`, `grep`, and log excerpts. Only six validated findings and two unresolved tasks matter for tomorrow's work. What should the coordinator use for continuation?

  1. Create ten independent sessions that repeat all prior filesystem searches before addressing either unresolved task.
  2. Begin a focused context with a verified findings summary, source pointers, and the remaining task frontier.
  3. Attach the complete repetitive logs without identifying decisions or open questions.
  4. Delete all source references and keep only the sentence 'infrastructure looks healthy.'

Explanation

Correct Answer

B:

A massive transcript can waste context on low-value repetition while burying the actual decisions. A concise handoff should preserve the six validated facts with references, explicitly identify the two unresolved tasks, and distinguish evidence from hypotheses. A fresh focused context can then recheck changed files or logs rather than replaying weeks of redundant commands. This is appropriate when the summary is trustworthy and the original exhaustive discussion no longer helps the next decision.

Incorrect Answers

A:

Parallel repetition of an already completed investigation does not create progress and may increase inconsistent conclusions. The validated findings can be reused with targeted freshness checks. The coordinator should allocate work to the actual unresolved questions instead of recreating historical noise.

C:

A large transcript may be available, but it does not automatically expose which observations are authoritative or outstanding. The next agent could spend most of its context reinterpreting obsolete commands. A curated handoff should prioritize actionable facts and traceable source links.

D:

A conclusion without its evidence cannot be validated, especially if the next steps depend on specific hosts or failure modes. The scenario has two unresolved tasks that such a sentence also hides. The useful summary must include both provenance and the remaining frontier.

Question 109

A retail support assistant has `lookup_customer` and `lookup_order` tools. Logs show it passes order numbers to `lookup_customer` because both descriptions merely say 'retrieve account data.' What is the most effective interface fix?

  1. Remove all parameter validation and allow the backend to guess whether an ID is an order or customer.
  2. Add a system instruction to always call `lookup_customer` whenever the user's sentence contains the word order.
  3. Rewrite each description around its distinct purpose, accepted identifier type, and representative usage trigger.
  4. Rename both tools to generic names such as `get_data_1` and `get_data_2`.

Explanation

Correct Answer

C:

Tool descriptions guide model selection when similar functions are available. The customer lookup should specify that it resolves a verified customer identifier to profile information, while the order tool accepts an order ID for transaction or fulfillment details. Including required input types and a typical user request reduces accidental routing based on vague vocabulary. The server should also enforce input validation so a mistaken call cannot silently return unrelated account data.

Incorrect Answers

A:

Guessing across distinct identifier domains can retrieve the wrong records and may create privacy risks. The error is already caused by ambiguous selection. A precise contract plus runtime validation gives the model a corrective signal instead of masking misuse. A type-safe backend should reject invalid identifiers rather than infer them.

B:

The proposed keyword rule would reinforce the exact misrouting observed in the logs. A customer's order question normally belongs to an order-specific lookup. Context-aware selection should use the functions' actual contracts rather than a contradictory blanket override. Order IDs should route to the order-specific tool under correct permissions.

D:

Generic aliases remove semantic cues instead of clarifying when each tool applies. The assistant would still be unable to distinguish order identifiers from customer identifiers. Differentiated names, schemas, and descriptions improve both selection and validation. Nothing about the new aliases distinguishes the legitimate identifier domains.

Question 110

A support model sends a phone number to `get_customer_record`, but the service accepts only an authenticated account UUID and must never search arbitrary phone numbers. What contract change would best prevent this call?

  1. Broaden the input schema to accept any string, including phone numbers, without further checks.
  2. Ask the model to guess a UUID from the customer's phone number.
  3. Rename the tool without changing its input schema or documentation.
  4. Declare a required verified UUID parameter with clear format constraints and reject unsupported identifier types.

Explanation

Correct Answer

D:

A typed input contract should communicate both the UUID shape and the trust condition that the identifier belongs to the authenticated session. The tool description can state explicitly that phone numbers and display names are not accepted inputs. Runtime schema checks and backend authorization must enforce those limits even if the model chooses a wrong value. This is stronger than relying solely on a prompt because it makes misuse visible and blocks unsafe lookup attempts.

Incorrect Answers

A:

An unconstrained string hides the difference between an account UUID and a contact detail. It can encourage enumeration or an unverified account lookup the service is explicitly designed to prevent. The contract should narrow rather than expand accepted identifiers. The trusted account UUID should come from authentication context.

B:

UUIDs cannot be safely inferred from arbitrary telephone digits, and guessing does not establish account ownership. A fabricated identifier could point to a different record or fail silently. The application should supply a trusted bound identifier after actual verification. Real ownership proof cannot be replaced by a generated guess.

C:

A better name may help initial selection but cannot stop invalid phone-number arguments. The defect concerns an unsupported and untrusted identifier type. Required format constraints, validation, and authorization at the tool boundary are needed. The backend must enforce exact account-ID requirements and identity binding.

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