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Anthropic CCA-F Practice Test 17

Question 160

Compaction removed an important original system constraint. Which state-management choice fixes this behavior?

  1. Report the branch's provenance and differences instead of silently replacing shared conclusions
  2. Restore the pending call identity and reconcile whether the tool actually ran
  3. Carry a durable, concise constraint summary into the continued context
  4. Persist a checkpoint containing goals, decisions, completed steps and pending work

Explanation

Correct Answer

C:

Lossy history compression is unsafe when critical requirements are not retained explicitly. For this situation, the system should carry a durable, concise constraint summary into the continued context. The factual trigger is compaction removed an important original system constraint. Store resumable state with the original constraints and operation receipts, not an unsupported claim that the task finished.

Incorrect Answers

A:

Forked sessions intentionally diverge and require reconciliation before shared output is updated. This is not a substitute for “Carry a durable, concise constraint summary into the continued context”; that control is necessary in the stated circumstances. Lossy history compression is unsafe when critical requirements are not retained explicitly.

B:

Safe resumption must distinguish a not-yet-executed operation from a completed operation with a lost acknowledgement. Here, compaction removed an important original system constraint. Carry a durable, concise constraint summary into the continued context. Lossy history compression is unsafe when critical requirements are not retained explicitly.

D:

Explicit state allows safe continuation without relying on a model to recreate lost conversational history. The direct remedy is “Carry a durable, concise constraint summary into the continued context”, which the alternative does not itself accomplish. Lossy history compression is unsafe when critical requirements are not retained explicitly.

Question 161

A forked research branch discovers contradictory evidence. What should the controller persist to support continuation?

  1. Restore the pending call identity and reconcile whether the tool actually ran
  2. Persist a checkpoint containing goals, decisions, completed steps and pending work
  3. Fork a session from the same checkpoint and keep subsequent trajectories independent
  4. Report the branch's provenance and differences instead of silently replacing shared conclusions

Explanation

Correct Answer

D:

When a forked research branch discovers contradictory evidence, the system should report the branch's provenance and differences instead of silently replacing shared conclusions. Forked sessions intentionally diverge and require reconciliation before shared output is updated. A resumed or forked session must retain the right source version while separating new branch decisions.

Incorrect Answers

A:

Safe resumption must distinguish a not-yet-executed operation from a completed operation with a lost acknowledgement. The required action is “Report the branch's provenance and differences instead of silently replacing shared conclusions”; the other measure addresses a separate concern. Forked sessions intentionally diverge and require reconciliation before shared output is updated.

B:

Explicit state allows safe continuation without relying on a model to recreate lost conversational history. Here, a forked research branch discovers contradictory evidence. Report the branch's provenance and differences instead of silently replacing shared conclusions. Forked sessions intentionally diverge and require reconciliation before shared output is updated.

C:

A session fork enables controlled comparison without contamination between competing experiments. Here, a forked research branch discovers contradictory evidence. Report the branch's provenance and differences instead of silently replacing shared conclusions. Forked sessions intentionally diverge and require reconciliation before shared output is updated.

Question 162

A previously halted agent has an outstanding tool_use request with no result. How should session context be preserved or restored?

  1. Restore the pending call identity and reconcile whether the tool actually ran
  2. Persist a checkpoint containing goals, decisions, completed steps and pending work
  3. Fork a session from the same checkpoint and keep subsequent trajectories independent
  4. Reconcile saved operation receipts and skip previously committed actions

Explanation

Correct Answer

A:

A previously halted agent has an outstanding tool_use request with no result. The relevant control is to restore the pending call identity and reconcile whether the tool actually ran. Safe resumption must distinguish a not-yet-executed operation from a completed operation with a lost acknowledgement. Store resumable state with the original constraints and operation receipts, not an unsupported claim that the task finished.

Incorrect Answers

B:

Explicit state allows safe continuation without relying on a model to recreate lost conversational history. The required action is “Restore the pending call identity and reconcile whether the tool actually ran”; the other measure addresses a separate concern. Safe resumption must distinguish a not-yet-executed operation from a completed operation with a lost acknowledgement.

C:

A session fork enables controlled comparison without contamination between competing experiments. This is not a substitute for “Restore the pending call identity and reconcile whether the tool actually ran”; that control is necessary in the stated circumstances. Safe resumption must distinguish a not-yet-executed operation from a completed operation with a lost acknowledgement.

D:

Resume must be aware of durable external state or it can duplicate irreversible work. Here, a previously halted agent has an outstanding tool_use request with no result. Restore the pending call identity and reconcile whether the tool actually ran. Safe resumption must distinguish a not-yet-executed operation from a completed operation with a lost acknowledgement.

Question 163

An MCP catalog contains opaque method names and agents often misroute customer requests. Which TWO design improvements help? Choose TWO.

  1. Include explicit when-to-use guidance and required input semantics
  2. Name tools after the user-visible operations they perform
  3. Use the same generic description for every tool
  4. Hide side effects because the model should infer them from names

Explanation

Correct Answers

A:

Descriptions help disambiguate similar tools and argument requirements. The two other choices either violate the stated requirement or do not address the failure. Each tool description should identify its business purpose, permitted records, expected arguments and result semantics. Similar opaque method names alone are insufficient to distinguish a payment inquiry from a payment modification.

B:

Effect-oriented names let the model connect a request to a capability. For instance, get_order_status and cancel_order should clearly signal different intents. Descriptive names reduce accidental selection of a destructive operation when the user only requests information; descriptions must reinforce this distinction.

Incorrect Answers

C:

Identical descriptions increase selection ambiguity. A model cannot reliably choose between tools whose contracts disclose no distinguishing operation. Reusing the same generic description for every tool makes ambiguous names harder to distinguish. Include the tool's purpose and input semantics so the model can choose between them.

D:

Sensitive changes need explicit documented semantics and authorization. A name alone cannot explain whether a tool modifies billing records, sends messages or exposes private data. Explicit side-effect and authorization documentation is necessary for safe tool choice, especially between similar operations.

Question 164

Two tools both advertise 'search things' and the agent repeatedly chooses the wrong data source. What is the best remedy?

  1. Use one shared generic description for both tools and omit the identity of the underlying data source.
  2. Return typed entries with source, record ID and relevant fields in a stable result schema
  3. Write contrasting descriptions that specify each tool's exact source and intended use
  4. Version the schema or provide a compatibility mapping with clear deprecation guidance

Explanation

Correct Answer

C:

The descriptions should distinguish both tools by the specific source they query, the business question each answers and the expected result fields. Those contrasting cues help Claude select the appropriate MCP tool instead of guessing from two identical labels. Provide both usage examples and error conditions without implying that model-facing metadata overrides host authorization.

Incorrect Answers

A:

An identical generic description would leave the two tools indistinguishable, so the agent could still choose the wrong data source for a customer request. Discovery metadata needs contrasting intended uses and a named source for each capability; merely adding length to vague prose does not resolve routing ambiguity.

B:

Structured result contracts prevent consumers from guessing what a value represents. That addresses a different part of the system, not the requirement to eliminate tool-routing ambiguity across similar actions.

D:

Schema versioning and compatibility mappings protect existing clients when tool fields change. Here the tools have stable schemas but indistinguishable discovery descriptions. Explain which source each search action queries and when to use it so the model can choose the correct data source.

Question 165

A payment tool needs an invoice identifier, but its schema marks that field optional and calls fail at runtime. What should change?

  1. Document that invocation creates a paid subscription and requires authorization
  2. Mark invoice_id required in the tool input schema and validate its format
  3. Version the schema or provide a compatibility mapping with clear deprecation guidance
  4. Specify accepted ISO date formatting and include a valid parameter example

Explanation

Correct Answer

B:

A precise schema rejects incomplete calls before side effects. It also informs the model that the identifier must be acquired first. Make invoice_id required when the operation cannot function without it, then validate it at the tool boundary. An optional declaration invites the model to produce missing arguments even when the endpoint cannot resolve a target invoice.

Incorrect Answers

A:

A side-effectful interface needs clear semantics and approval expectations. Although useful elsewhere, it is not the direct mechanism to make tool argument requirements explicit and enforceable.

C:

Stable tool contracts matter as much as implementation. This alternative does not establish how to make tool argument requirements explicit and enforceable in the stated workflow.

D:

Specifying ISO date formatting prevents malformed date inputs, but the failing payment requests lack an invoice identifier because the schema calls it optional. Require and validate invoice_id explicitly; clearer date examples would not make an absent billing reference appear.

Question 166

A tool has a priority parameter restricted to three service values. Which TWO interface choices prevent unsupported priority strings? Choose TWO.

  1. Define priority as an enum with only the supported values
  2. Treat tool metadata as untrusted and enforce platform authorization separately
  3. Require explicit currency and define the amount unit in the schema
  4. Replace secrets with an authorized opaque account identifier or delegated identity token
  5. Validate priority again at the application boundary before sending the service request.

Explanation

Correct Answers

A:

Model-facing tool parameters should enumerate only the three priority strings the service actually accepts. A typed enum makes unsupported values invalid at the interface boundary, reducing the chance that the model invents a plausible but nonexistent service tier. The backend must still validate the submitted value because client-side schema guidance alone is not authorization or a dependable security boundary.

E:

Server-side enforcement rejects values outside the allowed enum even if a client is malformed. JSON schema constrains model output but a malicious or buggy client can bypass it. The service itself must reject an unsupported priority value before the request changes a queue or customer record.

Incorrect Answers

B:

Descriptions help tool selection but cannot override application policy. That addresses a different part of the system, not the requirement to constrain tool arguments to supported enumerated values.

C:

Currency and minor-unit semantics matter for monetary amounts, not for a priority field whose only legal values are three service tiers. Define an enum and enforce those values at execution, so a free-form priority label cannot trigger an unsupported operation.

D:

Opaque identifiers and delegated credentials help prevent a lookup tool from asking for customer passwords. They do not constrain a priority field that currently accepts arbitrary strings. The tool schema should specify a priority enum and validate the supplied value before dispatch.

Question 167

A tool named customer_record can either read or overwrite customer data based on hidden flags. What design is safer?

  1. Split read and modification operations into clearly named tools with distinct permissions
  2. Name tools for the user-visible action they perform and describe when to invoke them
  3. Replace secrets with an authorized opaque account identifier or delegated identity token
  4. Return typed entries with source, record ID and relevant fields in a stable result schema

Explanation

Correct Answer

A:

Separating effects makes least-privilege scoping and confirmation easier. A single ambiguous tool conceals destructive behavior behind a generic name. Read and update have different security consequences, so they should be separate tools with explicit schemas and authorization. A hidden flag makes it harder for the model and application to recognize that a supposed lookup can overwrite customer data.

Incorrect Answers

B:

Tool descriptions are part of the model's decision interface. It would leave the stated need to make read versus write side effects explicit in interfaces unresolved.

C:

A well-designed tool should request only the data needed for its action. This capability does not directly make read versus write side effects explicit in interfaces.

D:

Structured result contracts prevent consumers from guessing what a value represents. The decisive requirement here is to make read versus write side effects explicit in interfaces.

Question 168

An integration expects ISO dates but the model sends 'next Thursday' and calls fail. What improves the description?

  1. Specify accepted ISO date formatting and include a valid parameter example
  2. Mark invoice_id required in the tool input schema and validate its format
  3. Specify a single tracking_id argument and expose a separate batch lookup if supported
  4. Document that invocation creates a paid subscription and requires authorization

Explanation

Correct Answer

A:

Specify the accepted calendar representation directly in the tool's argument description and schema, including an ISO-formatted example and any required timezone convention. The phrase “next Thursday” is context-dependent and may not be understood by the receiving integration. The application must still validate the actual parameter before executing the request; descriptions guide model generation but are not a substitute for enforced input constraints.

Incorrect Answers

B:

A precise schema rejects incomplete calls before side effects. Although useful elsewhere, it is not the direct mechanism to communicate exact accepted date syntax to the calling agent.

C:

Clear cardinality prevents accidental parsing of list strings as one identifier. This alternative does not establish how to communicate exact accepted date syntax to the calling agent in the stated workflow.

D:

A side-effectful interface needs clear semantics and approval expectations. The scenario instead requires a way to communicate exact accepted date syntax to the calling agent.

Question 169

An agent ignores a specialist lookup because the description says only 'utility helper'. What should the designer add?

  1. Replace secrets with an authorized opaque account identifier or delegated identity token
  2. Explain the business questions the lookup answers and what information it returns
  3. Treat tool metadata as untrusted and enforce platform authorization separately
  4. Document that invocation creates a paid subscription and requires authorization

Explanation

Correct Answer

B:

Tool descriptions should help the model recognize when a tool is useful. A vague maintainer note lacks task-level selection cues. Tell the model when to call the specialist lookup and what entities it can resolve, including relevant required arguments. Ambiguous utility labels invite the agent to guess instead of selecting the right data source.

Incorrect Answers

A:

A well-designed tool should request only the data needed for its action. That addresses a different part of the system, not the requirement to describe tool intent from the agent's perspective.

C:

Treating tool metadata as untrusted prevents a hostile description from overriding authorization rules. This lookup is merely described as 'utility helper,' so the selection problem is missing capability guidance, not an active prompt-injection instruction. Document the lookup's intended business questions and output.

D:

A side-effectful interface needs clear semantics and approval expectations. The required action is “Explain the business questions the lookup answers and what information it returns”; the other measure addresses a separate concern. Tell the model when to call the specialist lookup and what entities it can resolve, including relevant required arguments.

Question 170

A create_subscription tool automatically charges a card, but its description only says 'manage plan'. What must be made explicit?

  1. Document that invocation creates a paid subscription and requires authorization
  2. Explain the business questions the lookup answers and what information it returns
  3. Specify accepted ISO date formatting and include a valid parameter example
  4. Treat tool metadata as untrusted and enforce platform authorization separately

Explanation

Correct Answer

A:

A side-effectful interface needs clear semantics and approval expectations. Hidden charging behavior undermines safe tool choice and user consent. Explain that the operation actually creates a billable subscription, not merely previews a plan. The host must check account authority, consent and payment conditions before executing a charge-capable tool call.

Incorrect Answers

B:

Tool descriptions should help the model recognize when a tool is useful. The decisive requirement here is to surface consequential side effects before tool invocation.

C:

Models select argument values using schema and descriptions. This alternative does not establish how to surface consequential side effects before tool invocation in the stated workflow.

D:

Rejecting malicious tool-metadata instructions protects policy boundaries, but this subscription tool's description is incomplete rather than adversarial. State clearly that invoking it creates a paid charge and requires authorization. Untrusted-data treatment alone cannot tell an operator about hidden financial side effects.

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