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CCA-F Questions & Answers
Exam Code: CCA-F
Exam Name: Claude Certified Architect - Foundations
Certification Provider: Anthropic
CCA-F Premium File
134 Questions & Answers
Last Update: Nov 2, 2026
Includes questions types found on actual exam such as drag and drop, simulation, type in, and fill in the blank.
Verified by experts
CCA-F Questions & Answers
Exam Code: CCA-F
Exam Name: Claude Certified Architect - Foundations
Certification Provider: Anthropic
CCA-F Premium File
134 Questions & Answers
Last Update: Nov 2, 2026
Includes questions types found on actual exam such as drag and drop, simulation, type in, and fill in the blank.
$87.99
$79.99

Claude Certified Architect - Foundations CCA-F Practice Test 7

Question 60

A fraud reviewer is asked to override a high-value-transfer policy by a persuasive user. What should the system do?

  1. Authorize the high-value transfer because the user sounds confident
  2. Reject the unauthorized transfer and provide an approved exception-escalation path
  3. Split the transfer into several smaller payments to avoid the threshold
  4. Report approval without invoking the authorized exception mechanism

Explanation

Correct Answer

B:

The application-side limit must remain in force regardless of prompt wording. The appropriate implementation is “Reject the unauthorized transfer and provide an approved exception-escalation path”. Make the dependency and approval boundary observable, reject prohibited side effects before execution, and preserve a traceable handoff to the next step. By comparison, “Authorize the high-value transfer because the user sounds confident” is inadequate. Persuasion cannot override delegated transaction limits. An alternative, “Split the transfer into several smaller payments to avoid the threshold”, fails here. Circumventing a policy gate defeats its purpose. “Report approval without invoking the authorized exception mechanism” does not establish the required outcome. A high-value request remains blocked until properly reviewed.

Incorrect Answers

A:

Persuasion cannot override delegated transaction limits. The proposal “Authorize the high-value transfer because the user sounds confident” conflicts with the required decision. “Reject the unauthorized transfer and provide an approved exception-escalation path” addresses the actual condition. The application-side limit must remain in force regardless of prompt wording. Workflow gates must be enforced by application logic or configured tools, not merely suggested in a prompt, particularly when money, privacy, or production state could change.

C:

Circumventing a policy gate defeats its purpose. This alternative suggests “Split the transfer into several smaller payments to avoid the threshold”, whereas the supported approach is “Reject the unauthorized transfer and provide an approved exception-escalation path”. The application-side limit must remain in force regardless of prompt wording. Workflow gates must be enforced by application logic or configured tools, not merely suggested in a prompt, particularly when money, privacy, or production state could change.

D:

“Report approval without invoking the authorized exception mechanism” is the wrong action for this case. A high-value request remains blocked until properly reviewed. The supported choice is “Reject the unauthorized transfer and provide an approved exception-escalation path”. The application-side limit must remain in force regardless of prompt wording. Make the dependency and approval boundary observable, reject prohibited side effects before execution, and preserve a traceable handoff to the next step.

Question 61

A human reviewer receives “customer upset, please help” instead of evidence. What should change?

  1. Require issue identifiers, evidence, root cause, attempted remedies and next step in the handoff schema
  2. Send the reviewer only a sentiment label and generic urgency score
  3. Forward all private chat history with no issue classification
  4. Claim the issue's cause is confirmed before attaching diagnostic evidence

Explanation

Correct Answer

A:

The choice “Require issue identifiers, evidence, root cause, attempted remedies and next step in the handoff schema” fits the stated constraints. Structured summaries make escalations actionable rather than simply emotional labels. Workflow gates must be enforced by application logic or configured tools, not merely suggested in a prompt, particularly when money, privacy, or production state could change. An alternative, “Send the reviewer only a sentiment label and generic urgency score”, fails here. The reviewer needs the actionable facts and evidence. “Forward all private chat history with no issue classification” does not establish the required outcome. Excessive raw context obscures verified findings and breaches minimization. By comparison, “Claim the issue's cause is confirmed before attaching diagnostic evidence” is inadequate. The handoff must separate supported facts from hypotheses.

Incorrect Answers

B:

The reviewer needs the actionable facts and evidence. This alternative suggests “Send the reviewer only a sentiment label and generic urgency score”, whereas the supported approach is “Require issue identifiers, evidence, root cause, attempted remedies and next step in the handoff schema”. Structured summaries make escalations actionable rather than simply emotional labels. Workflow gates must be enforced by application logic or configured tools, not merely suggested in a prompt, particularly when money, privacy, or production state could change.

C:

“Forward all private chat history with no issue classification” is the wrong action for this case. Excessive raw context obscures verified findings and breaches minimization. The supported choice is “Require issue identifiers, evidence, root cause, attempted remedies and next step in the handoff schema”. Structured summaries make escalations actionable rather than simply emotional labels. Make the dependency and approval boundary observable, reject prohibited side effects before execution, and preserve a traceable handoff to the next step.

D:

The handoff must separate supported facts from hypotheses. The proposal “Claim the issue's cause is confirmed before attaching diagnostic evidence” conflicts with the required decision. “Require issue identifiers, evidence, root cause, attempted remedies and next step in the handoff schema” addresses the actual condition. Structured summaries make escalations actionable rather than simply emotional labels. Workflow gates must be enforced by application logic or configured tools, not merely suggested in a prompt, particularly when money, privacy, or production state could change.

Question 62

A coordinator launches data modification before the preceding reconciliation is confirmed. What pattern protects integrity?

  1. Modify data immediately while reconciliation is still pending
  2. Ask the model to remember the reconciliation requirement during future turns
  3. Treat the reconciliation job's start event as completed verification
  4. Use a stateful checkpoint gate that blocks modification until reconciliation succeeds

Explanation

Correct Answer

D:

The migration needs a verified reconciliation outcome in durable state before permitting the next data modification; scheduling reconciliation alone does not satisfy the gate. In practical terms this means “Use a stateful checkpoint gate that blocks modification until reconciliation succeeds”. Make the dependency and approval boundary observable, reject prohibited side effects before execution, and preserve a traceable handoff to the next step. An alternative, “Modify data immediately while reconciliation is still pending”, fails here. The prerequisite must establish an acceptable baseline before writes. “Ask the model to remember the reconciliation requirement during future turns” does not establish the required outcome. A conversational reminder is not a stateful enforcement gate. By comparison, “Treat the reconciliation job's start event as completed verification” is inadequate. Starting a check does not prove that it succeeded.

Incorrect Answers

A:

The prerequisite must establish an acceptable baseline before writes. This alternative suggests “Modify data immediately while reconciliation is still pending”, whereas the supported approach is “Use a stateful checkpoint gate that blocks modification until reconciliation succeeds”. The migration needs a verified reconciliation outcome in durable state before permitting the next data modification; scheduling reconciliation alone does not satisfy the gate. Workflow gates must be enforced by application logic or configured tools, not merely suggested in a prompt, particularly when money, privacy, or production state could change.

B:

“Ask the model to remember the reconciliation requirement during future turns” is the wrong action for this case. A conversational reminder is not a stateful enforcement gate. The supported choice is “Use a stateful checkpoint gate that blocks modification until reconciliation succeeds”. The migration needs a verified reconciliation outcome in durable state before permitting the next data modification; scheduling reconciliation alone does not satisfy the gate. Make the dependency and approval boundary observable, reject prohibited side effects before execution, and preserve a traceable handoff to the next step.

C:

Starting a check does not prove that it succeeded. The proposal “Treat the reconciliation job's start event as completed verification” conflicts with the required decision. “Use a stateful checkpoint gate that blocks modification until reconciliation succeeds” addresses the actual condition. The migration needs a verified reconciliation outcome in durable state before permitting the next data modification; scheduling reconciliation alone does not satisfy the gate. Workflow gates must be enforced by application logic or configured tools, not merely suggested in a prompt, particularly when money, privacy, or production state could change.

Question 63

An agent handles a customer issue that partly meets policy and partly needs an exception. What is the appropriate split?

  1. Escalate the whole request and refuse all permitted actions
  2. Complete the exceptional part together with routine tasks without approval
  3. Complete permissible actions while routing only the exceptional portion to an authorized human
  4. Close the entire case after only the routine part succeeds

Explanation

Correct Answer

C:

“Complete permissible actions while routing only the exceptional portion to an authorized human” is the most defensible choice here. Separating concerns avoids unnecessarily blocking safe work or bypassing policy. Workflow gates must be enforced by application logic or configured tools, not merely suggested in a prompt, particularly when money, privacy, or production state could change. “Escalate the whole request and refuse all permitted actions” does not establish the required outcome. Unrelated approved steps need not be unnecessarily blocked. By comparison, “Complete the exceptional part together with routine tasks without approval” is inadequate. Permission for standard actions does not authorize the exception. An alternative, “Close the entire case after only the routine part succeeds”, fails here. The exceptional portion remains open until reviewed.

Incorrect Answers

A:

“Escalate the whole request and refuse all permitted actions” is the wrong action for this case. Unrelated approved steps need not be unnecessarily blocked. The supported choice is “Complete permissible actions while routing only the exceptional portion to an authorized human”. Separating concerns avoids unnecessarily blocking safe work or bypassing policy. Make the dependency and approval boundary observable, reject prohibited side effects before execution, and preserve a traceable handoff to the next step.

B:

Permission for standard actions does not authorize the exception. The proposal “Complete the exceptional part together with routine tasks without approval” conflicts with the required decision. “Complete permissible actions while routing only the exceptional portion to an authorized human” addresses the actual condition. Separating concerns avoids unnecessarily blocking safe work or bypassing policy. Workflow gates must be enforced by application logic or configured tools, not merely suggested in a prompt, particularly when money, privacy, or production state could change.

D:

The exceptional portion remains open until reviewed. This alternative suggests “Close the entire case after only the routine part succeeds”, whereas the supported approach is “Complete permissible actions while routing only the exceptional portion to an authorized human”. Separating concerns avoids unnecessarily blocking safe work or bypassing policy. Workflow gates must be enforced by application logic or configured tools, not merely suggested in a prompt, particularly when money, privacy, or production state could change.

Question 64

A customer asks to undo a recently issued refund that cannot be reversed automatically. What must the agent avoid?

  1. Tell the customer the refund has been reversed because they requested it
  2. Do not claim reversal; record the limitation and escalate through the approved correction process
  3. Submit the original refund action again to cancel the first
  4. Erase the transaction history so the prior refund is invisible

Explanation

Correct Answer

B:

User-visible completion must reflect actual supported transaction capabilities. That is the reason to prefer “Do not claim reversal; record the limitation and escalate through the approved correction process”. Make the dependency and approval boundary observable, reject prohibited side effects before execution, and preserve a traceable handoff to the next step. By comparison, “Tell the customer the refund has been reversed because they requested it” is inadequate. The available tool cannot perform that reversal. An alternative, “Submit the original refund action again to cancel the first”, fails here. A repeat refund may compound the financial error. “Erase the transaction history so the prior refund is invisible” does not establish the required outcome. Records must remain accurate and a permitted correction must be escalated.

Incorrect Answers

A:

The available tool cannot perform that reversal. The proposal “Tell the customer the refund has been reversed because they requested it” conflicts with the required decision. “Do not claim reversal; record the limitation and escalate through the approved correction process” addresses the actual condition. User-visible completion must reflect actual supported transaction capabilities. Workflow gates must be enforced by application logic or configured tools, not merely suggested in a prompt, particularly when money, privacy, or production state could change.

C:

A repeat refund may compound the financial error. This alternative suggests “Submit the original refund action again to cancel the first”, whereas the supported approach is “Do not claim reversal; record the limitation and escalate through the approved correction process”. User-visible completion must reflect actual supported transaction capabilities. Workflow gates must be enforced by application logic or configured tools, not merely suggested in a prompt, particularly when money, privacy, or production state could change.

D:

“Erase the transaction history so the prior refund is invisible” is the wrong action for this case. Records must remain accurate and a permitted correction must be escalated. The supported choice is “Do not claim reversal; record the limitation and escalate through the approved correction process”. User-visible completion must reflect actual supported transaction capabilities. Make the dependency and approval boundary observable, reject prohibited side effects before execution, and preserve a traceable handoff to the next step.

Question 65

Two MCP tools return different timestamp formats for the same event. Where can results be normalized automatically?

  1. Use a post-tool-result hook to convert timestamps into one canonical representation
  2. Convert both timestamps before invoking either tool
  3. Ask the model to guess which timestamp is later from mixed strings
  4. Strip timezone offsets when rewriting event times

Explanation

Correct Answer

A:

Transformation after tool execution gives the model consistent event times. The appropriate implementation is “Use a post-tool-result hook to convert timestamps into one canonical representation”. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance. An alternative, “Convert both timestamps before invoking either tool”, fails here. The inconsistent formats are observed only after tool execution. “Ask the model to guess which timestamp is later from mixed strings” does not establish the required outcome. Unnormalized units can produce unreliable comparisons. By comparison, “Strip timezone offsets when rewriting event times” is inadequate. Losing offset information can change chronological order.

Incorrect Answers

B:

The inconsistent formats are observed only after tool execution. This alternative suggests “Convert both timestamps before invoking either tool”, whereas the supported approach is “Use a post-tool-result hook to convert timestamps into one canonical representation”. Transformation after tool execution gives the model consistent event times. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance.

C:

“Ask the model to guess which timestamp is later from mixed strings” is the wrong action for this case. Unnormalized units can produce unreliable comparisons. The supported choice is “Use a post-tool-result hook to convert timestamps into one canonical representation”. Transformation after tool execution gives the model consistent event times. Test the actual boundary with denied operations, inconsistent field formats, and error outcomes; an instruction in model prose is not a runtime guard.

D:

Losing offset information can change chronological order. The proposal “Strip timezone offsets when rewriting event times” conflicts with the required decision. “Use a post-tool-result hook to convert timestamps into one canonical representation” addresses the actual condition. Transformation after tool execution gives the model consistent event times. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance.

Question 66

A purchase workflow must block a purchase above a delegated spending limit. Which interception belongs before the side effect?

  1. Check the spending limit only after the purchase completes
  2. Let the model decide whether the amount looks acceptable
  3. Return a generic error for high-value purchases without logging the denied call
  4. Use a pre-tool-execution hook that enforces the amount policy

Explanation

Correct Answer

D:

The choice “Use a pre-tool-execution hook that enforces the amount policy” fits the stated constraints. A deterministic pre-call guard can reject the forbidden transaction before funds move. Test the actual boundary with denied operations, inconsistent field formats, and error outcomes; an instruction in model prose is not a runtime guard. An alternative, “Check the spending limit only after the purchase completes”, fails here. Post-action detection cannot prevent an unauthorized charge. “Let the model decide whether the amount looks acceptable” does not establish the required outcome. The delegated limit must be deterministically enforced. By comparison, “Return a generic error for high-value purchases without logging the denied call” is inadequate. Policy denial requires traceability and an actionable response.

Incorrect Answers

A:

Post-action detection cannot prevent an unauthorized charge. This alternative suggests “Check the spending limit only after the purchase completes”, whereas the supported approach is “Use a pre-tool-execution hook that enforces the amount policy”. A deterministic pre-call guard can reject the forbidden transaction before funds move. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance.

B:

“Let the model decide whether the amount looks acceptable” is the wrong action for this case. The delegated limit must be deterministically enforced. The supported choice is “Use a pre-tool-execution hook that enforces the amount policy”. A deterministic pre-call guard can reject the forbidden transaction before funds move. Test the actual boundary with denied operations, inconsistent field formats, and error outcomes; an instruction in model prose is not a runtime guard.

C:

Policy denial requires traceability and an actionable response. The proposal “Return a generic error for high-value purchases without logging the denied call” conflicts with the required decision. “Use a pre-tool-execution hook that enforces the amount policy” addresses the actual condition. A deterministic pre-call guard can reject the forbidden transaction before funds move. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance.

Question 67

A CRM returns status code 3 and a ticket API returns “closed.” How should the agent see comparable states?

  1. Treat status code 3 and “closed” as unrelated without mapping their meanings
  2. Replace both values with “success” regardless of their definitions
  3. Normalize both tool outputs in a post-tool hook into a documented state vocabulary
  4. Ask Claude to infer code 3 without consulting the CRM's contract

Explanation

Correct Answer

C:

A canonical status mapping prevents the model from guessing cross-system semantics. In practical terms this means “Normalize both tool outputs in a post-tool hook into a documented state vocabulary”. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance. “Treat status code 3 and “closed” as unrelated without mapping their meanings” does not establish the required outcome. The worker needs comparable documented semantics. By comparison, “Replace both values with “success” regardless of their definitions” is inadequate. That destroys meaningful workflow state differences. An alternative, “Ask Claude to infer code 3 without consulting the CRM's contract”, fails here. An undocumented guess can misclassify the customer's case.

Incorrect Answers

A:

“Treat status code 3 and “closed” as unrelated without mapping their meanings” is the wrong action for this case. The worker needs comparable documented semantics. The supported choice is “Normalize both tool outputs in a post-tool hook into a documented state vocabulary”. A canonical status mapping prevents the model from guessing cross-system semantics. Test the actual boundary with denied operations, inconsistent field formats, and error outcomes; an instruction in model prose is not a runtime guard.

B:

That destroys meaningful workflow state differences. The proposal “Replace both values with “success” regardless of their definitions” conflicts with the required decision. “Normalize both tool outputs in a post-tool hook into a documented state vocabulary” addresses the actual condition. A canonical status mapping prevents the model from guessing cross-system semantics. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance.

D:

An undocumented guess can misclassify the customer's case. This alternative suggests “Ask Claude to infer code 3 without consulting the CRM's contract”, whereas the supported approach is “Normalize both tool outputs in a post-tool hook into a documented state vocabulary”. A canonical status mapping prevents the model from guessing cross-system semantics. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance.

Question 68

An agent must prevent a prohibited shell command rather than just warn about it. Where should the rule run?

  1. Warn about dangerous shell commands but still execute them
  2. Validate the pending Bash command in a pre-execution hook and deny unsafe calls
  3. Run the command first and let a post-tool hook flag misuse
  4. Block every Bash call, including approved diagnostic commands

Explanation

Correct Answer

B:

“Validate the pending Bash command in a pre-execution hook and deny unsafe calls” is the most defensible choice here. Prompts are advisory; the tool boundary can enforce an actual deny decision. Test the actual boundary with denied operations, inconsistent field formats, and error outcomes; an instruction in model prose is not a runtime guard. By comparison, “Warn about dangerous shell commands but still execute them” is inadequate. Advisory text does not prevent the prohibited operation. An alternative, “Run the command first and let a post-tool hook flag misuse”, fails here. The side effect happens before a post-execution check. “Block every Bash call, including approved diagnostic commands” does not establish the required outcome. The policy should deny unsafe requests rather than indiscriminately destroy utility.

Incorrect Answers

A:

Advisory text does not prevent the prohibited operation. The proposal “Warn about dangerous shell commands but still execute them” conflicts with the required decision. “Validate the pending Bash command in a pre-execution hook and deny unsafe calls” addresses the actual condition. Prompts are advisory; the tool boundary can enforce an actual deny decision. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance.

C:

The side effect happens before a post-execution check. This alternative suggests “Run the command first and let a post-tool hook flag misuse”, whereas the supported approach is “Validate the pending Bash command in a pre-execution hook and deny unsafe calls”. Prompts are advisory; the tool boundary can enforce an actual deny decision. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance.

D:

“Block every Bash call, including approved diagnostic commands” is the wrong action for this case. The policy should deny unsafe requests rather than indiscriminately destroy utility. The supported choice is “Validate the pending Bash command in a pre-execution hook and deny unsafe calls”. Prompts are advisory; the tool boundary can enforce an actual deny decision. Test the actual boundary with denied operations, inconsistent field formats, and error outcomes; an instruction in model prose is not a runtime guard.

Question 69

A search tool yields JSON but a document tool yields Markdown. What is the best normalization point?

  1. Normalize results after each tool returns while retaining original source metadata
  2. Flatten all tool results into plain text before determining content type
  3. Normalize only at final report time after mixed formats influenced decisions
  4. Drop original source IDs and timestamps when converting Markdown

Explanation

Correct Answer

A:

A post-tool transformation provides consistent fields without losing provenance. That is the reason to prefer “Normalize results after each tool returns while retaining original source metadata”. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance. An alternative, “Flatten all tool results into plain text before determining content type”, fails here. The agent may lose machine-readable fields and provenance. “Normalize only at final report time after mixed formats influenced decisions” does not establish the required outcome. Canonical values should be supplied promptly after each result. By comparison, “Drop original source IDs and timestamps when converting Markdown” is inadequate. Normalization must retain evidence traceability.

Incorrect Answers

B:

The agent may lose machine-readable fields and provenance. This alternative suggests “Flatten all tool results into plain text before determining content type”, whereas the supported approach is “Normalize results after each tool returns while retaining original source metadata”. A post-tool transformation provides consistent fields without losing provenance. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance.

C:

“Normalize only at final report time after mixed formats influenced decisions” is the wrong action for this case. Canonical values should be supplied promptly after each result. The supported choice is “Normalize results after each tool returns while retaining original source metadata”. A post-tool transformation provides consistent fields without losing provenance. Test the actual boundary with denied operations, inconsistent field formats, and error outcomes; an instruction in model prose is not a runtime guard.

D:

Normalization must retain evidence traceability. The proposal “Drop original source IDs and timestamps when converting Markdown” conflicts with the required decision. “Normalize results after each tool returns while retaining original source metadata” addresses the actual condition. A post-tool transformation provides consistent fields without losing provenance. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance.

Question 70

A payments auditor needs every rejected tool call recorded. What hook behavior is appropriate?

  1. Record only successful tool executions in the audit log
  2. Log the denial after allowing the forbidden operation to finish
  3. Report “blocked” without the attempted action or policy reason
  4. Log the attempted call and rejection reason in the same deterministic policy hook

Explanation

Correct Answer

D:

Audit evidence should include blocked actions, not only completed transactions. The appropriate implementation is “Log the attempted call and rejection reason in the same deterministic policy hook”. Test the actual boundary with denied operations, inconsistent field formats, and error outcomes; an instruction in model prose is not a runtime guard. An alternative, “Record only successful tool executions in the audit log”, fails here. Rejected attempts are important for authorization analysis. “Log the denial after allowing the forbidden operation to finish” does not establish the required outcome. The policy hook must block before the side effect. By comparison, “Report “blocked” without the attempted action or policy reason” is inadequate. Auditors need contextual denial evidence.

Incorrect Answers

A:

Rejected attempts are important for authorization analysis. This alternative suggests “Record only successful tool executions in the audit log”, whereas the supported approach is “Log the attempted call and rejection reason in the same deterministic policy hook”. Audit evidence should include blocked actions, not only completed transactions. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance.

B:

“Log the denial after allowing the forbidden operation to finish” is the wrong action for this case. The policy hook must block before the side effect. The supported choice is “Log the attempted call and rejection reason in the same deterministic policy hook”. Audit evidence should include blocked actions, not only completed transactions. Test the actual boundary with denied operations, inconsistent field formats, and error outcomes; an instruction in model prose is not a runtime guard.

C:

Auditors need contextual denial evidence. The proposal “Report “blocked” without the attempted action or policy reason” conflicts with the required decision. “Log the attempted call and rejection reason in the same deterministic policy hook” addresses the actual condition. Audit evidence should include blocked actions, not only completed transactions. A pre-tool hook can reject unsafe calls before their side effects occur, whereas a post-tool hook can normalize returned data after execution without losing provenance.

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

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