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Question 50
A parent sends one agent a huge unstructured transcript and the budget is exceeded before analysis. Which architecture decision would most directly meet the stated requirement?
- Pass policy version, relevant user facts, and approved limits in the new task description.
- Specify acceptance checks and evidence format in the delegated assignment.
- Mark the required preference unknown and request or carry authorized context explicitly.
- Extract task-critical facts and small structured evidence into the delegated context.
- Launch independent searches concurrently and await their results before combining evidence.
Explanation
Correct Answer
D:Extract the facts, selected quotations, task state and provenance needed for the delegated analysis into a concise structured handoff. Keep links or exact source identifiers for follow-up retrieval. This avoids wasting the subagent context window on unrelated conversation history.
Incorrect Answers
A:Policy version and approved limits matter to downstream delegation, but transmitting them does not prevent an oversized transcript from exhausting context before analysis. The parent should extract the task-critical pieces and pass only relevant bounded evidence to the subagent.
B:Acceptance checks and evidence formats help verify delegated work, but the worker still cannot analyze if its input budget is consumed by irrelevant transcript history. The actual failure is unstructured context overload, not a missing output contract.
C:Unknown preferences should be represented explicitly rather than invented, but the case already has an oversized existing transcript. Sending all 100 pages along with an unknown marker still exhausts the subagent budget. Summarize the relevant information first.
E:Parallel searches can improve throughput where independent retrievals are required, but splitting an already huge transcript among workers does not automatically provide a usable bounded handoff. Define the evidence subset each specialist needs before delegation or synthesis.
Question 51
A lead agent starts a report subagent before the search subagent has located any supporting documents. What should the team change first to resolve this exact failure mode?
- Schedule the report step only after its source-retrieval dependency succeeds.
- Launch independent searches concurrently and await their results before combining evidence.
- Exclude publication privileges from specialist review tools and execution policy.
- Require source URLs or document IDs plus a precise location for each claim.
- Use explicit draft, needs-check, and accepted states and let the lead enforce promotion.
- Restrict the subagent's tool set to the read-oriented capabilities it needs.
Explanation
Correct Answer
A:Publishing before research creates a data dependency violation: the report cannot cite documents no search agent has found. Make report composition conditional on successful retrieval and verification of source records. A failed search should produce a visible incomplete state, not trigger a fabricated sourced report.
Incorrect Answers
B:Independent search agents may run concurrently, but that does not permit the report task to start before their results are ready. Concurrency benefits independent retrieval, while synthesis has a hard input dependency. Await the verified search outputs before beginning the report.
C:Removing publish authority from a specialist is a valuable least-privilege safeguard, but it does not supply the evidence required by the report author. The observed bug is sequencing, not unauthorized publication. The coordinator must gate report execution on retrieved sources.
D:Source URLs and precise locations improve claim traceability after evidence exists. Requiring citations alone is insufficient if the report subagent begins with no documents. The parent must first complete the retrieval dependency and pass the actual documents or identifiers into the reporting task.
E:Explicit status labels can prevent a draft from being mistaken for an accepted report. But without enforcing the search-before-report dependency, the writer may still waste work or invent sources. The scheduler should withhold the report stage until evidence collection completes.
F:Read-only tool restrictions are appropriate for an evidence researcher, but they do not make missing source documents available to a report writer. The lead needs a dependency edge between retrieval and synthesis. Restricting tools addresses privilege scope rather than task order.
Question 52
A specialist invents a user preference because no such preference was included in the task. Which safeguard or workflow change provides the missing guarantee?
- Mark the required preference unknown and request or carry authorized context explicitly.
- Extract task-critical facts and small structured evidence into the delegated context.
- Specify acceptance checks and evidence format in the delegated assignment.
- Enable the approved delegation tool in the coordinator's effective tool configuration.
Explanation
Correct Answer
A:If the task lacks a required customer preference, represent that attribute as unknown and ask the authorized user or retrieve a permitted persisted value before personalizing the response. Recording the gap prevents a plausible hallucinated preference from being promoted to fact. No amount of subagent creativity substitutes for missing evidence.
Incorrect Answers
B:Passing task-critical facts can prevent context-loss errors when those facts are actually known, but the stem says no preference was included. A generic structured payload might simply preserve the omission. The system must request or retrieve the value and label it unknown in the meantime.
C:Acceptance checks and evidence formats improve the quality of specialist results, yet a specialist can still satisfy a format while guessing a nonexistent preference. The missing control is epistemic: do not invent an unobserved user attribute. Require explicit provenance or an unknown state for that field.
D:Enabling the approved delegation tool fixes an agent that cannot launch a specialist, not an agent that fabricates a value after starting. The failure is missing factual context, not tool availability. Propagate uncertainty instead of creating a preference out of the prompt.
Question 53
A task result contains a finding but not the calculation assumptions used to derive it. Which response is best supported by these operational facts?
- Include the relevant conventions, target files, and expected result in its task payload.
- Require source URLs or document IDs plus a precise location for each claim.
- Pass minimal necessary fields and redact unrelated private records from the subtask.
- Require assumptions, units, input dataset, and method with every derived number.
Explanation
Correct Answer
D:Every derived number should carry its input dataset or source extract, measurement units, assumptions, relevant time window, and method or formula. That enables the coordinator to recompute or challenge the result and avoid conflating incomparable measures. A bare finding without this lineage is not independently verifiable.
Incorrect Answers
A:Adding relevant conventions and target files can guide a specialist before it begins, but the output is still uncheckable if its assumptions are omitted. A downstream reviewer needs evidence of the actual calculation, not just the assignment. Require numeric derivation metadata in the result.
B:Source identifiers and exact passages prove where a claim may originate, but many numerical conclusions also depend on units, denominators, filters and transformations. A URL alone cannot reproduce a computed value. Return the source plus the assumptions and steps used to derive the result.
C:Redacting unnecessary private data protects confidentiality, yet it does not explain how a reported metric was calculated. A safely minimized input can still yield a misleading figure if units or assumptions are hidden. Record the derivation while protecting sensitive fields.
Question 54
A coordinator defines specialist prompts with contradictory output schemas for the same aggregation step. Which design adjustment is most suitable under the stated constraints?
- Return its concrete artifact path, status, and validation evidence in the handoff.
- Enable the approved delegation tool in the coordinator's effective tool configuration.
- Standardize the handoff schema while preserving role-specific evidence fields.
- Define a bounded objective, deliverable fields, and stop criteria for that specialist.
Explanation
Correct Answer
C:Specify one common schema for fields that the aggregation step consumes, such as claim, evidence, source ID, status and confidence limitations, while allowing explicit extension fields for each role. Validate every specialist handoff against that contract before combining results. This avoids accidental mismatches while retaining relevant detail.
Incorrect Answers
A:Artifact paths and status fields help the coordinator locate work, but specialists can still emit contradictory column names and data types under different schemas. A shared aggregation step cannot safely merge incompatible structures. Standardize the common result contract first.
B:Enabling delegation gives the coordinator permission to launch specialists, but launching agents with conflicting schemas can make the merge fail faster. Tool availability is orthogonal to interface compatibility. Define the output contract all branches must satisfy.
D:A bounded objective and deliverable fields help one specialist focus, but if several independently define deliverable types the coordinator can still receive incompatible records. The failure is cross-branch interface consistency, not simply vague assignments. Agree on shared field names, types and required properties.
Question 55
A subagent writes a file and only returns 'saved', with no verified path or digest. What targeted change avoids repeating this failure?
- Accept the single-word response "saved" as sufficient evidence without asking which file was created or tested.
- Standardize the handoff schema while preserving role-specific evidence fields.
- Require source URLs or document IDs plus a precise location for each claim.
- Schedule the report step only after its source-retrieval dependency succeeds.
- Return its concrete artifact path, status, and validation evidence in the handoff.
Explanation
Correct Answer
E:After writing a file, the worker should identify the exact destination, report success or failure, and provide a verifiable check such as size, digest or readback. The coordinator can then confirm that the expected artifact exists before presenting it as saved. Bare success prose is not sufficient.
Incorrect Answers
A:The phrase “saved” gives no information about the actual artifact or its integrity. An accepting coordinator might later claim the file exists without a verified location. Require the worker to return the created path, observable status, and check results rather than a generic confirmation.
B:A standardized handoff schema can make subagent reports easier to parse, but it must include the specific file path and verification fields for this write task. A generic summary schema without artifact identity still cannot prove where the agent saved the output.
C:Source citations are useful for report claims and data lineage, but this task concerns an output file, not the origin of an external fact. A document citation does not prove the output file exists at its destination or matches the requested bytes.
D:Gating report generation on research retrieval is important for a different workflow dependency. Here the specialist already claims to have written an artifact; the missing evidence is path, write result, file identity and validation. Sequencing unrelated searches will not repair that handoff.
Question 56
A lead agent adds a broad website publishing tool to a reviewer assigned to identify errors. Which corrective action most directly addresses the observed failure?
- Exclude publication privileges from specialist review tools and execution policy.
- Enable the approved delegation tool in the coordinator's effective tool configuration.
- Instruct the reviewer to prefer read-only tools, but leave its broad publishing capability authorized.
- Pass policy version, relevant user facts, and approved limits in the new task description.
Explanation
Correct Answer
A:Remove publishing and deployment capabilities from the reviewer’s available tools and enforce a deny rule at the relevant execution boundary. The reviewer needs read, search and reporting operations, not permission to alter the live site. Tool restrictions are stronger than prompt-level intent when an accidental call could publish.
Incorrect Answers
B:Enabling a delegation mechanism may help the coordinator create the reviewer, but it can also reproduce an overprivileged reviewer unless permissions are scoped. The reported problem is unnecessary publication authority, not a missing delegation tool. Limit the specialist’s actual execution capabilities.
C:A prompt saying “prefer read tools” does not prevent a model from calling a permitted publishing operation by mistake or instruction injection. The tool permission remains available even if the reviewer’s assignment is read-only. Deny publication explicitly through the tool boundary.
D:Passing policy version and task limits improves the reviewer instructions and factual context, but these are advisory to the model. If the publishing API remains enabled, the specialist can still execute a side effect. Use effective permission enforcement rather than relying exclusively on natural-language restrictions.
Question 57
A subagent's preliminary draft is described as approved before the coordinator validates it. Which implementation choice best closes the specific gap described?
- Enable the approved delegation tool in the coordinator's effective tool configuration.
- Schedule the report step only after its source-retrieval dependency succeeds.
- Restrict the subagent's tool set to the read-oriented capabilities it needs.
- Use explicit draft, needs-check, and accepted states and let the lead enforce promotion.
Explanation
Correct Answer
D:Represent each specialist handoff as draft or needs-check until the lead verifies its evidence, constraints and acceptance criteria. Promote it to accepted only through an explicit coordinator decision with recorded checks, then permit downstream use. This prevents preliminary wording from masquerading as approval.
Incorrect Answers
A:Giving the coordinator the approved delegation tool controls who can launch specialist tasks, but it does not decide when their outputs are fit for release. An unvalidated draft could still be mislabeled approved. Introduce explicit state transitions and a check before promotion.
B:Waiting for source retrieval protects against a report beginning before its dependencies, but the retrieved specialist draft may still contain errors. Completion of upstream work is not the same as substantive approval. Require validation evidence before changing artifact status.
C:Read-only specialist tools reduce unsafe direct edits or publication, but the coordinator can still mistakenly call an unreviewed result accepted. Permission scope alone does not provide an approval lifecycle. Distinguish draft, review-needed and accepted states.
Question 58
A coordinator must compare two independent implementation proposals without mixing their explorations. Which architecture decision would most directly meet the stated requirement?
- Launch independent searches concurrently and await their results before combining evidence.
- Enable the approved delegation tool in the coordinator's effective tool configuration.
- Create isolated specialist branches and compare structured tradeoffs centrally.
- Extract task-critical facts and small structured evidence into the delegated context.
Explanation
Correct Answer
C:Launch two specialist branches with independently scoped work and separate scratch contexts, each reporting costs, risks, test evidence and assumptions in the same structured format. Have the coordinator compare those outputs without letting one branch rewrite the competing branch premises. This preserves independence while providing a coherent final decision.
Incorrect Answers
A:Concurrent searches can speed independent evidence gathering, but simple parallelism does not guarantee that two proposed implementations remain isolated in their working contexts. Cross-contaminated intermediate assumptions defeat the requested comparison. Use separate specialist branches with a common comparison contract.
B:Enabling the delegation tool permits additional agents but does not define isolated branches, independent inputs or the criteria by which the lead will compare results. The problem is architecture for a fair proposal comparison. Configure two separated investigations and a shared aggregation decision.
D:Extracting task facts into structured context can help a single specialist avoid losing information, but it is not equivalent to running two isolated design explorations. A common task packet should seed both branches without shared mutable exploration state. The coordinator still needs to compare their separate results.
Question 59
A refund agent sometimes calls process_refund before checking the customer identity or eligibility of the referenced purchase. The team must prevent unauthorized refunds while still allowing legitimate ones. Select TWO coordinated controls for this exact refund workflow.
- Require the workflow to verify the requester identity and eligible order before it attempts a refund.
- Use a policy-enforcing tool boundary that rejects process_refund calls lacking a signed, order-scoped verification token.
- Increase the refund tool timeout so identity verification can finish after money has already been returned.
- Ask the agent to apologize after executing an unverified refund and record the incident for later review.
- Allow all refunds under a fixed dollar limit without checking whose order is being refunded.
Explanation
Correct Answers
A:An eligibility and identity check binds the monetary operation to an authenticated customer and a refundable purchase. Without that earlier decision, a well-formed refund request can still target someone else’s order or violate policy. This is the business prerequisite, not merely a friendly instruction in model text.
B:A host-side authorization check makes the prerequisite enforceable even if the model proposes an unsafe call or skips a step. The approval token should bind the verified customer, order, amount and allowed action and expire appropriately. This prevents prompt variation from bypassing financial authorization.
Incorrect Answers
C:More time for an API request does not fix the order of operations. Once a refund has executed, later identity evidence cannot undo an unauthorized transfer reliably. Verification must succeed before the sensitive tool is allowed to run; a timeout only affects request handling.
D:A post-action apology and log entry support communication and investigation but do not enforce the required financial access boundary. The unauthorized side effect has already occurred. Preventive identity/eligibility checks and an enforcing host boundary are required before process_refund.
E:A small amount is not proof that a caller owns the order or that policy permits the transaction. Attackers can repeat small refunds or target arbitrary customers. Identity and order-scope authorization remain necessary regardless of the monetary threshold.
Question 60
A billing agent is required to check account status before any charge but sometimes skips the lookup. Which safeguard or workflow change provides the missing guarantee?
- Reject operations outside the exposed tool contract at the application authorization boundary.
- Record status as unavailable, retry within budget, or escalate rather than invent fulfillment.
- Authenticate the customer and bind the requested resource to that verified identity.
- Fail closed until all required eligibility fields are present and validated.
- Make the account-check step a mandatory application workflow predecessor.
Explanation
Correct Answer
E:Implement the account-state verification as a mandatory application step before the charge tool is allowed to execute. Pass its validated output to the payment decision, and reject or defer the charge when verification fails. A model-generated plan alone cannot make the required prerequisite deterministic.
Incorrect Answers
A:Tool authorization stops unapproved operations, but a permitted charge might still bypass the required account-status check unless the host workflow imposes a dependency. The missing guarantee is that status verification always occurs before charge execution, even if the model omits it.
B:When fulfillment lookup fails, a safe agent should not fabricate a shipping status, but this is a billing charge with a mandatory prerequisite. Handling unrelated order statuses does not force account verification before the payment tool runs.
C:Customer authentication proves which person initiated the request and should bind protected resources to that identity. It is not a substitute for checking the account’s current status, such as whether it is blocked or closed, immediately before charging.
D:Failing closed on missing eligibility fields is useful after a status lookup, but it does not guarantee the application calls that lookup on every path. The host must enforce the account-check step as a predecessor instead of relying on optional model planning.
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