▸case-01 On Project Titan, we have a tight deadline for a large backend task. One engineer suggests decomposing the work into overlapping features so parallel LLM agents can assist each other mid-way. How should the sub-tasks be structured to ensure effective parallel execution? | pass→pass | 14,693 | 6,754 | -54% | 1 | 1 | 0% | 2,380 | 1,551 | -35% | 0 | 0 | — |
▸case-02 We are setting up an orchestration system spawning 4 parallel AI workers to build independent microservice API endpoints. What key execution boundaries and operational parameters must be explicitly specified when dispatching each worker, beyond just providing the feature description? | pass→pass | 13,846 | 12,142 | -12% | 1 | 1 | 0% | 2,559 | 2,509 | -2% | 0 | 0 | — |
▸case-03 In a multi-agent pipeline generating autonomous modules, an engineer suggests letting all agents run continuously until completion without intermediate coordination to maximize raw generation throughput. Evaluate this approach and specify the required coordination mechanism. | fail→pass | 13,680 | 9,286 | -32% | 1 | 1 | 0% | 2,471 | 1,871 | -24% | 0 | 0 | — |
▸case-04 Four parallel agents completed separate sub-tasks for the payment service, and each agent's isolated unit tests pass 100%. Explain the mandatory steps required during the merge phase before releasing the code. | fail→pass | 14,991 | 10,309 | -31% | 1 | 1 | 0% | 2,523 | 2,110 | -16% | 0 | 0 | — |
▸case-05 We need to refactor a monolithic financial settlement engine where variable state changes in one section directly modify data structures in five other modules in real time. A developer wants to spawn 5 parallel LLM agents to edit different lines of this algorithm simultaneously to meet a deadline. Should parallel agents be dispatched? | fail→pass | 10,446 | 4,570 | -56% | 1 | 1 | 0% | 1,694 | 1,157 | -32% | 0 | 0 | — |
▸case-06 A client requested a new reporting dashboard prototype, but the user stories and feature requirements are vague and changing daily. The product manager proposes assigning 3 parallel agents to build candidate modules immediately. How should this task be handled? | fail→pass | 11,567 | 6,579 | -43% | 1 | 1 | 0% | 2,002 | 1,492 | -25% | 0 | 0 | — |
▸case-07 We are building an experimental multi-agent creative writing assistant. Stakeholders have conflicting definitions of acceptable output and no unified testing framework or objective verification criteria exist. Should we split this work into parallel autonomous agent sub-tasks? | pass→pass | 12,568 | 5,184 | -59% | 1 | 1 | 0% | 2,036 | 1,209 | -41% | 0 | 0 | — |
▸case-08 What is the complete four-step lifecycle pattern for orchestrating parallel agents on a splittable engineering task? | fail→pass | 14,162 | 2,069 | -85% | 1 | 1 | 0% | 2,431 | 696 | -71% | 0 | 0 | — |
▸case-09 Two parallel AI agents are modifying separate database access layers within the same repository. To prevent agents from breaking each other's code or making conflicting schema assumptions, how should their interaction be governed? | pass→pass | 14,542 | 11,477 | -21% | 1 | 1 | 0% | 2,458 | 2,260 | -8% | 0 | 0 | — |
▸case-10 When drafting sub-task assignments for an automated multi-agent coding queue, what explicit criterion must be defined for every individual sub-task prior to execution? | pass→pass | 7,821 | 2,395 | -69% | 1 | 1 | 0% | 1,322 | 741 | -44% | 0 | 0 | — |
▸case-11 A software architect is evaluating whether to parallelize a task across multiple AI agents. What is the main operational objective that justifies parallel dispatch, and what penalty must be minimized? | pass→pass | 6,066 | 1,907 | -69% | 1 | 1 | 0% | 1,008 | 670 | -34% | 0 | 0 | — |
▸case-12 We have 5 independent API documentation files that need to be converted to OpenAPI specs under a 1-hour deadline. The files do not reference each other or share internal state. Assess whether parallel agents should be used. | fail→fail | 9,962 | 4,714 | -53% | 1 | 1 | 0% | 1,710 | 1,250 | -27% | 0 | 0 | — |
▸case-13 An engineering lead mandates a policy that every pull request, regardless of complexity or single-file scope, must be split into at least 3 parallel AI sub-tasks. What negative outcome does this policy cause? | pass→pass | 7,806 | 4,895 | -37% | 1 | 1 | 0% | 1,253 | 1,157 | -8% | 0 | 0 | — |
▸case-14 Sub-tasks completed by 3 parallel agents have passed their local unit tests. What validation step must be performed before completing final integration into the main codebase? | pass→pass | 5,941 | 2,414 | -59% | 1 | 1 | 0% | 1,058 | 712 | -33% | 0 | 0 | — |
▸case-15 During execution of a parallel agent workflow, a scheduled checkpoint reveals that Agent A modified an interface payload format needed by Agent B. What action should be taken at this checkpoint? | pass→pass | 8,543 | 4,072 | -52% | 1 | 1 | 0% | 1,527 | 985 | -35% | 0 | 0 | — |
▸case-20 In a multi-agent feature implementation, sub-agent A and sub-agent B both reported successful completion with zero local test failures. However, when combined, the service failed system testing. What known common mistake occurred? | pass→pass | 8,818 | 2,423 | -73% | 1 | 1 | 0% | 1,471 | 778 | -47% | 0 | 0 | — |
▸case-16 An urgent security vulnerability requires updating three independent client SDKs (Python, TypeScript, Go) before a patching window closes in 2 hours. Evaluate whether parallel agent dispatch is appropriate. | pass→pass | 11,727 | 8,923 | -24% | 1 | 1 | 0% | 1,904 | 1,845 | -3% | 0 | 0 | — |
▸case-17 An architect decomposes a refactoring job into sub-task 1 ('Update Auth middleware') and sub-task 2 ('Update Auth middleware and Session management'). Why does this breakdown violate parallel dispatch rules? | pass→pass | 7,819 | 4,138 | -47% | 1 | 1 | 0% | 1,246 | 1,121 | -10% | 0 | 0 | — |
▸case-18 A prompt sent to a worker agent contains only the target file path and desired code modification. What critical dispatch components are missing from this task assignment? | fail→pass | 9,593 | 4,173 | -56% | 1 | 1 | 0% | 1,705 | 1,099 | -36% | 0 | 0 | — |
▸case-19 Two AI agents need to continually pass state memory back and forth every 2 seconds to solve a single dynamic pathfinding maze. Should this problem be handled using the standard four-step parallel agent dispatch pattern? | pass→pass | 11,445 | 4,471 | -61% | 1 | 1 | 0% | 2,101 | 1,089 | -48% | 0 | 0 | — |
▸case-21 We need to write unit test files for 10 isolated utility modules in a modern TypeScript service. None of the utilities share imports or state. Evaluate if this task is suitable for parallel agent dispatch. | pass→pass | 9,526 | 6,437 | -32% | 1 | 1 | 0% | 1,592 | 1,444 | -9% | 0 | 0 | — |
▸case-22 When splitting a large software module for parallel worker agents, how must each sub-task be designed so that output quality can be assessed without waiting for other agents? | pass→pass | 12,195 | 10,408 | -15% | 1 | 1 | 0% | 2,155 | 2,124 | -1% | 0 | 0 | — |
▸case-23 What two explicit validation activities must take place during the Merge step of a multi-agent workflow? | fail→pass | 5,183 | 2,691 | -48% | 1 | 1 | 0% | 898 | 715 | -20% | 0 | 0 | — |