▸case-19 Mid-execution of the Q4 Hardware Refresh project, the CEO issued a strategic pivot canceling the hardware refresh entirely. Agents 1, 2, and 3 are currently executing active sub-tasks. How should the orchestrator update task execution? | pass→pass | 11,019 | 8,517 | -23% | 1 | 1 | 0% | 1,869 | 1,555 | -17% | 0 | 0 | — |
▸case-02 In the E-Commerce Competitor Price Monitor workflow, Agent A is stuck extracting prices from dynamic JavaScript pages, stalling Agent B's downstream price-matching engine. The standard queue strategy is to wait indefinitely for Agent A to finish. How should this pipeline stall be handled? | fail→fail | 13,784 | 11,675 | -15% | 1 | 1 | 0% | 2,118 | 1,756 | -17% | 0 | 0 | — |
▸case-01 In the Q3 FinTech SEC Filing Analysis project, three parallel worker agents are deployed: Agent 1 processes filings, Agent 2 fetches stock prices, and Agent 3 collects news. Agent 2 hangs indefinitely due to socket timeout. The default handler attempts to print raw partial output directly. What task tracking mechanism should be implemented instead? | pass→pass | 13,607 | 7,371 | -46% | 1 | 1 | 0% | 2,298 | 1,242 | -46% | 0 | 0 | — |
▸case-03 The executive board requested a high-level strategic risk summary for the Enterprise GDPR Risk Review project. Agent 4 produced a 120-page technical code-implementation guide for database encryption. Base models usually pass this document directly into the final bundle. How should the coordinator handle Agent 4's output? | pass→pass | 9,478 | 7,722 | -19% | 1 | 1 | 0% | 1,540 | 1,344 | -13% | 0 | 0 | — |
▸case-04 For the Q4 Global Expansion Analysis, Agent 1 delivered market size data, Agent 2 submitted competitive dynamics, and Agent 3 supplied regulatory hurdles as three disconnected raw text dumps. The user requested the project results. Should you deliver the three disconnected raw dumps or synthesize them? | fail→fail | 6,617 | 3,098 | -53% | 1 | 1 | 0% | 1,079 | 603 | -44% | 0 | 0 | — |
▸case-05 In the BioTech Literature Mining pipeline, four dispatched worker agents process paper batches. Agent 3 has emitted no status update or output for 30 minutes while the remaining agents completed their batches. A basic listener assumes Agent 3 is still active. How should status tracking address Agent 3? | pass→pass | 13,009 | 8,835 | -32% | 1 | 1 | 0% | 2,107 | 1,431 | -32% | 0 | 0 | — |
▸case-06 In the Q3 Marketing Campaign Strategy project, the CEO mandated a strict budget cap of $50,000. Agent 2 returned a channel allocation plan requiring a $250,000 budget. The basic merger tends to append all agent proposals into the final proposal. What action should be taken on Agent 2's output? | pass→pass | 8,574 | 6,403 | -25% | 1 | 1 | 0% | 1,432 | 1,086 | -24% | 0 | 0 | — |
▸case-07 In the Multi-Region User Sync pipeline, three worker agents attempt concurrent write operations to a single primary database table, causing persistent lock contention timeouts. The default retry mechanism loops infinitely. How should the project orchestrator resolve this failure? | pass→pass | 11,935 | 9,299 | -22% | 1 | 1 | 0% | 1,986 | 1,507 | -24% | 0 | 0 | — |
▸case-08 During the Corporate Revenue Reconciliation project, Agent 1 extracts $5.1M revenue from the ERP database, whereas Agent 2 extracts $4.6M revenue from Salesforce CRM. Rather than selecting one silently or throwing an error, how should the manager compile the final delivery report? | pass→pass | 12,569 | 8,135 | -35% | 1 | 1 | 0% | 2,033 | 1,339 | -34% | 0 | 0 | — |
▸case-09 In the Autonomous Code Refactoring project, Task C requires AST outputs from both Task A and Task B. Agent A finished, but Agent B is currently running. Agent C attempts to execute immediately with partial data. What status directive should be issued to Agent C? | pass→pass | 6,037 | 5,022 | -17% | 1 | 1 | 0% | 960 | 860 | -10% | 0 | 0 | — |
▸case-10 In the Q1 Cloud Vendor Assessment project, the CEO requested evaluation of the top 3 cloud providers. Agent C unilaterally added 12 regional cloud vendors and requested an additional 4 hours of compute. How should this scope modification be handled? | pass→pass | 10,988 | 7,157 | -35% | 1 | 1 | 0% | 1,697 | 1,186 | -30% | 0 | 0 | — |
▸case-11 In the Medical Records Parsing pipeline, Agent 2 crashed due to an out-of-memory error while handling a 2GB PDF scan. The base error handler aborts the entire multi-agent job. What coordination steps should be taken? | fail→fail | 14,034 | 7,606 | -46% | 1 | 1 | 0% | 2,246 | 1,227 | -45% | 0 | 0 | — |
▸case-12 After gathering raw bullet points and technical metrics from four specialized cloud architecture agents for the Infrastructure Modernization initiative, you need to output the final deliverable. The baseline agent simply concatenates the raw text blocks. How should the final report be formatted? | fail→fail | 14,302 | 10,277 | -28% | 1 | 1 | 0% | 2,224 | 1,670 | -25% | 0 | 0 | — |
▸case-13 In the Automated Data Ingestion suite, 12 concurrent sub-agents are performing extract-transform-load tasks. The operational manager asks for a quick project progress summary. What information should be generated from the task monitoring system? | fail→pass | 9,968 | 11,221 | +13% | 1 | 1 | 0% | 1,678 | 1,870 | +11% | 0 | 0 | — |
▸case-14 During the Live Sentiment Analysis project, Agent 3 receives HTTP 429 Too Many Requests errors from Twitter API, blocking downstream sentiment aggregation. Rather than allowing the workflow to crash, what coordination action should occur? | pass→pass | 8,207 | 6,581 | -20% | 1 | 1 | 0% | 1,269 | 1,006 | -21% | 0 | 0 | — |
▸case-15 For the Annual Security Audit deliverable, four sub-tasks (Network, IAM, Storage, Endpoint) were dispatched. Agents returned outputs for Network, Storage, and Endpoint, but the IAM agent encountered a silent timeout without output. A naive compiler generates the final report immediately with missing sections. What must be done? | pass→pass | 11,489 | 7,173 | -38% | 1 | 1 | 0% | 1,882 | 1,225 | -35% | 0 | 0 | — |
▸case-16 In the Product Roadmap Pitch project, the CEO requested a slide deck outline with executive talking points. Agent 1 delivered raw GraphQL query schemas instead. How should the orchestrator handle this sub-task deliverable? | pass→pass | 10,863 | 7,360 | -32% | 1 | 1 | 0% | 1,781 | 1,261 | -29% | 0 | 0 | — |
▸case-17 In the Document Translation Pipeline, Worker Agent 1 has 15 pending document translation tasks while Worker Agents 2 and 3 are idle. Processing time is slowing drastically. What project management action should be taken? | pass→pass | 7,947 | 4,799 | -40% | 1 | 1 | 0% | 1,312 | 877 | -33% | 0 | 0 | — |
▸case-18 In the New Feature Feasibility study, Agent 1 submitted engineering complexity metrics, Agent 2 submitted financial ROI models, and Agent 3 submitted legal compliance risks. How should these inputs be organized for executive presentation? | pass→pass | 12,528 | 9,429 | -25% | 1 | 1 | 0% | 2,072 | 1,452 | -30% | 0 | 0 | — |
▸case-20 Draft an agile sprint retrospective meeting agenda for an engineering team of 8 developers reflecting on last sprint's release cycle, including timing and discussion prompts. | pass→pass | 16,446 | 13,650 | -17% | 1 | 1 | 0% | 2,655 | 2,261 | -15% | 0 | 0 | — |
▸case-21 In the Commercial Building Construction project, Task A takes 3 days, Task B (depends on A) takes 5 days, and Task C (depends on A) takes 2 days. Task D depends on both B and C and takes 4 days. Calculate the critical path and total project duration. | pass→pass | 6,080 | 4,749 | -22% | 1 | 1 | 0% | 1,215 | 1,064 | -12% | 0 | 0 | — |
▸case-22 Create a RACI matrix (Responsible, Accountable, Consulted, Informed) for a corporate Cloud Migration project involving Cloud Architecture, Information Security, and Finance teams. | pass→pass | 12,475 | 13,605 | +9% | 1 | 1 | 0% | 2,395 | 2,451 | +2% | 0 | 0 | — |
▸case-23 In the Customer Support Automation project, executive guidance specified that all sub-agent communication drafts must maintain a professional formal tone without emojis or informal language. Agent 3 drafted customer reply emails containing informal slang and smiley emojis. What action should be taken? | pass→pass | 6,596 | 4,966 | -25% | 1 | 1 | 0% | 1,041 | 859 | -17% | 0 | 0 | — |