▸case-01 I'm setting up our AI system's query-handling protocol. Please provide a structured overview outlining how the assistant should evaluate incoming user requests for skill invocation, including how to handle seemingly simple questions and when to check available tools. | fail→fail | 14,642 | 8,269 | -44% | 1 | 1 | 0% | 2,455 | 1,554 | -37% | 0 | 0 | — |
▸case-02 Write a concise reference guide explaining how an automated coding assistant should categorize execution workflows—such as strict step-by-step procedures versus adaptable patterns—and what principles prevent skipping tool checks. | fail→pass | 11,339 | 10,463 | -8% | 1 | 1 | 0% | 1,919 | 1,880 | -2% | 0 | 0 | — |
▸case-03 Can you outline the step-by-step checklist an AI agent must follow when receiving a task, specifically detailing the priority of checking available skills relative to asking clarifying questions or dismissing a prompt as trivial? | fail→pass | 14,767 | 8,769 | -41% | 1 | 1 | 0% | 2,626 | 1,568 | -40% | 0 | 0 | — |
▸case-04 In Pytest test runner configuration for automated testing pipelines, what command-line option halts the test suite immediately after encountering the first failing test case? | fail→fail | 2,274 | 2,119 | -7% | 1 | 1 | 0% | 392 | 442 | +13% | 0 | 0 | — |
▸case-05 In object-oriented software architecture, which Gang of Four structural design pattern wraps an existing class to translate its interface into a different interface required by a client? | fail→fail | 4,130 | 2,943 | -29% | 1 | 1 | 0% | 442 | 512 | +16% | 0 | 0 | — |
▸case-06 When interactively debugging Python code using the built-in pdb debugger, what is the command syntax to pause execution at line 42 of the current file? | fail→fail | 3,426 | 2,598 | -24% | 1 | 1 | 0% | 419 | 506 | +21% | 0 | 0 | — |
▸case-07 We are configuring an automated code generator for test-driven development (TDD) feature requests. The default strategy allows the model to skip writing failing tests if the feature seems straightforward. How should a software development AI system treat TDD workflows? | fail→fail | 12,579 | 11,044 | -12% | 1 | 1 | 0% | 2,179 | 1,740 | -20% | 0 | 0 | — |
▸case-08 When an agent encounters a runtime stack trace during debugging, developer guidelines suggest letting the agent improvise its own troubleshooting steps to save execution time. How should a coding agent handle debugging procedures? | fail→fail | 11,832 | 7,284 | -38% | 1 | 1 | 0% | 1,898 | 1,292 | -32% | 0 | 0 | — |
▸case-09 An AI system is generating a repository pattern implementation for a microservice. Should the agent strictly enforce a fixed boilerplate template or adapt the pattern principles to the microservice context? | fail→fail | 10,450 | 7,109 | -32% | 1 | 1 | 0% | 1,697 | 1,062 | -37% | 0 | 0 | — |
▸case-10 When an AI agent receives an ambiguous prompt like 'Optimize the database query', the system default is to immediately prompt the user for query logs and database schema details before querying internal tool registries. What order of operations should the agent follow? | fail→fail | 10,232 | 6,919 | -32% | 1 | 1 | 0% | 1,600 | 1,239 | -23% | 0 | 0 | — |
▸case-11 A user asks an AI assistant: 'How do I center a div using CSS grid?' The agent architecture includes a rule that simple, direct questions should bypass skill invocation and rely on parametric knowledge. How should incoming user questions be handled? | fail→fail | 6,018 | 5,133 | -15% | 1 | 1 | 0% | 1,179 | 1,024 | -13% | 0 | 0 | — |
▸case-12 An agent is asked to write a single-line regex for email validation. The developer suggests skipping the regex validation skill module because loading skills for 1-line tasks is overkill. How should the agent evaluate the 'overkill' rationale? | fail→fail | 10,558 | 4,766 | -55% | 1 | 1 | 0% | 1,888 | 947 | -50% | 0 | 0 | — |
▸case-13 Our agent platform lets agents directly execute raw Python scripts without checking tool availability when the user prompt looks like standard math. What principle governs tool use across the entire methodology? | fail→pass | 13,102 | 4,025 | -69% | 1 | 1 | 0% | 2,171 | 827 | -62% | 0 | 0 | — |
▸case-14 An engineer asks an AI agent to 'clean up this legacy module'. The agent wants to ask the engineer which functions to rename before doing any tool lookup. What is the correct priority sequence for the agent? | fail→pass | 6,224 | 4,238 | -32% | 1 | 1 | 0% | 1,041 | 772 | -26% | 0 | 0 | — |
▸case-15 In an AI developer platform design, compare how the assistant should handle a step-by-step TDD protocol versus applying architectural design patterns. | fail→fail | 17,834 | 7,564 | -58% | 1 | 1 | 0% | 2,861 | 1,384 | -52% | 0 | 0 | — |
▸case-16 A developer writes an agent prompt interceptor that triggers when the agent states: 'I need more context first before checking tools.' Should this interceptor flag or allow this response? | pass→pass | 9,896 | 3,737 | -62% | 1 | 1 | 0% | 1,691 | 648 | -62% | 0 | 0 | — |
▸case-17 An AI agent logs the internal decision: 'This is just a simple question, so I will answer from memory without tool checks.' Analyze whether this decision aligns with proper agent query-handling guidelines. | pass→pass | 13,197 | 8,009 | -39% | 1 | 1 | 0% | 2,305 | 1,464 | -36% | 0 | 0 | — |
▸case-18 During an automated code migration, the agent decides: 'The skill is overkill for this minor file rename.' Explain why this reasoning is flawed according to agent skill execution methodology. | fail→fail | 10,253 | 6,613 | -36% | 1 | 1 | 0% | 1,686 | 1,150 | -32% | 0 | 0 | — |
▸case-19 Explain the role of tool use within an overall agent skill execution framework and why it is designated as a meta-skill. | fail→pass | 13,346 | 14,830 | +11% | 1 | 1 | 0% | 2,316 | 2,295 | -1% | 0 | 0 | — |
▸case-20 List two software engineering activities that an AI coding agent must treat as rigid, exact-follow workflows. | fail→pass | 7,980 | 1,849 | -77% | 1 | 1 | 0% | 1,198 | 324 | -73% | 0 | 0 | — |
▸case-21 What type of software development tasks should an AI agent handle flexibly by adapting principles to context rather than enforcing rigid steps? | pass→pass | 14,515 | 8,884 | -39% | 1 | 1 | 0% | 2,317 | 1,581 | -32% | 0 | 0 | — |
▸case-22 An incoming prompt says: 'Fix the bug in auth.py'. Should the agent ask the user 'Which bug are you referring to?' before searching for debugging skills, or search skills first? | fail→fail | 7,901 | 2,310 | -71% | 1 | 1 | 0% | 1,342 | 508 | -62% | 0 | 0 | — |
▸case-23 Why shouldn't an AI agent skip invoking a skill when a user request appears to be a trivial single-step task? | fail→pass | 12,965 | 6,365 | -51% | 1 | 1 | 0% | 1,973 | 1,006 | -49% | 0 | 0 | — |
▸case-24 An agent architecture proposal suggests checking for skills only when a task contains more than three sentences. Critique this proposal. | fail→pass | 13,533 | 9,736 | -28% | 1 | 1 | 0% | 2,120 | 1,501 | -29% | 0 | 0 | — |
▸case-25 Summarize three cognitive red flags in an AI agent's internal reasoning that signal the agent is improperly attempting to bypass skill checks. | fail→pass | 10,778 | 4,202 | -61% | 1 | 1 | 0% | 1,828 | 857 | -53% | 0 | 0 | — |