AI World 2 · Grounded Answers · Stage 6

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Five tickets, one symptom each: read the sync history and the retrieval trace before you touch the model.

Domain: AI and machine learning
World: AI World 2: Grounded Answers (Associate)
Game type: Evidence desk: Each ticket is the reporter's words: find its cause in the evidence.
Time: About 30 minutes on a first attempt (estimated)
Exam guides: MLA-C02Skill 2.3.10: Configure RAG system monitoring, including retrieval accuracy assessment; Skill 3.3.11: Configure AI-specific pipeline orchestration for RAG system updates and knowledge base refresh cycles
AIP-C01Skill 5.2.1: Resolve content handling issues to ensure that necessary information is processed completely in FM interactions (for example, by using context window overflow diagnostics, dynamic chunking strategies, prompt design optimization, truncation-related error analysis); Skill 5.2.4: Troubleshoot retrieval system issues to identify and resolve problems that affect information retrieval effectiveness for FM augmentation (for example, by using model response relevance analysis, embedding quality diagnostics, drift monitoring, vectorization issue resolution, chunking and preprocessing remediation, vector search performance optimization)