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Last Updated: Nov 01, 2026

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Alibaba LLM-ACP Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: LLM Retrieval-Augmented Generation20%- RAG Architecture and Implementation
  • 1. RAG pipeline optimization and answer evaluation
    • 2. Knowledge ingestion, chunking, embedding, and retrieval
      Topic 2: Production Environment Application Practices16%- Deployment, Evaluation, and Operations
      • 1. Application deployment, monitoring, and performance optimization
        • 2. Security, compliance, and production reliability
          Topic 3: LLM Fine-Tuning16%- Model Adaptation and Fine-Tuning
          • 1. Evaluating and improving fine-tuned model performance
            • 2. Fine-tuning methods and training data preparation
              Topic 4: LLM Application Development17%- Large Language Model APIs and Application Architecture
              • 1. Building LLM applications using model service APIs
                • 2. Integrating models into business workflows
                  Topic 5: LLM Prompt Engineering15%- Prompt Design and Optimization
                  • 1. Improving response quality and controlling model behavior
                    • 2. Prompt patterns, context design, and instruction optimization
                      Topic 6: Multi-Agent and Multimodal Applications16%- Agent and Tool Integration
                      • 1. Tool calling and agent workflow design
                        • 2. Multimodal application development
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