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Course Outline
AI Agent Fundamentals and Alibaba Cloud Services
- Differentiating AI agents from standard chat applications
- Common enterprise applications including support, knowledge assistance, and task automation
- Core agent components: models, prompts, tools, memory, and workflows
- An overview of Alibaba Cloud services suitable for building and hosting agents
Environment Setup and Initial Model Interaction
- Configuring the Alibaba Cloud account, workspace, and access credentials
- Familiarizing with the console, APIs, and basic development environment
- Gaining access to foundation models via Model Studio or similar services
- Executing an initial model call and verifying the response flow
Constructing a Simple Agent Workflow
- Defining the agent's role, task scope, and expected outputs
- Crafting precise prompts and instructions to ensure consistent behavior
- Handling user input, response formatting, and basic conversation dynamics
- Testing and refining the agent using practical examples
Incorporating Enterprise Knowledge via Retrieval
- Understanding retrieval-augmented generation in a practical context
- Preparing business documents and content for knowledge grounding
- Connecting the agent to a knowledge source for query resolution
- Evaluating the accuracy, relevance, and traceability of responses
Tool Integration, Deployment, and Operations
- Enabling the agent to invoke external tools, APIs, or lightweight cloud functions
- Developing simple business workflows such as lookups, summarization, or ticket support
- Deploying the agent for internal use with appropriate access controls
- Monitoring logs, usage metrics, quality indicators, and costs with practical operational safeguards
Conclusion and Implementation Planning
- Reviewing the end-to-end agent architecture and workflow
- Identifying appropriate business scenarios for pilot projects
- Outlining next steps for improvement, governance, and team adoption
Requirements
- Fundamental knowledge of cloud computing concepts and web APIs
- Practical experience navigating cloud consoles and command-line interfaces
- Foundational proficiency in Python programming
Target Audience
- Developers aiming to construct AI-driven applications on Alibaba Cloud
- Cloud engineers and solution architects investigating AI agent use cases
- Technical teams focused on prototyping or deploying intelligent assistant solutions
7 Hours