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Course Outline
Fundamentals of AI Agents and Alibaba Cloud Services
- Definition of AI agents and their distinction from standard chat applications.
- Common enterprise applications, including customer support, knowledge assistance, and task automation.
- Core agent components: models, prompts, tools, memory mechanisms, and workflows.
- Overview of relevant Alibaba Cloud services for constructing and hosting agents.
Environment Setup and Initial Model Interaction
- Preparing the Alibaba Cloud account, workspace, and access credentials.
- Navigating the console, APIs, and establishing a basic development environment.
- Accessing foundation models via Model Studio or related services.
- Executing an initial model call and verifying the response flow.
Constructing a Basic Agent Workflow
- Defining the agent's role, task boundaries, and expected outcomes.
- Crafting clear prompts and instructions to ensure reliable performance.
- Managing user input, response formatting, and fundamental conversation flow.
- Testing and refining the agent through practical examples.
Incorporating Enterprise Knowledge via Retrieval
- Understanding retrieval-augmented generation from a practical perspective.
- Preparing business documents and content for knowledge grounding.
- Connecting the agent to a knowledge source to enable question answering.
- Evaluating the accuracy, relevance, and traceability of generated answers.
Tool Integration, Deployment, and Operations
- Enabling the agent to invoke external tools, APIs, or lightweight cloud functions.
- Developing simple business workflows for tasks such as lookup, summarization, or ticket assistance.
- Deploying the agent for internal use with appropriate access controls.
- Monitoring logs, usage metrics, quality indicators, and costs using practical operational safeguards.
Conclusion and Implementation Planning
- Reviewing the end-to-end agent architecture and workflow.
- Identifying suitable business scenarios for pilot projects.
- Planning subsequent steps for improvement, governance, and team adoption.
Requirements
- Fundamental knowledge of cloud computing principles and web APIs.
- Practical experience navigating cloud consoles and utilizing command-line tools.
- Basic proficiency in Python programming.
Audience
- Developers seeking to create AI-driven applications on Alibaba Cloud.
- Cloud engineers and solution architects investigating AI agent use cases.
- Technical teams tasked with prototyping or deploying intelligent assistants.
7 Hours
