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Course Outline
Fundamentals of AI Agents and Alibaba Cloud Services
- Distinguishing AI agents from standard chat applications.
- Common enterprise use cases, including customer support, knowledge assistance, and task automation.
- Essential agent components: models, prompts, tools, memory, and workflows.
- An overview of relevant Alibaba Cloud services for building and hosting agents.
Environment Setup and Initial Model Interaction
- Setting up the Alibaba Cloud account, workspace, and access credentials.
- Familiarizing with the console, APIs, and basic development setup.
- Accessing foundation models via Model Studio or related services.
- Executing an initial model call and validating the response flow.
Constructing a Simple Agent Workflow
- Defining the agent's role, task boundaries, and expected outputs.
- Crafting clear prompts and instructions to ensure reliable behavior.
- Managing user input, response formatting, and basic conversation flow.
- Testing and refining the agent using practical examples.
Integrating 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 question-answering capabilities.
- Evaluating the accuracy, relevance, and traceability of answers.
Tool Integration, Deployment, and Operations
- Enabling the agent to invoke external tools, APIs, or lightweight cloud functions.
- Building simple business workflows such as lookups, summarization, or ticket assistance.
- Deploying the agent for internal use with appropriate access controls.
- Monitoring logs, usage, quality, 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 next steps for improvement, governance, and team adoption.
Requirements
- Fundamental knowledge of cloud computing concepts and web APIs
- Experience navigating cloud consoles and command-line interfaces
- Basic proficiency in Python programming
Audience
- Developers aiming to build 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
