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Course Outline
AI Agent Fundamentals and Alibaba Cloud Services
- Defining AI agents and distinguishing them from standard chat applications
- Exploring common enterprise use cases including support, knowledge assistance, and task automation
- Identifying core agent components: models, prompts, tools, memory, and workflows
- Surveying relevant Alibaba Cloud services for agent development and hosting
Environment Setup and Initial Model Interaction
- Configuring the Alibaba Cloud account, workspace, and access credentials
- Examining the console, APIs, and basic development environment
- Accessing foundation models via Model Studio or equivalent services
- Executing a first model call and verifying the response pipeline
Constructing a Basic Agent Workflow
- Defining the agent's role, task limits, and expected outcomes
- Crafting precise prompts and instructions to ensure consistent behavior
- Handling user input, response formatting, and basic conversation dynamics
- Testing and refining the agent through practical scenarios
Integrating Enterprise Knowledge via Retrieval
- Applying retrieval-augmented generation in a practical context
- Preparing business documents and content for knowledge grounding
- Linking the agent to knowledge sources for effective question answering
- Evaluating answer accuracy, relevance, and traceability
Tool Utilization, Deployment, and Operations
- Enabling the agent to interact with external tools, APIs, or lightweight cloud functions
- Creating simple business workflows such as data lookup, summarization, or ticket support
- Deploying the agent for internal use with robust access controls
- Monitoring logs, usage, quality, and costs with practical operational safeguards
Conclusion and Implementation Strategy
- Reviewing the end-to-end agent architecture and workflow
- Identifying optimal business scenarios for pilot projects
- Planning subsequent steps for improvement, governance, and team adoption
Requirements
- Familiarity with fundamental cloud computing concepts and web APIs
- Practical experience navigating cloud consoles and command-line interfaces
- Foundational Python programming skills
Audience
- Developers aiming to create AI-driven applications on Alibaba Cloud
- Cloud engineers and solution architects investigating AI agent applications
- Technical teams tasked with prototyping or implementing intelligent assistants
7 Hours
