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Course Outline
AI Agent Fundamentals and Alibaba Cloud Services for Government
- Understanding what AI agents are and how they differ from standard chat applications for government use.
- Common enterprise use cases in the public sector, such as customer support, knowledge assistance, and task automation.
- Core components of AI agents: models, prompts, tools, memory, and workflows, tailored for government operations.
- Overview of relevant Alibaba Cloud services for building and hosting agents for government applications.
Environment Setup and First Model Interaction
- Preparing the Alibaba Cloud account, workspace, and access credentials for government use.
- Reviewing the console, APIs, and basic development setup for government applications.
- Accessing foundation models through Model Studio or related services for government projects.
- Making a first model call and validating the response flow in a government context.
Building a Simple Agent Workflow
- Defining the agent's role, task boundaries, and expected outputs for government tasks.
- Writing clear prompts and instructions to ensure reliable behavior in government applications.
- Managing user input, response formatting, and basic conversation flow for efficient government service delivery.
- Testing and refining the agent with practical examples relevant to government operations.
Adding Enterprise Knowledge with Retrieval
- Understanding retrieval-augmented generation in practical terms for government use.
- Preparing business documents and content for knowledge grounding in government contexts.
- Connecting the agent to a knowledge source for accurate question answering in government operations.
- Evaluating whether answers are accurate, relevant, and traceable for government accountability.
Tool Use, Deployment, and Operations
- Enabling the agent to call external tools, APIs, or lightweight cloud functions for government tasks.
- Building simple business workflows such as lookup, summarization, or ticket assistance for government services.
- Deploying the agent for internal use with appropriate access control in government environments.
- Monitoring logs, usage, quality, and cost with practical operational safeguards for government operations.
Wrap-Up and Implementation Planning
- Reviewing the end-to-end agent architecture and workflow for government use.
- Identifying suitable business scenarios for pilot projects in government agencies.
- Planning next steps for improvement, governance, and team adoption of AI agents for government operations.
Requirements
- A fundamental understanding of cloud computing concepts and web APIs
- Experience utilizing a cloud console and command-line tools
- Basic proficiency in Python programming
Audience
- Developers interested in constructing AI-powered applications on Alibaba Cloud for government use
- Cloud engineers and solution architects investigating AI agent applications
- Technical teams tasked with prototyping or deploying intelligent assistants
7 Hours