Ai Agents

Learn Ai Agents in a practical order—from the fundamentals to work you can confidently share.

In short— Hakuna kurukaruka tutorials. Follow the route, practice each stage, then ship kitu real.

Free roadmap

What you'll learn

Click any stage kufungua full details.

01Stage 01Start with the dataWhat Is Agent Memory • What Is Prompt Engineering • Basic Backend Development

Build the maths, data and coding foundation before chasing models.

Focus on

  • What Is Agent Memory
  • What Is Prompt Engineering
  • Basic Backend Development
Build check: Write a one-page Ai Agents glossary in your own words.

Usibinge theory pekee—test hii stage kwa project ndio ishike.

02Stage 02Core building blocksUnderstand The Basics Of Rag • Gemini Function Calling • Llm Native Function Calling

Connect the important concepts so you can explain what the tools are doing—not just copy commands.

Focus on

  • Understand The Basics Of Rag
  • Gemini Function Calling
  • Llm Native Function Calling
Build check: Complete three focused Ai Agents exercises without following a full tutorial.

Usibinge theory pekee—test hii stage kwa project ndio ishike.

03Stage 03Everyday workflowOpenai Functions Calling • Data Analysis • Data Privacy Pii Redaction

Practice the techniques you will use repeatedly in real projects and team environments.

Focus on

  • Openai Functions Calling
  • Data Analysis
  • Data Privacy Pii Redaction
Build check: Recreate a small Ai Agents example, then change one major requirement.

Usibinge theory pekee—test hii stage kwa project ndio ishike.

04Stage 04Build something usefulDatabase Queries • Rag And Vector Databases • API Requests

Turn the knowledge into a small project with a clear user, purpose and finish line.

Focus on

  • Database Queries
  • Rag And Vector Databases
  • API Requests
Build check: Build a useful mini-project with Ai Agents.

Usibinge theory pekee—test hii stage kwa project ndio ishike.

05Stage 05Quality and productionOpenai Assistant API • Rest API Knowledge • Web Scraping Crawling

Add testing, security, performance and maintainability before calling the work complete.

Focus on

  • Openai Assistant API
  • Rest API Knowledge
  • Web Scraping Crawling
Build check: Review, test and improve the project like it is going to real users.

Usibinge theory pekee—test hii stage kwa project ndio ishike.

06Stage 06Ship proofActing Tool Invocation • Anthropic Tool Use • Tool Definition

Publish a polished project, document your decisions and make the learning visible.

Focus on

  • Acting Tool Invocation
  • Anthropic Tool Use
  • Tool Definition
Build check: Publish the project with a clear README and a short build story.

Usibinge theory pekee—test hii stage kwa project ndio ishike.

Now build kitu real.

Pick a project that solves an actual problem, ship it, then explain your choices. Hapo ndio skill inakuwa proof.

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