Prompt Engineering

Learn Prompt Engineering 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 dataIntroduction • What Is A Prompt • What Is Prompt Engineering

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

Focus on

  • Introduction
  • What Is A Prompt
  • What Is Prompt Engineering
Build check: Write a one-page Prompt Engineering glossary in your own words.

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

02Stage 02Core building blocksAgents • AI Red Teaming • AI Vs Agi

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

Focus on

  • Agents
  • AI Red Teaming
  • AI Vs Agi
Build check: Complete three focused Prompt Engineering exercises without following a full tutorial.

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

03Stage 03Everyday workflowAnthropic • Automatic Prompt Engineering • Calibrating Llms

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

Focus on

  • Anthropic
  • Automatic Prompt Engineering
  • Calibrating Llms
Build check: Recreate a small Prompt Engineering example, then change one major requirement.

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

04Stage 04Build something usefulChain Of Thought Cot Prompting • Context Window • Contextual Prompting

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

Focus on

  • Chain Of Thought Cot Prompting
  • Context Window
  • Contextual Prompting
Build check: Build a useful mini-project with Prompt Engineering.

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

05Stage 05Quality and productionFine Tuning Vs Prompt Engg • Frequency Penalty • Google

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

Focus on

  • Fine Tuning Vs Prompt Engg
  • Frequency Penalty
  • Google
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 proofHallucination • Llm • Llm Self Evaluation

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

Focus on

  • Hallucination
  • Llm
  • Llm Self Evaluation
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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