Intermediate
Level up with chain-of-thought reasoning, multi-model strategies, prompt chaining, and context engineering.
Chain-of-Thought Reasoning
Unlock better AI reasoning by guiding models to think step by step.
What Is Chain-of-Thought Prompting?
Understand the technique that dramatically improves AI reasoning on complex problems.
Zero-Shot Chain-of-Thought
The simplest way to trigger reasoning — just add one phrase to your prompt.
When CoT Hurts in Modern Models
Chain-of-thought is not always beneficial. Learn when to skip it.
Multi-Model Mastery
Learn the strengths of different AI models and how to choose the right one.
GPT vs Claude vs Gemini
Understand the practical differences between the major AI models.
Model Selection Strategy
A practical framework for choosing the right model for every task.
Cross-Model Prompt Adaptation
How to adapt your prompts when switching between different AI models.
Prompt Chaining & Workflows
Build multi-step AI workflows that tackle complex problems systematically.
Breaking Down Complex Tasks
Why one giant prompt often fails and how to decompose tasks for better results.
Output-to-Input Pipelines
How to structure prompt outputs so they feed cleanly into the next step.
Error Handling in Chains
What to do when a step in your chain fails or produces poor output.
Context Engineering
Master the art of managing what information goes into your prompts and how.
The Context Window as RAM
Understand how context windows work and why they are the most important constraint in prompting.
Optimal Prompt Length
How long should your prompts be? The answer depends on the task.
Context Rot & Management
How conversation context degrades over time and strategies to keep it fresh.
Multimodal Prompting
Go beyond text: prompt AI with images, generate visuals, and work with audio and video.
Vision Model Prompting
How to effectively prompt AI models that can see and understand images.
Text-to-Image Prompting
Craft effective prompts for AI image generators like DALL-E, Midjourney, and Stable Diffusion.
Working with Audio & Video
Prompting strategies for AI models that process audio and video content.
Iterative Refinement
Systematic methods for improving your prompts through testing and iteration.
Memory & Multi-Turn
Harness conversation memory, custom instructions, and system prompts for persistent AI behavior.
Custom Instructions
Set up persistent preferences that shape every AI conversation automatically.
Conversation Memory Strategies
How to manage multi-turn conversations for persistent, coherent AI interactions.
System Prompts Deep Dive
Master the system prompt — the most powerful configuration tool for AI behavior.
Earn Your Certificate
Complete all lessons and pass the certification exam to earn a verifiable certificate for the Intermediate track.
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