The AI Skills Nobody Teaches
Based on 8,043 AI conversations and 278,532 messages across 39 months on 4 platforms. A practitioner's guide to the skills between "asking questions" and "writing code."
Explore the CourseThe Gap Nobody Talks About
Browser AI is a smart advisor.
Terminal AI is a workforce you command.
The Data
Every conversation logged. Every platform tracked. This is what the journey from Level 1 to Level 8 actually looks like.
Jan 2023 - Mar 2026 across all platforms
The Journey
Not a curriculum. A lived experience, measured and documented in real time.
The first ChatGPT conversation. Simple questions, simple answers. The novelty phase that nearly everyone experiences but few move beyond.
48 conversationsSomething clicked. 374 conversations in a single month. Every workflow got tested. Every use case explored. The compulsion phase.
374 conversations/monthAI became infrastructure, not novelty. Sustained 150-200 conversations per month across instruction design, writing, and analysis. The tool became invisible.
150-200 conv/month sustainedGPT-5 era. New capabilities demanded new approaches. Multi-platform usage surged. Claude, Grok, and specialized tools entered the stack.
300+ conversations/monthThe moment everything changed. Moved from browser-based chat to terminal-based AI. Claude Code replaced ChatGPT as the primary tool. AI stopped advising and started building.
The inflection pointMCP servers, multi-agent systems, automated pipelines. AI became a managed workforce, not a conversational partner. 1,190 Claude Code sessions in 5 months.
1,190 sessions in 5 monthsPersonal frameworks codified. Teaching methodology developed. The ability to not just use AI, but to architect systems of AI agents working in concert. Level 8.
Level 8 / 10The Course
A practitioner-built curriculum that bridges the gap between "I use ChatGPT" and "I orchestrate AI systems."
AI fundamentals, platform selection, and the art of the first conversation. Learn why most people plateau here and what makes the difference between casual users and power users.
Prompt compression, custom instructions, system prompts. The techniques that separate effective communicators from everyone else. Why one platform is never enough.
Installing Claude Code. Your first terminal session. The moment AI stops being a chatbot and becomes an engineering partner. This is where everything changes.
APIs, automation scripts, CLI tools, and workflow integration. AI touches every system you work with. Build the connective tissue between AI and your existing stack.
MCP servers, multi-agent architectures, memory systems, and managed AI workforces. Move from using one AI to commanding many. This is the workforce paradigm.
Developing personal frameworks, codifying institutional knowledge, and teaching AI proficiency to others. The transition from practitioner to architect.
Read the Research
The full analysis, published as a series. Data, methodology, frameworks, and the case for a new kind of AI education.
Ed.D. Educational Technology
About the Author
Dr. Charles Martin holds an Ed.D. in Educational Technology from the University of Florida, an MA in Middle Grades Education from Georgia State University, and certifications in school leadership from USC. His career spans K-12 teaching in Abu Dhabi, instructional design at Age of Learning and Microsoft, intelligence work at DNI, curriculum development for the US Army, and clinical education at UCLA Health.
Today he serves as an Instructional Systems Designer at Eccalon (federal contracting) and VP at ModelIt through Discovery Collective, pioneering AI-powered workflows in education and defense training.
8,043 conversations. Level 8/10. And counting.