30-Day AI Journey
Practical AI education for your team — from fundamentals to strategy. One lesson a day, each with a hands-on exercise.
What AI Actually Is (And Isn't)
AI is pattern matching at massive scale — not magic, not sentience. Here's what it actually does and why it matters for your team.
How LLMs Work in 3 Minutes
LLMs predict the next word — like phone autocomplete trained on the entire internet. Once you understand this, you use AI completely differently.
When to Use AI vs. When Not To
The 80% rule: use AI when the task is language-heavy and a good-enough draft saves you time. Avoid it when accuracy is critical and hard to verify.
Why Your Competitors Are Investing in AI Right Now
Mid-market companies using AI report 15-30% productivity gains — and the advantage compounds monthly. The cost of waiting is higher than the cost of starting.
Your First AI Win: 5 Things You Can Do Today
Five things you can do right now with AI — zero setup, zero code, zero IT tickets. Pick one and try it before lunch.
The Art of Prompting: How to Talk to AI
Five prompting patterns that cover 90% of what you need. Learn these and you'll get dramatically better AI results immediately.
AI Tools Landscape: What's Out There
A practical guide to the AI tools that actually work — organized by what you need to do, not what's trending.
AI Hallucinations: Why AI Makes Stuff Up
AI doesn't lie — it predicts plausible text. Sometimes plausible and true diverge. Here's how to protect yourself.
Coding with AI: Getting Started with AI Assistants
AI coding assistants deliver 30-50% productivity gains on routine tasks. Here are the big three tools and where they shine.
The Real Cost of Waiting on AI
The productivity gap, the talent war, and the compounding capability curve — three reasons the cost of waiting on AI is higher than the cost of starting.
Prompt Engineering: Advanced Patterns
Okay, you've got the basics from Day 6 — be specific, give context, iterate. Now let's level up. These four patterns are what separate "pretty good AI output" from "holy cow, this ...
Calling AI APIs: A Practical Guide
This one's for the dev team — but anyone curious about how AI gets built into real products, stick around. The leap from "using ChatGPT in a browser" to "AI integrated into your ap...
AI Ethics in 10 Minutes
I know, I know — "ethics" sounds like a lecture. But this is actually the most practical thing we'll cover this week, because these are the mistakes that get companies in the news ...
Build vs. Buy: Off-the-Shelf AI vs. Custom Solutions
This is one of the most expensive questions to get wrong — so let me give you a framework that'll save your team months of debate. **Default to buy. Seriously.** For most mid-mark...
RAG Explained: Teaching AI About Your Data
Okay, this is one of my favorite topics because it unlocks something magical: AI that actually knows about YOUR company. Out of the box, ChatGPT and Claude know about the internet....
AI-Powered Workflows: 3 Before/After Examples
Enough theory — let me show you three real workflows that teams like yours have transformed with AI. Same work, dramatically less time. **Workflow 1: Email Triage (Customer Suppor...
Measuring AI ROI: What to Track and How
Here's the thing your board actually wants to know: is this AI stuff worth the money? And here's the honest answer: it is, but only if you measure it right. "We're using AI now" is...
AI in Your CI/CD Pipeline
Dev team — this one's going to change how you think about your build pipeline. AI isn't just for writing code. It's increasingly useful for everything that happens *after* you writ...
AI for Non-Technical Teams: Sales, HR, Marketing, Ops
This one's for everyone who doesn't write code — because some of the biggest AI wins are happening in departments that never expected to be "AI teams." No code required for any of ...
Data Privacy and AI: What You Need to Know
Okay, this is one of those topics where getting it wrong has real consequences — so let's make sure you're protected. Every time you use an AI tool, data moves. Understanding where...
Evaluating AI Outputs: Is It Actually Working?
So you've been using AI for a few weeks now — drafting, brainstorming, analyzing. But here's the question nobody asks enough: how do you know the output is actually good? "It looks...
AI Governance 101: Policies Your Company Needs
I know "governance" sounds like the opposite of fun, but hear me out — this is the stuff that keeps your AI adoption from blowing up in your face. And it's way simpler than you thi...
Fine-Tuning vs. Prompting vs. RAG: When to Use Each
Your technical team is going to ask this question soon (if they haven't already): "Should we fine-tune a model?" And 9 times out of 10, the answer is no — not yet. Let me explain t...
Building Your Personal AI Toolkit
We're in Week 4 — you've been using AI tools, learning prompting patterns, and figuring out where AI fits in your work. Now let's lock in your personal setup. Not 15 tools you'll f...
Security and AI: What Your Team Needs to Know
Dev team — this one's critical. AI tools are powerful, but they introduce attack surfaces that traditional security doesn't cover. Here are the threats to know about and the defens...
Staying Current Without Drowning
AI moves fast. Like, "the tool you learned last month has a major new feature and two new competitors" fast. But you don't need to follow everything. You need a 15-minute weekly ro...
AI Meeting Notes, Summaries, and Action Items
I saved this one for late in the journey because it's deceptively simple — and it might be the single highest-ROI AI tool for anyone who sits in meetings. If you're spending time t...
Identifying Your Top 3 AI Opportunities
We're in the home stretch — Day 28 of 30. You've learned what AI is, how to use it, and where the risks are. Now let's get strategic. This is a structured exercise that should take...
From Prototype to Production: Shipping AI Features
Dev team — you've built an AI prototype that works. The demo went great. Now someone wants it in production. This is where most AI projects die, and it's not because the tech fails...
Your 90-Day AI Roadmap
You made it. 30 days. You went from "what even is AI?" to understanding LLMs, prompt engineering, tool selection, security, governance, ROI measurement, and strategic planning. Tha...
Days 11–30 coming soon — more lessons on advanced prompting, AI strategy, team workflows, and more.
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