Data Engineer to AI Engineer: Why Now Is the Time to Make the Move
Are you a data engineer watching AI do your job in minutes? Here’s why one engineer I spoke with is moving into AI engineering now — not in three years. I’ll call him Sameer. Data engineer at a large insurance company, 3+ years of building production pipelines. Python, SQL, Databricks, AWS, Snowflake. Six months ago, […]
Why Software Engineers Should Learn AI Engineering Now
I spoke with a software engineer whose company is being sold in 12 to 18 months. Here’s why he’s building AI engineering skills now, while his job is still safe. Call him Marcus. A few months ago he tried to build something with RAG, and in his words: “I realized I didn’t know what I […]
AI Is Advancing Too Fast. Good.
“AI is advancing too fast. How do I stay relevant?” Senior Engineers ask me this question every week. My answer: CHANGE = GOOD. Without change you would struggle to stand out. Look at accounting — that profession has been established for centuries (literally, modern accounting started in the 1800s). It’s so structured that in order […]
No, You’re Not Too Late to AI Engineering
The world needs millions of AI engineers. It barely has any. So why does everyone feel like they’re already too late? A developer I spoke with this week, Farah, gave me the sharpest answer I’ve heard. Her argument, roughly: AI engineering is a brand-new field. It didn’t really exist until 2022. People didn’t take it […]
Ask for the Shortcut
The most self-reliant engineer I met this year is also one of the most stuck. That’s not a coincidence. Tony has 25 years of experience. Principal engineer at a top consulting firm. Every AI skill you’d want — RAG, agents, graph and vector databases, the lot. And he’s stuck. Wrong job offers, no clarity on […]
Why I teach Python before LangChain
Anyone can wire together an AI agent with a framework in an afternoon. Almost none of them can fix it when it breaks. When I design how people learn AI engineering, I make a choice that frustrates some of them at first: we start with first principles in plain Python. Before LangChain. Before the agent […]
Why You’re Learning AI Slowly (And 3 Ways to Fix It)
I’ve watched hundreds of people learn AI engineering. The ones who break through always have the same three things — and none of them is talent. Progress in this field is rarely steady. Most people plateau for months, then suddenly leap (or don’t…). When I look at who’s leaping, the same three ingredients show up […]
How AI Skills Close a $100k Engineering Pay Gap
Anita (name changed for privacy) is one of the sharpest engineers I’ve spoken to lately. She’s also quietly underpaid — and she knows it. We got talking about money. She earns around $200k. Solid, on paper. But for her level, the market pays closer to $300k. She’s known this for months. She’s still in the […]
I burned 90% of my best-AI access on purpose
I pushed my usage of the world’s most powerful AI model to 90% this week — on purpose. Because today, it leaves my subscription. For a short window, Fable 5 (the most capable model available) was included in the Claude plan. As of today it moves to usage-based pricing, because demand is outpacing what Anthropic […]
How MCP Servers Actually Work
Last week I hosted an MCP workshop. Here’s what you MUST know about MCP. You assume an MCP server lives somewhere out on the internet, and you just connect to it. But most of the time, you launch the server yourself — right on your own machine. Once that clicks, the whole protocol makes sense. […]