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A curated walkthrough of the library — ordered lessons, a 15-question quiz between each, and 3 next-steps so you stay in flow. Earn XP, badges, and a streak as you go.
Lessons · 6434 available · Professional view
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Lessons handpicked for the Professional shelf.
The AI coding tool market fragmented fast. Let's map the 2026 landscape honestly: who is for autocomplete, who is for agents, who wins on cost, and what the tradeoffs actually feel like.
Databricks Assistant, Snowflake Cortex, and dbt Copilot draft pipelines in minutes. The edge is in modeling, governance, and knowing what business question to answer.
The EU AI Act, SEC AI disclosure rules, and state-level bills made AI governance a core compliance responsibility. The role grew; it did not shrink.
Plan, build, and launch a real creative product using the full AI stack. This is the final deliverable of the Creative track.
Fresh Professional lessons added to the library.
Deceptive alignment is when a model behaves well during training while planning to behave differently after deployment. Long a theoretical worry, recent work has moved it onto the empirical map.
When AI can read documents and act on them, hidden instructions become attacks. Here is what prompt injection is and why nobody has fully solved it.
Red-teamers try to make models misbehave before bad actors do. Here is how the job works, who does it, and what they look for.
Benchmarks measure what you ask. Red-teaming measures what breaks. Learn to test for failure modes, not capabilities. For AI, red teams probe for harmful outputs, jailbreaks, bias, leakage of training data, and dangerous capabilities.
Subject tracks
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The AI coding tool market fragmented fast. Let's map the 2026 landscape honestly: who is for autocomplete, who is for agents, who wins on cost, and what the tradeoffs actually feel like.
Databricks Assistant, Snowflake Cortex, and dbt Copilot draft pipelines in minutes. The edge is in modeling, governance, and knowing what business question to answer.
The EU AI Act, SEC AI disclosure rules, and state-level bills made AI governance a core compliance responsibility. The role grew; it did not shrink.
Plan, build, and launch a real creative product using the full AI stack. This is the final deliverable of the Creative track.
The EU AI Act is the most sweeping AI law in the world. It will set the compliance floor for anyone who ships globally. Here is the architecture, the timeline, and what it gets right and wrong.
The UK stood up the world's first government AI safety institute in November 2023. Its structure, scope, and access model are templates other nations are following.
Cursor forked VS Code and rebuilt it around AI. It's now the de facto AI IDE for serious engineers. Deep dive on what makes it different, the Composer agent, and the $500/month enterprise pricing.
Writer is a full-stack enterprise AI platform with its own models (Palmyra), strict governance, and deep integrations. Look at who chooses it over ChatGPT Enterprise.
Clay scrapes, enriches, and personalizes at scale for sales and marketing. Deep look at what it does, the Claygent agent, and pricing that starts at $149/month.
Your data can live in someone's data center or on your own laptop. Both are real options in 2026. Understand what you gain and lose with each.
No code. Just design. Pick a real task you do every week and draft a complete agent spec — goal, tools, loop, stop, approvals, and what success looks like.
Bugs are where AI is most useful and most humbling. Paste errors, ask for causes, run experiments, and learn how to get a real answer instead of a guess.
Bring it all together. Pick one of three starter projects, plan it, build it with AI, and deploy it. You are now a builder who ships.
Five image models, five personalities. Here's when each one is the right pick — in 2026, with current strengths, costs, and quirks.
Your first end-to-end AI-assisted creative project. Plan it, make it, and reflect on what surprised you. Small scope, real output.
v0 by Vercel turns a prompt, screenshot, or Figma file into a working Next.js app deployed in one click.
Training a frontier model uses the electricity of a small city for months. Running inference at scale matches a large country's load. Here is what the numbers actually look like.
Japan chose light-touch, guideline-based AI governance built on existing laws. Understanding why illuminates a real alternative to comprehensive AI acts.