
You Learned AI as a Chatbot. Work Will Ask You to Manage One.
You can use a chatbot. That is one layer of four. From analytical models to agents to the open frontier, your job moves up toward judgment at every…
Field notes, frameworks, and research on what it actually takes for students to enter an AI workforce, and what AI is doing to the entry-level jobs they’re aiming at.

You can use a chatbot. That is one layer of four. From analytical models to agents to the open frontier, your job moves up toward judgment at every…

The newest AI models reason better than ever, which makes them more dangerous, not less. Capability has outpaced reliability. Here is the gap nobody warns you about, and…

Your AI does not know anything, it predicts text. Understanding how large language models actually work, through tokens and next-word prediction, is the one mental model that explains…
The free AI Literacy Assessment scores you independently across all 7 pillars in about 10 minutes.