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…
The Journal
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.
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AI at Work 6
AI Case Studies 4
AI Foundations & Limits 3
AI How-To Guides 4
AI Interaction, Collaboration & Task Design 2
AI News & Trends 1
AI Skills & Careers 4
Business, Marketing & Communications Application 1
Critical Thinking & Verification 4
Data, Privacy & Confidentiality 1
Future Readiness & Continuous Learning 4
Responsible & Ethical Use 3
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Staying Current Without the Chaos: A System for Keeping Up as AI Changes
The tools change constantly and following everything is its own job. Here is a calmer system, a few trusted sources, hands-on practice, and re-testing when things change, that…
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Your AI Doesn’t Know Anything: How LLMs Actually Work
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…
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Trust but Verify: A Field Test for AI Output Before You Hit Send
The better AI output looks, the less we check it, which is exactly backwards. Here is a fast, repeatable routine for testing any AI answer before it leaves…