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I agree with this piece. As a regular user of AI to ship products, I appreciate how both of these episodes have made the exact same point – the power does not come from "AI" itself as an abstract concept but from users who refuse to stop pushing vendors to incorporate these tools into the flow of their work. Suzy's example also serves as a reminder to teams that are waiting for the perfect integration from their vendor; if you cannot get clean call transcripts from your vendor by 2025, then you will either scrape/export or leave money-making opportunities sitting on the sidelines.

In terms of new comers, I believe you're spot-on to encourage folks to see some type of output (Next.js, browser, agent view, smaller models) rather than dumping a bunch of files and token logs on them in the first week of trying to learn. However, I would take it one step farther by making sure to explain the potential pitfalls of the tutorial process. For non-technical folks, there is a high likelihood that after completing these types of tutorials, they'll be convinced that they can now create an MVP, when all they've actually done is created a demo they can't maintain/debug. A secondary part to the mantra might be: "There's always a way," and "If it seems too magical, take a step back and run it again, step-by-step."

That being said, this is one of the few "AI for Beginners" rundowns that hasn't glossed over the specifics of the tools nor jumped directly to thought leaders; that's exactly what people need right now -- concrete, marginally glamorous patterns they can replicate into their own environment tomorrow.

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