
This video walks through a five-step system (research, pick one problem, build, promote, sell) that creator Duncan says he used to build his income after being laid off as an art director in April 2025; he now runs a paid Skool community called Claude Code Club. Day to day the system has Claude mine Reddit complaints through the free Arctic Shift archive with curl, then has Claude help draft a simple digital product, such as a one-page report template, and copy the format of a social post that worked; he then sells the result through Gumroad links or a Skool membership. The video presents this as a system Duncan has personally run, pointing to past products such as a LinkedIn automation template and $6 Gumroad automations that brought in $8,923 over three months, though the follower, income, and other creators' earnings figures cited are self-reported and not independently verified in the source.
Context [00:00]: AI is cited in about 120,000 job cut announcements this year, about 21% of all cuts.
![Stack/Tools [02:02]: research prompt (described, not verbatim in source) tells Claude to use the free Arctic Shift Reddi](assets/EGCT_LnIfj0/frame_122.jpg)
![Output [02:36]: Claude returned three ranked problems - platforms/AI breaking results (40 posts), too much work for too](assets/EGCT_LnIfj0/frame_156.jpg)
![PROMPT [03:58]: "Build me a one-page weekly report template for marketers whose clients don't read reports," specifying](assets/EGCT_LnIfj0/frame_257.jpg)
I'm a marketing coordinator who just got laid off. Go to Reddit and read what people in my field are complaining about right now. Reddit blocks browsers, so use the free Arctic Shift Reddit archive instead (arctic-shift.photon-reddit.com/api/posts/search) with curl. Then give me the three biggest problems ranked by how often they come up. For each one, explain what's really going on and show me a few quotes word for word. Tell me how many posts you looked at and only use what you actually read.
I know how to put together weekly marketing reports. Which of these three problems could I help with the most and why?
Build me a one-page weekly report template for marketers whose clients don't read the reports. Here's how I do my reports: I put the one number that matters first, then what changed, then what we're doing next. Give me three sections in that order, and add a sample report with made-up numbers, marked as an example. Only use what I told you, and don't add details I didn't say.
Make me a product mock-up for my template, like a studio shot of a product box. At the bottom of the image, say: Comment REPORT to get it.
Write a short sales page for my report template. Say what it is, who it's for, and what they get. Keep it plain and honest.
Transcript frames the video as five concrete steps for rebuilding income using Claude Code, and OCR captures a full verbatim Claude prompt (find the problems, Reddit scraping via Arctic Shift, curl) that the creator runs as part of the system, which is the defining signal for a personal AI build demo rather than a general narrative or lecture.
The lens sets this brief's structure, never its facts — every claim is held to the same citation and fact-check standard.