I asked for a quality response on an article decrying AI's productivity gain. The article didn't resonate with me and my use of AI, so I asked "Scout" (my AI OS) about it. Here is the output: Hard sentence: Yes—you’re getting a real productivity boost. The “AI (artificial intelligence) won’t boost productivity” line is usually a macro-average measurement claim, not a statement that no one can get leverage; outcomes depend heavily on workflow design, verification cost, and where the value shows up (measured vs real). Tell it like it is: it’s both “how you use it” and “the overarching claim” 1) You are getting a productivity boost because you’re using AI in a high-leverage lane. Your pattern looks like this: - Compression of blank-page time (first draft in minutes instead of hours). - Rapid critique + iteration (you run multiple branches, compare, and converge). - Cognitive offload (you keep momentum while holding many parallel threads). - Decision engineering (checklists, risk framing, deal structures, scenario trees). That is not a party trick; it’s cycle-time reduction on knowledge work. In practical terms: you’re turning “thinking latency” into “execution throughput.” 2) The “no productivity boost” narrative is usually about why macro numbers don’t move Even if you personally get 2–5× speedups on some tasks, macro productivity can look flat because: - Adoption is lumpy and uneven: Most people don’t use it like you do; they dabble, then stop. - Integration costs are real: The hard part is plugging AI into workflows, approvals, and systems—not prompting. - Verification overhead eats the gains: In high-stakes work, every claim needs checking. That time can erase speedups. - Value is mis-measured: A lot of benefit shows up as fewer meetings, faster drafts, better decisions—things GDP (gross domestic product) and “output per hour” often don’t capture cleanly. - Rework risk is non-trivial: Hallucinations (confidently wrong outputs) create hidden cost if people don’t police it.

This Christmas season has been amazing for my Shopify store. What started at around $5,000 per day has now scaled past $10,000+ daily, powered by smarter systems, consistent execution, and AI-driven optimization. The journey hasn’t been magic it’s been about testing, refining strategies, leveraging AI to scale faster, and staying disciplined. I’m genuinely grateful for the growth and the results so far. If you’re selling on Whop or exploring e-commerce, I’m happy to share insights on how you can use the right strategies and AI tools to scale your store and start generating real revenue. 💬 Send me a message or connect here let’s make this holiday season your most profitable one yet.

Thank you Igor, Dean, Tony and all of my Community friends! This continues to be an awesome opportunity for me and so many others. I continue to learn & grow as is always my intention in life and now I have some amazing new tools & goals. I hope to see you all in the Community as we continue to help each other! Happy Holidays All. ❣️🤩

For me it's all about enjoying the process of learning. It may take me longer than someone else to get there but we all have our own lives and challenges. I'm truly enjoying learning the information that I though I was either too old or that I had become irrelevant in my field. That being said I have many years of experience both professionally & in real life! Example: Finding employment when the Real Estate & Banking buddies Crash & Burn! Now, with these tools, I stand out in my new field and have wisdom and life experience! 🤩 Loving the learning!