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Rotating Beers

The AI Hallucination Loop: Why Automation Still Needs a Human at the Wheel

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We constantly hear that AI is going to automate everything, but what happens when the AI gets stuck in a loop of its own mistakes? When my partner’s restaurant lost their automated beer menu tool, I decided to build a replacement. What should have been a straightforward task turned into a frustrating battle with the “AI Hallucination Loop” across Claude and Gemini. Discover why automation still requires a human at the wheel, and learn three practical product management lessons to help you successfully build your own AI workflows without losing your mind.

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Rebuilding the AI Agent: A Lesson in Strategy

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Building with AI makes it easy to prioritize technical novelty over the actual problem. In this case study, I share the strategic lessons learned from rebuilding an AI content agent—shifting from a brittle, monolithic structure to four disciplined, modular workflows that prioritize educational quality and long-term flexibility over sheer content volume.

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Building an AI Agent

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So, I started over based on what I had learned firsthand, through my research, online reading, and talking to others. My first change was to break up my agent into several workflows instead of one long one. This makes troubleshooting a lot easier and gives me more flexibility as I learn more or tools change. I also want to change the focus, through targeted sources and prompts, so that my agent focuses on teaching, not the latest trend. Finally, I switched from 1min.ai to Google Gemini, as n8n works better with Gemini and causes fewer issues overall, letting me focus on refining the model rather than tracking down system errors.

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What Founders Need to Understand About Angel Investors vs. Venture Capital — From an Angel’s Perspective

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What Founders Need to Understand About Angel Investors vs. Venture Capital — From an Angel’s Perspective As an angel investor, I’ve sat across from dozens of founders — some just sketching their idea on a napkin, others already showing promising traction. And while every pitch is unique, one common thread emerges: most entrepreneurs don’t fully

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Mastering Competitive Analysis: What 3 Great Articles Teach Us About Strategy

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Mastering Competitive Analysis: What 3 Great Articles Teach Us About Strategy As someone who coaches early-stage founders and business leaders, one of the most common questions I hear is:“How do I actually do competitive analysis — and make it useful?” The answer lies not in one perfect template, but in understanding the different angles from

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How I’m Validating My Startup Idea — Lessons From Lenny’s Newsletter

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How I’m Validating My Startup Idea — Lessons From Lenny’s Newsletter As a business owner, I’ve launched products that succeeded and some that quietly flopped. If I’ve learned anything, it’s this: your idea is only as good as the validation behind it. That’s why when I came across How to Validate Your Startup Idea by

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How to Find Product-Market Fit Using the Best Online Resources

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How to Find Product-Market Fit Using the Best Online Resources Every entrepreneur hears the same mantra: “Find product-market fit.” But what does that really mean? And more importantly — how do you actually do it? That’s where curated expert content becomes a game-changer. If you’re looking to master product-market fit (PMF), there’s one online resource

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The Market Map of the Future: Insights from MarketResearch.com’s Top Articles of 2023

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The Market Map of the Future: Insights from MarketResearch.com’s Top Articles of 2023 As an entrepreneur or business strategist, staying ahead of the curve isn’t a luxury — it’s a necessity. Trends shift, industries evolve, and new opportunities emerge where the prepared can seize momentum. That’s why I highly recommend diving into MarketResearch.com’s roundup of

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What Billion-Dollar Startups Can Teach You About Lean Canvas — A Look at Railsware’s Masterpiece

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What Billion-Dollar Startups Can Teach You About Lean Canvas — A Look at Railsware’s Masterpiece As an entrepreneur, you’re constantly looking for tools that bring clarity to chaos — something to make sense of that tangled mix of vision, ideas, customers, and strategy. If you’ve explored business modeling at all, you’ve likely come across the

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