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5 contributions to AI Automation Society
Quick question for the builders here 👇
When you’re setting up your CLAUDE.md file for a new project, what’s the ONE thing you always include that most beginners forget? Starting the 7-day challenge and I want to set up my projects right from day one instead of learning the hard way. 🙏
0 likes • 1h
@Edward Femke thank you for the insight !
1 like • 1h
@Kozato Keizo
Best Tools/Outcomes?
Hi All, What are the best tools and outcomes you're having? I'm keen to see what's trending in real use.
2 likes • 9h
what’s yours ?
1 like • 8h
@John Mackenzie Ill definitely look more into these, thanks!
Welcome! Introduce yourself + share a career goal you have 🎉
Let's get to know each other! Comment below sharing where you are in the world, a career goal you have, and something you like to do for fun. 😊
5 likes • 1d
Hey everyone! 👋 I'm Simon, 19 years old, founder of an AI consulting business helping small and medium businesses in Quebec, Canada adopt AI in a practical way. I build and deploy real solutions for my clients: N8N workflows, custom agents, and I train their teams to actually use what I implement. Right now I'm working with companies in food service, optical supply, real estate, and fleet electrification. I just watched Nate's video on turning Claude Opus into a full AI Operating System and it clicked, this is exactly the next level I want to reach, both for running my own business AND as a product I can offer my clients. My goal this month: build my own FournIA AI OS from the ground up, then package it as an offer for other businesses. Excited to learn from everyone here and share what I build along the way. If anyone else is using their AI OS to run a consulting business, I'd love to connect! 🚀
0 likes • 9h
@Brandon Yu Haha! You should see people in Quebec, AI is terrifying for them
Why your "comprehensive" AI article still won't rank
You pointed your agent at the top 10 results. It wrote something cleaner and longer than all of them. But it still won't rank. Here's the part most automation builds miss. Google patented a way to score information gain. The idea is simple. A page that repeats what the other results already say adds nothing new. Google has little reason to rank it over the original. A page earns its spot by covering what the others left out. Most AI content agents do the opposite. They read the SERP and average it. The output is a tidy summary of the consensus. That's zero information gain. You built a copy, not a contender. LLMs work the same way. ChatGPT and AI Overviews already synthesize the consensus for free. They rarely cite a rephrasing of it. You're far more likely to get cited when you add something new. Change the agent's job. "Write a comprehensive article" is the wrong instruction. "Find what the top 10 miss, then fill that gap" is the right one. Here's the fix in a pipeline: - Scrape the top 10. Pull their headings and subtopics. - Have the AI list what every result already covers. - Then list what none of them cover. That's your target. - Fill the gap with something only you have. Original data. A real test. A customer example. A clear opinion. The cleanest rewrite of the consensus loses. The page with one new thing wins. Build your agent around the gap, not the average.
0 likes • 1d
The "averaging the SERP" framing is so accurate it hurts. I've built stuff like that before and wondered why it didn't move. now I know. curious what you use to scrape the headings efficiently
0 likes • 19h
@Rory Pq thanks for the tip!
🚀New Video: I Tested Every Claude Code Feature, These 12 Are the Best
I've spent over 500 hours inside Claude's ecosystem, so I ranked every feature from D tier all the way up to S tier based on how much each one actually changes my day-to-day knowledge work and automation. Then I walk through my top 12 in order and explain exactly why each one earned its spot. Keep in mind I'm doing a lot of automation and knowledge work, not heavy software engineering, so you'll probably disagree with some of my placements. That's the point, you value these features differently based on how you use Claude Code.
2 likes • 1d
wow!! extremely valuable content
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@simon-fournier-9879
Simon Fournier

Active 11m ago
Joined Jun 3, 2026
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