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1 contribution to AI for Life
New Here? Drop Your Intro. I Read Every One.
I started this community because I believe you can build a meaningfully better working life with AI — and I wanted a place to figure that out together, practically. I'm Matthew. I run ByteFlowAI, an AI automation consultancy. I'm building in public, and Claude Desktop is my primary tool — the foundation for everything in this course. I have more good questions than definitive answers. What I can promise: your time is respected, the lessons are honest, and this community is yours as much as it's mine. If you haven't started, Lesson 0 is in the Classroom. Then come back and introduce yourself — name, what you do, one thing you want AI to take off your plate. I read every single one.
New Here? Drop Your Intro. I Read Every One.
1 like • 1d
@Matthew Sutherland Thanks a lot for the advice! The last 10% is certainly my issue. 1. My 1/3 of vendors ran near perfect with 99%+. My other vendor is 95% and the other is 90% so clearly it's just a matter of fine tuning here, vs an overall structure reset. I'll keep you posted as I fix it! 2. My PDF's are all native PDF's but good to know. 3. I've added this with a "Status" column about any warnings it found. I'll make a post about my system once I've refined it enough to get 95%+ accuracy and narrowed down a way to flag any of the warnings/issues. My main issue now is that some issues are not being flagged so I'll let you know how that goes. Great response Matthew!
2 likes • 1d
@Antonio Capunzo @Diane McCracken great to meet you both! Feel free to reach out if you try building similar or have built something already.
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Liam Leblanc
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14points to level up
@liam-leblanc-9462
I'm a Technical Support Engineer (EIT) working with highly complex mechanical, electrical and software systems.

Active 7h ago
Joined Mar 14, 2026