Every quote on this page is a real message from a real builder, pulled word for word from Instagram, Facebook, and The Faction community. Nobody was paid. Nobody was prompted. These are the receipts.
Not "great content" comments. Full arcs. A junior dev producing senior-level output. A 54-year-old who never coded. A military veteran building blind until the lights came on.
I remember asking if you'd mentor me. You pointed me toward this community instead. At the time I didn't fully understand why, but now I do. The amount of knowledge, experience, and energy here is incredible. You've unknowingly helped me build something I never thought I'd be capable of building. There's still a mountain to climb, but I'm enjoying every step of it.
Creating a harness for the 13 layers. Had it run on a goal: 5 hours and 8 million tokens later, a 3,000+ line PR to staging with fantastic analytics for CSMs on the platform. I'm a junior dev in my eyes, but this makes me feel senior level because of the outputs it's giving. Layers, man. This has sped up the learning curve for me tremendously.
54 years old, never coded in my life, and built this in 8 months. 106 AI agents. 804 automated tests. 76 test suites. 100/100 health score. 27 platform modules. 317 frontend pages. 207K+ lines of code. EU AI Act compliant.
Rearchitected a multi-tenant school platform for a US client, 18 schools, MongoDB to Postgres, in under 3 months. The client was so happy with the new app: how fast it responds, easy scalability, easy onboarding, and reduced cost.
Just the T1 that I did already, EVERYTHING CHANGED. How I think, how I plan, how I design, and of course how I build.
I'm so glad the algorithm found you. Really loved the first 13 layers. I went through each one with ChatGPT and Claude and tightened up so much on an app I'm building. Learned a ton, and it made me and the product better. The info you gave me really helped protect me and my customers.
Came across your posts and realized my first app had literally no security checks or balances. The second app is now being hardened and built to scale. Even though my day job is in IT, I'm not a programmer and have never been involved in development. You opened my eyes.
I've been teaching myself code for the last 5 years, and I've gotten pretty good at it. Finding this channel was a total game changer. It leveled up what I thought was awesome and made it astronomical. Best channel I've ever come across.
I've spent 30 years in investigations, security, and the military. Zero engineering background. For the last 7 months I've been building, blindly, in my free time. Matt's videos saved me.
I'm getting pretty darn good at making apps work now. Got my first two paying customers recently, and they absolutely loved what they get. A lot thanks to Matt's knowledge.
Specific fixes, specific wins, reported unprompted.
I've been investigating my architecture and codebase after each video you upload, and I have found hundreds of issues and violations. All of which are fixed right now following your best practices.
After this video I made Zod validation on every API, rate limits on every route, Drizzle ORM for SQL injection, fixed the XSS, RLS on all tables, added string limits.
This helped. Just saw 17 vulnerabilities. 7 moderate, 10 high. Thanks man.
I have three tiers set up. That caching thing Anthropic released a few weeks ago has saved me 80% on my calls.
I just take your videos to Claude and fix things. You're a legend, Matt.
I'm an accountant by profession. I've been vibe coding for the last year, self-taught, and recently shipped a SaaS application. Fixed a lot of security issues from watching Matt's videos.
Three months back I started an ERP suite project for the company, quad-checking all those security points we've learned here.
Just finished T1. Thank you for the education and for scaring the crap out of me. It showed me what I needed to upgrade on my app ASAP, so I was able to close some security gaps as I was going through the modules.
I just finished an LMS for a school and I'm beginning to rethink my entire architecture. You're a lifesaver.
Decades-deep engineers and operators validating the depth. This is the audience that's hardest to impress.
Man, you have put a TON of work into this. I am super impressed.
After 25 years of software development and deployment, I can say that your golden steps are the result of years of experience and knowledge. Please keep recording, we all need these tips.
I've been learning web development since 2006, but I love these videos you keep putting out. Top tier info.
The quizzes actually test understanding instead of just memorization. It's clear a ton of thought went into this.
In my decades-long career, never have I heard from any colleague that we had to code for compliance to cyber insurance. This is good to know.
MSP owner here, this advice is gold. We require all of our contract clients to have cyber liability.
Dozens more, word for word. Scroll until you get the point.
Every time you pop up on my feed I end up with a new Linear ticket lol
This gentleman is one of the most helpful and informative people I have seen in AI. He doesn't gatekeep.
I have not come across a single one of your videos without finding value. Thanks for being one of the only people who actually post useful, helpful content.
You are by far the most thorough. This is gold standard.
Most channels hate the vibe coders but you instead prefer to guide with invaluable tips from experience.
Ever since I started watching your videos, I can't look at coding and vibe coding the same anymore. You deserve more audience than what you have now.
Man, your content is a hidden gem. I've learned so much from your clips that just doesn't exist in documentation or in video format. I've directly applied these things to what I have so far.
I was losing hope and gained confidence the more I watched your videos.
This guy woke me up. I was going into deep trouble with my automation systems without knowing.
If I could like these videos more than once I would. Even though I still think you're giving away all the secrets to the vibe coders.
Dude, I have no idea what I am doing but watching your videos is life changing in the realm of vibe coding.
Incredible lessons you've been teaching us all. I would have 100% been screwed without it.
We watch you every day and we know you've been through some stuff, because you drop gems. And it seems like from a lot of experience.
My perspective on vibe coding changed radically.
I just recently started vibe coding and made a lot of progress, but ever since I stumbled on your page, I had to cool things down and learn deep stuff about app development.
I'm building Titan API. Your wisdom has been instrumental in my transformation. Thanks a million, brother.
I thought I had the most brilliant setup and locked it down. My friend found my API and in 10 minutes showed me the fail. Blew me away. Very humbling. We all have something to learn here.
I tackled this RLS problem yesterday. Thanks, I got it done.
Thanks for this. I now use all your posts to optimize my startup.
This is gold. Any vibe coder or new developer needs to always watch his videos. It's practically better than most long and boring online courses.
As someone who is learning every single day with AI, I fricken love your content, man. Keep it coming.
Jeez, you are so good at what you do. I'm not a coder or software developer, but I like how you explain things. Even us laymen understand so well.
I appreciate your experienced point of view, which is rare these days since everyone is chasing AI generated content.
This is the only page you need for building MVP apps.
I don't need to go to programming school, I'll just binge watch your videos.
They don't teach you this in college.
No one on IG is doing this at this level of depth and granularity.
The only real content worth watching for anyone coding or vibe coding an app. Pure knowledge gains in every post.
I'm downloading every video and sending it to the team. Everyone watch it, make a note, work on each note before going live.
I'm in. You deserve support from everyone because you have taught us a lot for free.
You emailed me back today, and for everyone wondering, it was NOT an automated response.
Bought the book on Amazon and provided my email. So excited for us.
MM University.
Finally I became an engineer. I love all your content. It's all to the point, directly solving the hidden problems no vibe coder even thought of.
You've just saved my soul.
You are that teacher that I don't want but I need.
I honestly can't count how many of your videos I have bookmarked. You are really doing the lord's work.
Hire this guy. I followed him for a while and NOBODY explains it better than he does.
I'm going to use Claude to scan your entire Instagram and pull all of the most valuable tips out to implement into my code.
Keeping you in my rolodex. I will need your services.
Thank you for this amazing community and videos. You are a huge help during my development process, and I always check your videos for issues I could've missed.
Great community. Love the content so far. Great to read about how it grows thanks to people's feedback, too.
Mil here from the Philippines. Found Matt via his dope IG reels. Love the insights I'm learning here. Would love to connect with fellow action takers.
Working on a Tax Compliance API for enterprise businesses in emerging economies in Africa, active in Kenya and Rwanda. Would love to go through all the levels and gain confidence as CTO.
You're building something great here, man. I'm glad to be a part of it.
This community is gonna be huge!!
It's a pleasure to be a part of the community. Thank you for having me and for creating this immense resource.
I appreciate you. Thanks for providing this platform.
You're teaching proper DevSecOps and cloud.
I made extensive use of your recommendations while building my software with vibe coding. Thank you for your practical advice.
Your posts have helped me proceed on my project so crazily.
I've been watching Matt's content for months and it has helped me a lot in my projects. Now it's time to join the other builders.
This is a sample. The full log runs past 159 entries and grows weekly.
The quotes above come from builders on five continents. Same 13 layers, same standard, wherever the software gets built.
The community is free. The foundation curriculum is free. The proof writes itself weekly.