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The AI Advantage

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AI Automation Society

424.1k members • Free

8 contributions to AI Automation Society
I’m testing a small offer: fixing broken AI-built MVPs
A lot of founders are building MVPs with Cursor/Lovable/Bolt, then getting stuck when the app hits real code problems: env vars, API routes, auth, database flows, Vercel deploys, TypeScript errors. I’m testing a focused debugging offer for this: repo review, scoped fix, stabilization, and handoff notes. Curious if people here have hit this problem after AI-building a prototype. https://www.upwork.com/services/product/development-it-your-broken-ai-built-mvp-debugged-fixed-and-stabilized-2060973697723719229?ref=project_share
1 like • Jun 4
@Alexandre Kraufort Yes, “professionalize” is the right word. A lot of AI-built apps already have a UI and some working flows. What’s missing is everything that makes them safe to operate: auth, data model, deployment, scaling, monitoring, and handoff. That feels like the real new service category.
0 likes • Jun 5
@Antoni Kois Exactly. The demo is often the easy part. The real work starts when you open the repo and find duplicate services, old branches, debug scripts, broken infra, and no clear path to ship. That cleanup/stabilization layer is the part I think becomes valuable.
portfolio site
Just redesigned my portfolio site. https://www.aispark.art/
0 likes • May 3
@Courtney D Thanks. No formal style guide written up, it's more a set of rules I follow. Dark background, one accent color, mono font for tech labels, every visual claim paired with a number instead of an adjective. If you want a starting point I can drop you the CSS variables. Saves you reverse-engineering it from the page.
1 like • Jun 2
@Jenisa Sheth thanks
Looking for a non-technical partner
Full-stack AI engineer 5 production systems shipped solo. I build: → AI-powered SaaS & automation tools → Websites & landing pages (Claude Code + Next.js) → AI audits (security, architecture, performance) Looking for a non-technical partner who sells while I build. Revenue split. DM me. portfolio : https://www.aispark.art/
The highest-paiddev skill
The highest-paid dev skill isn't typing code. It's orchestrating. I built a Chrome extension with 169 automated tests in 3 days. The pipeline: NotebookLM plans & prompts Claude AI validates the approach Claude Code writes every file Gemini tests it all I don't write the code. I route the tasks, judge the output, and decide what ships. The bottleneck was never speed. It was knowing what to build and in what order. Solo devs who master this orchestration ship faster — and earn more — than those who code everything by hand. I wrote a short guide on the exact system. Read the guide: https://lnkd.in/d3yQrDBz
What Would You Do First If You Were Starting From Absolute Zero?
I'm 21, dead broke, and completely lost in this AI era — and I need honest help. 🙏 Everywhere I look, people are building systems, earning online, creating leverage with AI. And here I am... overthinking every single step, overwhelmed before I even begin. No budget for tools. No budget for courses. No clear idea where to start. Every time I try to learn — AI automation, startups, entrepreneurship — I get hit with so much information that I just freeze. Mentally drained. Every. Single. Day. I'm not lazy. I genuinely want to build something real. I want systems that work FOR me. I want to solve problems and create value. But I can't even pick a starting point without second-guessing myself into paralysis. I've looked at AI automation, content creation, freelancing. I understand just enough to know I don't know enough — and that fear keeps me stuck. So I'm asking the people who've actually walked this path 👇 If you were 21, zero budget, zero experience, and 1 hour a day — what's the FIRST thing you'd do? Not a roadmap. Not a course recommendation. Just the first real door you'd walk through. Be specific. Be honest. I can handle it. 🎯 I'm reading every single reply.
2 likes • Apr 8
@Vanshika Sahore Truly from scratch. No CS degree, no bootcamp, no coding background at all. I was in a completely different field before. The first project took about 2-3 months from "what is an API" to something that actually worked. It was ugly, full of bugs, and I rewrote it three times. But it solved a real problem, so I kept going. At 21 you're not going too slow — you're overthinking speed. I started at 36 and still shipped 3 production systems within a year. The trick isn't talent or time. It's picking one small thing and refusing to quit until it works. Stop staring at n8n. Open it, pick one workflow, break it, fix it. That's the whole process.
2 likes • Apr 8
@Sam Alder Exactly — iteration beats perfection every time. Ship it ugly, fix it later. The first version of everything I built would make any senior dev cringe, but it worked. That's all that matters at the start.
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Nika Bokuchava
4
88points to level up
@nika-bokuchava-3208
Full-stack AI engineer. 3 production systems shipped solo. Next.js · Python · FastAPI. Looking for non-technical partners. I build, you sell.

Active 9d ago
Joined Apr 7, 2026
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