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ChatGPT biggest issue is it's too agreeable.

I’m 22, I make $3M/year. Most kids are lazy. They need to learn how to hustle.

Upwork is a gold mine of $30k/month problems. Here’s how to mine them: Every job post is a pre-validated product with a confirmed buyer. Think about what's happening there. Business owners are so desperate for solutions. They're willing to pay strangers to build custom tools. They've already decided to spend money. And they've already allocated budget. But just haven't found the right solution yet. Here's the arbitrage everyone misses: Search Upwork for: "need tool for [any industry]" Filter by: Posted within 24 hours. Budget over $1,000. You'll find hundreds of posts like: "Need inventory tracking tool for restaurants" "Looking for scheduling app for contractors" "Want custom CRM for real estate" These aren't hypothetical problems. These are real businesses with real budgets trying to solve real pain. → Find 10 similar requests → Build the common solution in Lovable → Message all 10 with your ready-made tool → Undercut the custom development price by 80% They were ready to pay $5,000 for a custom build. You offer the same solution for $50/month. The beauty is the validation compound effect. Every similar request proves deeper market need. If 10 restaurants need inventory tracking, 1,000 more have the same problem. You're not guessing at product-market fit. You're reading it directly from buyer's budgets. The market research is done. The willingness to pay is proven. And the customers are identified. All you have to do is build what they're literally asking for.

Here’s how literal teenagers are getting rich with AI apps… (It’s stupid simple) Just steal this 4-step app-launch system: 🧵

The $50K security audit we do for every Lovable app (steal this for free). After shipping 50+ apps, we learned one thing: Fast doesn't mean reckless. Here's our exact security checklist — broken down simply: 1/ API keys are ticking time bombs. Never, ever expose them on the frontend. → Store in Supabase Vault (encrypted) → Use edge functions for sensitive calls → Rotate keys every 90 days One exposed OpenAI key = $10K bill overnight. Ask me how I know. 2/ Enable RLS or get wrecked. Supabase tables are public by default. Without Row Level Security, anyone can: → Read your entire database → Delete all your users → Steal sensitive data Takes 2 minutes to enable. Saves you from bankruptcy. 3/ Rate limit everything. Supabase has auth limits built-in. But your custom endpoints? Wide open. Add these to every API route: → 100 requests per minute per IP → 1000 requests per hour per user → Exponential backoff for repeated failures One DDoS attack without limits = $5K in API costs. 4/ Audit like a hacker would. Open Chrome DevTools → Network tab. Look for: → Exposed API keys in requests → Overfetching (returning all records) → Missing auth checks → Unencrypted sensitive data If you can see it, hackers can exploit it. 5/ Use the right hosting. Netlify is great for MVPs. But lacks enterprise DDoS protection. For production apps: → Vercel or Cloudflare → Built-in firewalls → "Under Attack" mode → Geographic restrictions The $20/month difference saves you from $20K attacks. 6/ Authentication done right. Password auth = more problems. Use OAuth providers: → Google for B2B → Apple for consumer → GitHub for developers Less code. Better UX. Stronger security. 7/ The 3-layer defense. Never trust just one layer: → Frontend validation (UX) → API middleware checks (performance) → Database RLS policies (security) Each layer catches what the others miss. Here's the brutal truth: One security breach kills trust forever. We've seen startups die from a single hack. Not from the technical damage — from the reputation hit. So yes, ship fast with Lovable. But ship securely. Your users (and bank account) will thank you. P.S. Want the full 47-point security audit checklist we use? Comment "SECURE" and follow — I'll DM it to you. (Including the Lovable prompts to implement each one)

We just vibe-coded a tool for a law firm. Built entirely with AI. No engineers. No code. It uses a custom model (trained on their SOPs) to review legal documents and auto-save them to the right case file. It’s saving them thousands each month—in software fees and hours of manual work.

ChatGPT biggest issue is it's too agreeable.

I’m 22, I make $3M/year. Most kids are lazy. They need to learn how to hustle.

The $50K security audit we do for every Lovable app (steal this for free). After shipping 50+ apps, we learned one thing: Fast doesn't mean reckless. Here's our exact security checklist — broken down simply: 1/ API keys are ticking time bombs. Never, ever expose them on the frontend. → Store in Supabase Vault (encrypted) → Use edge functions for sensitive calls → Rotate keys every 90 days One exposed OpenAI key = $10K bill overnight. Ask me how I know. 2/ Enable RLS or get wrecked. Supabase tables are public by default. Without Row Level Security, anyone can: → Read your entire database → Delete all your users → Steal sensitive data Takes 2 minutes to enable. Saves you from bankruptcy. 3/ Rate limit everything. Supabase has auth limits built-in. But your custom endpoints? Wide open. Add these to every API route: → 100 requests per minute per IP → 1000 requests per hour per user → Exponential backoff for repeated failures One DDoS attack without limits = $5K in API costs. 4/ Audit like a hacker would. Open Chrome DevTools → Network tab. Look for: → Exposed API keys in requests → Overfetching (returning all records) → Missing auth checks → Unencrypted sensitive data If you can see it, hackers can exploit it. 5/ Use the right hosting. Netlify is great for MVPs. But lacks enterprise DDoS protection. For production apps: → Vercel or Cloudflare → Built-in firewalls → "Under Attack" mode → Geographic restrictions The $20/month difference saves you from $20K attacks. 6/ Authentication done right. Password auth = more problems. Use OAuth providers: → Google for B2B → Apple for consumer → GitHub for developers Less code. Better UX. Stronger security. 7/ The 3-layer defense. Never trust just one layer: → Frontend validation (UX) → API middleware checks (performance) → Database RLS policies (security) Each layer catches what the others miss. Here's the brutal truth: One security breach kills trust forever. We've seen startups die from a single hack. Not from the technical damage — from the reputation hit. So yes, ship fast with Lovable. But ship securely. Your users (and bank account) will thank you. P.S. Want the full 47-point security audit checklist we use? Comment "SECURE" and follow — I'll DM it to you. (Including the Lovable prompts to implement each one)

In the last year, I’ve made over $1M using AI. I wrote a memo on the exact strategies, systems, and mindset that got me here. When we first started using AI to build software for clients, people doubted us. Now, It’s standard practice. If you want the playbook. Comment "Memo" and follow me. I’ll DM it to you.

We're sharing the system behind $50M+ in AI-built apps. On August 13th, during our first live masterclass. I'm revealing the exact system to: → Find profitable app ideas people actually want → Build secure, functional apps using AI prompts → Launch in 30 days (not 6 months) → Get your first 1,000 paying users Perfect for beginners, full-time employees, and non-technical founders. Follow + comment I'll DM you free invite link.

Agency owners - I know what your life looks like. Tell me if I’m wrong. You wake up. Immediately check for any urgent messages from clients overnight. Phew. Nothing today. You get to your computer. It’s time to see what’s going on in the business. You check your project management board, CRM, ad analytics, and a few reporting spreadsheets. You try to piece all the data together. Message people on your team when things don’t make sense. It’s just a mess. So here's one easy fix to this — having one dashboard to view all this information. Integrated with all your data sources. It’s your lucky day. Comment “Dashboard” I’ll send you a free ready-to-go dashboard for your agency. Enjoy ;)

$65M+ in AI apps taught me one thing. Your validation process determines your profit margin. I've studied 200+ builders. The winners all did this: Week 1: Killed their first idea Week 2: Built what people begged for Week 3: Shipped before feeling ready Week 4: Generated revenue while others planned The losers were still "perfecting" their MVP 6 months later. Here's the hard truth: Traditional dev process: → 6 months planning → $50K+ burned → Launch to crickets → Pivot or die AI-first process: → 72 hours to validate → Weekend to build → Monday you're live → Iterate with real data The shift that separates the 1%: They stopped building products. Started building experiments. Every feature = hypothesis Every release = data point Every week = new iteration While everyone debates the perfect stack. The winners ship 10 versions. Your process is your competitive advantage. Not your code. P.S. I've got a full 10 step validation framework you can use validate any MVP in less than 20 minutes. If you want it, just follow + comment "Validate" and I'll send it over.