Founder & software builder. Launched TrafficWar. Building CAMPO ⚽ ERP/CRM systems, SaaS & apps. Shipping from Brazil 🇧🇷

Joined June 2023
Show me an app you built with AI that looks like it cost $50,000 to develop. Drop the URL. I want to see what one person can build in 2026.
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An interesting problem in AI-assisted simulation development: How do you prevent a visual improvement from changing the underlying gameplay? I'd want the same simulation inputs to produce the same outcomes regardless of animation quality or rendering frame rate. Presentation should not silently alter the rules.
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Security tip that costs nothing: turn on two-factor for your email first. Every other account's reset link goes there.
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When an AI agent fixes a bug, ask it for more than the patch. Ask for: 1. The root cause 2. The exact failing condition 3. Why the previous behavior occurred 4. The regression test 5. The cases that remain untested A patch fixes today's bug. A diagnosis helps prevent tomorrow's.
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Infrastructure as code matters because it can be reviewed. A change someone approved beats a console click nobody remembers.
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My rule for AI-assisted refactoring is simple: Change structure without changing behavior. If both change at once, debugging becomes harder because you no longer know whether the bug came from the refactor or the new functionality.
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If HTTPS encrypts everything, how can your ISP still know which websites you visit?
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Which management game ate most of your teenage years? Brasfoot, Championship Manager, Football Manager, something else?
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One underrated code review question: "Did the agent reuse the abstraction that already exists?" AI-generated code often looks reasonable while introducing a second implementation of something the codebase already does. Duplication isn't always obvious in a diff. Repository awareness is a quality metric.
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What's the difference between: git merge git rebase git cherry-pick Which one do you use the most?
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Layout shift is a trust problem as much as a performance one. A page that moves under your finger feels broken even if it loads fast.
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Small tasks beat big prompts. "Build my whole app" fails. "Build this one function" works.
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Be honest. Do you actually know the difference between a Docker image and a container?
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I prefer building on a Mac. I can't fully explain why. It just stays out of my way.
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Tell the AI what NOT to do. "No fluff, no intro, no buzzwords" works better than you'd expect.
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Your AI coding tool can save you hours of work. But what happens when someone steals the API keys connected to it?
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Developers, what's the difference between: Authentication Authorization Accounting Can you explain all three?
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Refactoring without tests is rewriting with hope. Write the test that describes today's behavior first.
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We spent years worrying about AI giving wrong answers. Now we have to worry about AI taking the right actions for the wrong reasons.
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AI is finding bugs that survived decades of human code reviews. How many “secure” apps are actually just waiting to be exposed?
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Most SaaS ideas fail not because of bad code. They fail because nobody was waiting for them.
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