Kelvin Fordjour
@KFCypher
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AI Software Engineer | Math And Security Enthusiast | AI Automation Engineer | Building intelligent, secure and scalable systems. Building a $1M ARR Product.
FLOW-STATE
Joined September 2025
Here is the GitHub repo with 1400+ free-to-use APIs: https://t.co/HVBqBcpKDu
github.com
A collective list of free APIs. Contribute to public-apis/public-apis development by creating an account on GitHub.
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Am about to start working on my project sometimes discipline is tough but we go again regardless I have no choice than to embrace pigheaded discipline
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If you ever want to build something valuable: - Capture attention - Keep users engaged - Monetize indirectly
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I've been working on some projects of late that's why I haven't been posting for a while now Expect more educational content from me now onwards
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You need not to learn SYNTAX!!!! AI eats it for breakfast Learn Design Patterns Today
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999 today, Nice count. Appreciating the small things. Goal: 15K by year-end. Let’s build together 🤝
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What is vibecoding and how can you create something worthwhile with it GET THE FREE BOOK TO MASTER IT BELOW
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The people who get this early move calmly, the rest stay stuck chasing tools And now the line between them should be clear
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The Takeaway Most People Miss AI isn’t hard Skipping the basics makes it hard, understand the problem Define the input. Define the output. Decide what a good guess looks like then let the machine do the boring work That’s it
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That’s the real goal Not to sound smart Not to collect buzzwords but to build systems that works
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The Shift That Changes Everything Once the basics are clear, learning speeds up fast Suddenly models feel interchangeable Tools feel optional Documentation becomes readable Debugging becomes logical AI stops being impressive and starts being usable
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But elite engineers don’t start with code They start with boxes and arrows, IYKYK This goes in That comes out This rule connects them Only after that does code appear That’s the secret rhythm
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Why This Feels Hard When It Shouldn’t Beginners are taught tools before thinking Frameworks before logic. Libraries before reasoning. Results before understanding. So AI feels like a black box, something only geniuses touch...
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The work isn’t in the model It’s in deciding what question to ask Not “can AI do this?” But “what exact decision is being automated?” That question alone filters out 90% of bad projects
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If the problem is poorly defined, the AI looks smart but fails in real life. This is why many AI demos collapse outside tutorials.
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The Hidden Layer Most People Never See Here’s the part that separates surface learners from real builders AI doesn’t learn the world, It learns the data If the data is bad, the AI is bad. If the labels are wrong, the AI is wrong...
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