Jesse-Paul Miracle Osemeke
@floatinggonion
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Building.
Abuja, Nigeria
Joined October 2023
20/01/2026 - Implemented dropout for regularisation. Completed the layers module. Next: Losses (and possibly a side quest)
I no longer feel content just "plugging and playing" when it comes to backend and AI "work". I need first-principles knowledge, because a time will come when applying the fundamental knowledge of things to solve problems becomes necessary.
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15/01/2026 *Back like I never left - Implemented layers; init, forward, and parameters Life happens but I’ll try to show up more
I no longer feel content just "plugging and playing" when it comes to backend and AI "work". I need first-principles knowledge, because a time will come when applying the fundamental knowledge of things to solve problems becomes necessary.
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07/01/2026 1. Worked on parsing request headers. I admit i'm still building intuition and it's not all clear yet, but I'm sure working on it will fill the gaps in my understanding. 2. Not much progress implementing layers, but small progress. On to the next
I no longer feel content just "plugging and playing" when it comes to backend and AI "work". I need first-principles knowledge, because a time will come when applying the fundamental knowledge of things to solve problems becomes necessary.
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05/01/2025 1. Built network layers intuition. Will implement tomorrow 2. Nothing on the server rn Slow day...will keep pushing
I no longer feel content just "plugging and playing" when it comes to backend and AI "work". I need first-principles knowledge, because a time will come when applying the fundamental knowledge of things to solve problems becomes necessary.
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04/01/2026 1. Activation functions: built intuition, implemented Sigmoid, Tanh, ReLU, GELU, Softmax 2. Got stuck implementing a request class, found a video to watch (no shame in a tutorial in 2026 🥲) As you can tell, I'm avoiding directly using AI to code. Strategic madness😉
I no longer feel content just "plugging and playing" when it comes to backend and AI "work". I need first-principles knowledge, because a time will come when applying the fundamental knowledge of things to solve problems becomes necessary.
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02/01/2026 - Began implementing request class; should finish up soon - Building intuition on activation functions & why neural nets need nonlinearity anyway A bit slow right now, but at least I'm consistent-ish
I no longer feel content just "plugging and playing" when it comes to backend and AI "work". I need first-principles knowledge, because a time will come when applying the fundamental knowledge of things to solve problems becomes necessary.
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31/12/2025 -> 01/01/2025 1. Added CRLF support (I'm pretty sure it's shabby work right now, but I'll get better). Next, handle request headers 2. Finished Tensor class implementation. Next, activation functions. Happy New Year everyone 🙂
I no longer feel content just "plugging and playing" when it comes to backend and AI "work". I need first-principles knowledge, because a time will come when applying the fundamental knowledge of things to solve problems becomes necessary.
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30/12/2025 1. Implemented request line parsing. Will update with CRLF 2. Matrix multiplications. Next, shape transformations Slow and steady
I no longer feel content just "plugging and playing" when it comes to backend and AI "work". I need first-principles knowledge, because a time will come when applying the fundamental knowledge of things to solve problems becomes necessary.
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29/12/2025 1. Implemented socket receive and echo on top of TCP 2. Tensor creation + element-wise arithmetic Could've done more...but working on showing up in the first place🙂
I no longer feel content just "plugging and playing" when it comes to backend and AI "work". I need first-principles knowledge, because a time will come when applying the fundamental knowledge of things to solve problems becomes necessary.
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[Wear Nothing,See Everything.] Nothing Lens1(A) My final project of 2025. My take on what a fictional pair of glasses by @nothing could look like.
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28/12/2025 - Implemented TCP connection and port binding. Echos text you send to it - TinyTorch foundations. Implementing Tensor class (unfinished) Baby steps right?
I no longer feel content just "plugging and playing" when it comes to backend and AI "work". I need first-principles knowledge, because a time will come when applying the fundamental knowledge of things to solve problems becomes necessary.
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27/12/2025 - Made a bit of progress with HTTP. Will start implementing tomorrow (hopefully) - Found TinyTorch by @profvjreddi . This provided much needed direction and aligns with the purpose of this learning challenge More updates soon. ML infra won't build itself!!
I no longer feel content just "plugging and playing" when it comes to backend and AI "work". I need first-principles knowledge, because a time will come when applying the fundamental knowledge of things to solve problems becomes necessary.
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26/12/2025 - Began learning how HTTP works. The plan is to implement from scratch - Deep learning fundamentals
I no longer feel content just "plugging and playing" when it comes to backend and AI "work". I need first-principles knowledge, because a time will come when applying the fundamental knowledge of things to solve problems becomes necessary.
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I no longer feel content just "plugging and playing" when it comes to backend and AI "work". I need first-principles knowledge, because a time will come when applying the fundamental knowledge of things to solve problems becomes necessary.
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Indeed, zero-sum thinking is the root of so much envy and cynicism
We could achieve so much. Potential beauty is limitless. When I see people arguing from a zero-sum mindset I want to shake them and show them the future I see. We are just at the beginning. We will always be just at the beginning. Let go of envy and we’ll carry you there.
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Learn the articles alongside the words! That's the only rule without exceptions. And the reason we're building Reedapt 🤭
For people that understand French fluently, is there like a trick to know which words are feminine and which words are masculine? Help a sister pls.
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Welcome to the newest kid on the AI dubbing block🙂↔️ Great work!
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If you needed the glock You never valued the Bible 😅 A traditionalist would never have both side by side. Na wetin bird chop e dey use fly Faith isn't 2FA Christianity doesn't always have to be the scapegoat in your lopsided scenarios. Please rest.
A bandit attacks your home in the dead of night. He's armed to the teeth with a gun, ammunitions strapped to his body & grenades. As soon as he kicks open the front door to your house, you wake up & start to panic. But on your bedside drawer are three key items: 1. A Bible
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