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hand crafted neural network ✨✋🧠 no noise, just nodes sorted in different ways. #genuary27 #genuary2025 #genuary

Kat ⊷ the Poet Engineer

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40,208 views • 1 year ago •via X (Twitter)

Arts Science & Technology #genuary27 #genuary2025 #genuary

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𝗧𝗵𝗲 𝗕𝗹𝗼𝗼𝗱𝗺𝗼𝗼𝗻 𝗿𝗶𝘀𝗲𝘀 𝘁𝗼𝗱𝗮𝘆. 🌑 𝗕𝗹𝗶𝗴𝗵𝘁𝗳𝗲𝗹𝗹 is officially stepping out of 𝗰𝗼𝗺𝗶𝗻𝗴 𝘀𝗼𝗼𝗻 and into 𝗽𝗹𝗮𝘆𝗮𝗯𝗹𝗲 𝗿𝗲𝗮𝗹𝗶𝘁𝘆. If you’ve been watching from the sidelines, this is your signal. This isn’t a hype brochure game 👀 it’s 𝗽𝘂𝗿𝗲 𝘁𝗮𝗰𝘁𝗶𝗰𝗮𝗹 𝗣𝘃𝗣 crafted by Blightfell + Merlyn Game Studio, deploying on Abstract. We’ve been running 𝗴𝗮𝗺𝗶𝗻𝗴 𝗻𝗶𝗴𝗵𝘁𝘀 and the gameplay just hits different. No hand-holding. 𝗥𝗲𝗮𝗱𝘀, 𝘀𝗽𝗮𝗰𝗶𝗻𝗴, 𝗰𝗼𝗺𝗯𝗼𝘀, 𝗺𝗼𝗺𝗲𝗻𝘁𝘂𝗺 𝘀𝘄𝗶𝗻𝗴𝘀… and those VC screaming moments when someone gets folded. 😭🔥 And just to be clear, I’m not watching from afar. I’m a 𝗽𝗿𝗼𝘂𝗱 𝗵𝗼𝗹𝗱𝗲𝗿 𝗼𝗳 𝗺𝘂𝗹𝘁𝗶𝗽𝗹𝗲 𝗚𝗲𝗻𝗲𝘀𝗶𝘀 𝗞𝗻𝗶𝗴𝗵𝘁𝘀 + a 𝗟𝗲𝗴𝗲𝗻𝗱𝗮𝗿𝘆 𝗗𝗿𝗲𝗮𝗺 𝗟𝗮𝗶𝗿. So yes, I am 𝗹𝗼𝗰𝗸𝗲𝗱 𝗶𝗻. 🛡️🏰 𝗧𝘂𝗿𝗻 𝗻𝗼𝘁𝗶𝘀 𝗼𝗻 𝗳𝗼𝗿 Blightfell. 𝗧𝗼𝗱𝗮𝘆 𝗶𝘀 𝗻𝗼𝘁 𝗷𝘂𝘀𝘁 𝗮𝗻 𝘂𝗽𝗱𝗮𝘁𝗲. 𝗜𝘁’𝘀 𝘁𝗵𝗲 𝗯𝗲𝗴𝗶𝗻𝗻𝗶𝗻𝗴. 𝗧𝗵𝗲 𝗵𝘂𝗻𝘁 𝗯𝗲𝗴𝗶𝗻𝘀. 🩸🌑⚔️

𝗧𝗵𝗲 𝗕𝗹𝗼𝗼𝗱𝗺𝗼𝗼𝗻 𝗿𝗶𝘀𝗲𝘀 𝘁𝗼𝗱𝗮𝘆. 🌑 𝗕𝗹𝗶𝗴𝗵𝘁𝗳𝗲𝗹𝗹 is officially stepping out of 𝗰𝗼𝗺𝗶𝗻𝗴 𝘀𝗼𝗼𝗻 and into 𝗽𝗹𝗮𝘆𝗮𝗯𝗹𝗲 𝗿𝗲𝗮𝗹𝗶𝘁𝘆. If you’ve been watching from the sidelines, this is your signal. This isn’t a hype brochure game 👀 it’s 𝗽𝘂𝗿𝗲 𝘁𝗮𝗰𝘁𝗶𝗰𝗮𝗹 𝗣𝘃𝗣 crafted by Blightfell + Merlyn Game Studio, deploying on Abstract. We’ve been running 𝗴𝗮𝗺𝗶𝗻𝗴 𝗻𝗶𝗴𝗵𝘁𝘀 and the gameplay just hits different. No hand-holding. 𝗥𝗲𝗮𝗱𝘀, 𝘀𝗽𝗮𝗰𝗶𝗻𝗴, 𝗰𝗼𝗺𝗯𝗼𝘀, 𝗺𝗼𝗺𝗲𝗻𝘁𝘂𝗺 𝘀𝘄𝗶𝗻𝗴𝘀… and those VC screaming moments when someone gets folded. 😭🔥 And just to be clear, I’m not watching from afar. I’m a 𝗽𝗿𝗼𝘂𝗱 𝗵𝗼𝗹𝗱𝗲𝗿 𝗼𝗳 𝗺𝘂𝗹𝘁𝗶𝗽𝗹𝗲 𝗚𝗲𝗻𝗲𝘀𝗶𝘀 𝗞𝗻𝗶𝗴𝗵𝘁𝘀 + a 𝗟𝗲𝗴𝗲𝗻𝗱𝗮𝗿𝘆 𝗗𝗿𝗲𝗮𝗺 𝗟𝗮𝗶𝗿. So yes, I am 𝗹𝗼𝗰𝗸𝗲𝗱 𝗶𝗻. 🛡️🏰 𝗧𝘂𝗿𝗻 𝗻𝗼𝘁𝗶𝘀 𝗼𝗻 𝗳𝗼𝗿 Blightfell. 𝗧𝗼𝗱𝗮𝘆 𝗶𝘀 𝗻𝗼𝘁 𝗷𝘂𝘀𝘁 𝗮𝗻 𝘂𝗽𝗱𝗮𝘁𝗲. 𝗜𝘁’𝘀 𝘁𝗵𝗲 𝗯𝗲𝗴𝗶𝗻𝗻𝗶𝗻𝗴. 𝗧𝗵𝗲 𝗵𝘂𝗻𝘁 𝗯𝗲𝗴𝗶𝗻𝘀. 🩸🌑⚔️

AG⚡️DAO

40,208 views • 9 months ago

Your brain physically rewires itself every time you think a thought. Donald Hebb stumbled onto this principle in 1949 while studying memory formation in lab rats. He noticed something that should have been impossible: neurons that activated simultaneously began forming stronger connections over time, creating dedicated pathways where none existed before. Scientists called it Hebb's Law. The rest of us call it "neurons that fire together wire together." What Hebb discovered wasn't just a mechanism for learning. He had found the biological foundation of human transformation. Every habit, every skill, every automatic response in your body exists as a neural pathway carved by repetition. The route from your bedroom to your kitchen becomes a superhighway in your brain because you walk it every morning. The sequence of movements you use to tie your shoes becomes hardwired because you've done it thousands of times. But, this same process builds your personality. That tendency to check your phone when you feel anxious? Neural pathway. The automatic urge to argue when someone challenges your opinion? Neural pathway. The way you deflect compliments or seek validation or avoid difficult conversations? All neural pathways, strengthened every time you repeat the pattern. Your brain cannot distinguish between physical actions and mental habits. Both carve grooves in your neural architecture. Both become automatic responses when triggered. Both feel like "who you are" because they happen without conscious choice. But, most people spend decades accidentally building neural superhighways to behaviors they claim they want to change. You say you want to be confident, then practice self doubt every day. You say you want to be productive, then strengthen procrastination pathways by checking social media when work feels hard. You say you want authentic relationships, then wire yourself for people pleasing by avoiding conflict whenever it arises. The brain observes your actions and assumes this must be what you want. So it builds infrastructure to make these patterns easier to execute in the future. Neuroplasticity research reveals something most people find deeply unsettling: there is no "fixed self." The personality you think defines you is just a collection of neural pathways that have been reinforced more often than others. The pathways you travel most frequently become the widest roads. The thoughts you think most often become the loudest voices. The behaviors you repeat most consistently become your automatic responses. But the same mechanism that locks you into patterns can unlock you from them. Every time you catch yourself mid pattern and choose differently, you send a signal to your brain that the old pathway might not be serving you anymore. Every time you practice a new response instead of defaulting to the familiar one, you begin building new neural infrastructure. The process feels awkward at first because you're literally walking through mental wilderness, creating trails where no trails existed. But repetition turns trails into paths, paths into roads, roads into superhighways. This is why changing habits through willpower alone fails. You're trying to muscle through established neural superhighways instead of building alternative routes. The old pathways don't disappear just because you want them to. They have to be replaced through deliberate rewiring. The most sophisticated meditation practitioners in the world understand this intuitively. They don't just sit quietly hoping for peace. They systematically rewire their brains by repeatedly choosing calm responses instead of reactive ones. Ten thousand hours of practice creates neural pathways so robust that serenity becomes their default state. Professional athletes do the same thing with performance. They don't just practice their sport. They practice the mental patterns that support excellence until confidence, focus, and resilience become neurologically hardwired. The implications of neuroplasticity extend far beyond personal development. Every social bias, every cultural assumption, every automatic judgment you make exists as neural wiring built through repetition. The way you unconsciously categorize people, the assumptions you make about different groups, the stereotypes that feel "obviously true" are all learned pathways that can be unlearned. Societies change when enough individuals rewire their neural patterns around new ways of thinking and behaving. The brain you have right now is not the brain you're stuck with. It's the brain you've trained through repetition. Every thought you choose, every action you take, every response you practice is a vote for the kind of neural architecture you want to build. Most people cast these votes unconsciously, then wonder why their life feels automatic and unchangeable. The moment you realize you're the architect of your own neural patterns is the moment real transformation becomes possible. Your neurons are firing right now as you read this. What are you choosing to wire them toward?

Your brain physically rewires itself every time you think a thought. Donald Hebb stumbled onto this principle in 1949 while studying memory formation in lab rats. He noticed something that should have been impossible: neurons that activated simultaneously began forming stronger connections over time, creating dedicated pathways where none existed before. Scientists called it Hebb's Law. The rest of us call it "neurons that fire together wire together." What Hebb discovered wasn't just a mechanism for learning. He had found the biological foundation of human transformation. Every habit, every skill, every automatic response in your body exists as a neural pathway carved by repetition. The route from your bedroom to your kitchen becomes a superhighway in your brain because you walk it every morning. The sequence of movements you use to tie your shoes becomes hardwired because you've done it thousands of times. But, this same process builds your personality. That tendency to check your phone when you feel anxious? Neural pathway. The automatic urge to argue when someone challenges your opinion? Neural pathway. The way you deflect compliments or seek validation or avoid difficult conversations? All neural pathways, strengthened every time you repeat the pattern. Your brain cannot distinguish between physical actions and mental habits. Both carve grooves in your neural architecture. Both become automatic responses when triggered. Both feel like "who you are" because they happen without conscious choice. But, most people spend decades accidentally building neural superhighways to behaviors they claim they want to change. You say you want to be confident, then practice self doubt every day. You say you want to be productive, then strengthen procrastination pathways by checking social media when work feels hard. You say you want authentic relationships, then wire yourself for people pleasing by avoiding conflict whenever it arises. The brain observes your actions and assumes this must be what you want. So it builds infrastructure to make these patterns easier to execute in the future. Neuroplasticity research reveals something most people find deeply unsettling: there is no "fixed self." The personality you think defines you is just a collection of neural pathways that have been reinforced more often than others. The pathways you travel most frequently become the widest roads. The thoughts you think most often become the loudest voices. The behaviors you repeat most consistently become your automatic responses. But the same mechanism that locks you into patterns can unlock you from them. Every time you catch yourself mid pattern and choose differently, you send a signal to your brain that the old pathway might not be serving you anymore. Every time you practice a new response instead of defaulting to the familiar one, you begin building new neural infrastructure. The process feels awkward at first because you're literally walking through mental wilderness, creating trails where no trails existed. But repetition turns trails into paths, paths into roads, roads into superhighways. This is why changing habits through willpower alone fails. You're trying to muscle through established neural superhighways instead of building alternative routes. The old pathways don't disappear just because you want them to. They have to be replaced through deliberate rewiring. The most sophisticated meditation practitioners in the world understand this intuitively. They don't just sit quietly hoping for peace. They systematically rewire their brains by repeatedly choosing calm responses instead of reactive ones. Ten thousand hours of practice creates neural pathways so robust that serenity becomes their default state. Professional athletes do the same thing with performance. They don't just practice their sport. They practice the mental patterns that support excellence until confidence, focus, and resilience become neurologically hardwired. The implications of neuroplasticity extend far beyond personal development. Every social bias, every cultural assumption, every automatic judgment you make exists as neural wiring built through repetition. The way you unconsciously categorize people, the assumptions you make about different groups, the stereotypes that feel "obviously true" are all learned pathways that can be unlearned. Societies change when enough individuals rewire their neural patterns around new ways of thinking and behaving. The brain you have right now is not the brain you're stuck with. It's the brain you've trained through repetition. Every thought you choose, every action you take, every response you practice is a vote for the kind of neural architecture you want to build. Most people cast these votes unconsciously, then wonder why their life feels automatic and unchangeable. The moment you realize you're the architect of your own neural patterns is the moment real transformation becomes possible. Your neurons are firing right now as you read this. What are you choosing to wire them toward?

Darshak Rana ⚡️

52,882 views • 4 months ago

since this is clearly being twisted, he’s clearly not talking about the ‘2021 battle’ itself but about how lewis’ advice on being aggressive with max is easier to apply back then when it was just two fighting. cause if both went down, no one gained. but now with a third in the mix, it’s different and one mistake by both helps the third. he’s completely right and he still acknowledged lewis’ advice with genuine respect, something he doesn’t hand out lightly ESPECIALLY to someone whose advice he doesn’t truly believe in.

since this is clearly being twisted, he’s clearly not talking about the ‘2021 battle’ itself but about how lewis’ advice on being aggressive with max is easier to apply back then when it was just two fighting. cause if both went down, no one gained. but now with a third in the mix, it’s different and one mistake by both helps the third. he’s completely right and he still acknowledged lewis’ advice with genuine respect, something he doesn’t hand out lightly ESPECIALLY to someone whose advice he doesn’t truly believe in.

ray

195,018 views • 10 months ago

Hey #HODLERS 👋 Jumped into MEXC Flip Fest today and honestly… way more fun than I expected 😅 I started with free flips, played a few different hand types, stacked points pretty fast and already saw rewards rolling in. No entry fee, no minimums — you just flip, trade, and keep accumulating points. 💡 My quick tips: – Don’t rush flips, watch the hand types – Mixing flips + swaps boosts points faster – Small sessions > one big flip (helps consistency) 🎁 Why this event hits: • $5,000,000 prize pool • Free entry • No threshold • 100% chance to win rewards with points I’ll keep flipping and share what hands + rewards I hit next 👀 If you haven’t tried it yet, now’s the time. 👇 Join here with my link & let’s see who pulls the best hands 🎴🔥

Hey #HODLERS 👋 Jumped into MEXC Flip Fest today and honestly… way more fun than I expected 😅 I started with free flips, played a few different hand types, stacked points pretty fast and already saw rewards rolling in. No entry fee, no minimums — you just flip, trade, and keep accumulating points. 💡 My quick tips: – Don’t rush flips, watch the hand types – Mixing flips + swaps boosts points faster – Small sessions > one big flip (helps consistency) 🎁 Why this event hits: • $5,000,000 prize pool • Free entry • No threshold • 100% chance to win rewards with points I’ll keep flipping and share what hands + rewards I hit next 👀 If you haven’t tried it yet, now’s the time. 👇 Join here with my link & let’s see who pulls the best hands 🎴🔥

HODL GENTLEMAN

20,897 views • 7 months ago

1 Neural Network + Obsidian + Karpathy’s 1-file method = the most unhinged second brain build of 2026. It remembers everything you’ve ever done, and it costs $0 on top of what you already pay. The base is Karpathy’s append and review: 1 giant note, new thoughts stack on top, old ones sink, every few days you reread and pull the survivors back up. No folders, no tags, no plugins the rereading IS the system, because review is what turns storage into thinking. The flaw: past 10,000 lines, no human rereads anything. That’s where the neural network takes over. You keep the note in Obsidian 1 vault, everything dumps to the top: ideas, links, meeting fragments, half-thoughts. You never organize, you only dump. It all lives as plain markdown on your own disk, and that detail is the whole trick. Because now you point Claude Code at the vault folder, and it reads every line you’ve ever written. “What did I think about pricing in March.” “Find the 3 ideas I keep circling.” “What did I drop that deserves a second look.” It answers from YOUR notes, with quotes, in 15 seconds. Then once a week, 1 prompt closes the loop: read the last 7 days, surface the 5 entries worth pulling back up, flag anything that contradicts what I wrote a month ago. The model does the sinking and surfacing Karpathy did by hand, and the note stays alive instead of turning into a graveyard. Week 1 feels like nothing. Week 4 you hit the first “I already solved this in January.” Month 3 you consult your past self more than Google. Most second brains die in 11 days under 40 plugins and 200 folders. This one is 1 file and a loop, and it compounds because dumping takes 0 discipline. Notion stores what you thought. This thing argues back.

1 Neural Network + Obsidian + Karpathy’s 1-file method = the most unhinged second brain build of 2026. It remembers everything you’ve ever done, and it costs $0 on top of what you already pay. The base is Karpathy’s append and review: 1 giant note, new thoughts stack on top, old ones sink, every few days you reread and pull the survivors back up. No folders, no tags, no plugins the rereading IS the system, because review is what turns storage into thinking. The flaw: past 10,000 lines, no human rereads anything. That’s where the neural network takes over. You keep the note in Obsidian 1 vault, everything dumps to the top: ideas, links, meeting fragments, half-thoughts. You never organize, you only dump. It all lives as plain markdown on your own disk, and that detail is the whole trick. Because now you point Claude Code at the vault folder, and it reads every line you’ve ever written. “What did I think about pricing in March.” “Find the 3 ideas I keep circling.” “What did I drop that deserves a second look.” It answers from YOUR notes, with quotes, in 15 seconds. Then once a week, 1 prompt closes the loop: read the last 7 days, surface the 5 entries worth pulling back up, flag anything that contradicts what I wrote a month ago. The model does the sinking and surfacing Karpathy did by hand, and the note stays alive instead of turning into a graveyard. Week 1 feels like nothing. Week 4 you hit the first “I already solved this in January.” Month 3 you consult your past self more than Google. Most second brains die in 11 days under 40 plugins and 200 folders. This one is 1 file and a loop, and it compounds because dumping takes 0 discipline. Notion stores what you thought. This thing argues back.

West Lord

24,679 views • 1 month ago

SOMEONE FROM TOKYO IS MAPPING BIRD LANGUAGE INTO REAL DATA PATTERNS AND THE VISUALIZATION LOOKS LIKE A NEURAL NETWORK DREAMING Every bird sound - frequency, duration, amplitude and modulation - gets converted into 3D space coordinates and rendered as a cluster of colored points in real time through Deepen AI. A microphone captures the acoustic signal, FFT breaks it down into frequency components from 1 kHz to 8 kHz where most birds communicate, an ML model classifies the pattern and the mapped data hits a graph where each call type gets its own color and position in space. Birds have a vocal repertoire of 5 to 200+ unique signals depending on the species - and every signal carries different information about predators, food, territory and mates that humans simply can't hear. The same technology that decodes bird language detects anomalies in industrial machinery, cardiac rhythms and structural vibrations in buildings - he just trained it on nature first.

SOMEONE FROM TOKYO IS MAPPING BIRD LANGUAGE INTO REAL DATA PATTERNS AND THE VISUALIZATION LOOKS LIKE A NEURAL NETWORK DREAMING Every bird sound - frequency, duration, amplitude and modulation - gets converted into 3D space coordinates and rendered as a cluster of colored points in real time through Deepen AI. A microphone captures the acoustic signal, FFT breaks it down into frequency components from 1 kHz to 8 kHz where most birds communicate, an ML model classifies the pattern and the mapped data hits a graph where each call type gets its own color and position in space. Birds have a vocal repertoire of 5 to 200+ unique signals depending on the species - and every signal carries different information about predators, food, territory and mates that humans simply can't hear. The same technology that decodes bird language detects anomalies in industrial machinery, cardiac rhythms and structural vibrations in buildings - he just trained it on nature first.

Cortex

11,128 views • 3 months ago

single RTX 3090. 24 GB VRAM. Qwen3.5-35B-A3B. 4-bit quant, 113 tokens per second at full 262K context harnessing Claude Code locally with no API, no subscription, no proxy. told it what it is. 30 Mamba2 layers, 10 attention, 256 experts, 8 active per token. said "build something that shows off what you can do." it visualized its own architecture. interactive. tokens flowing through layers. 256 experts lighting up on routing. served in the browser from the same GPU running inference. single prompt. then i said level up. 3D. Three.js. separate files. flythrough camera. clickable layers. it planned first, scaffolded 6 files, hit one API bug, fixed it itself, then optimized for smooth framerate. two iterations to a working 3D neural network explorer. llama.cpp just merged a native Anthropic endpoint. Claude Code points at localhost. the whole setup is two commands. no LiteLLM. no proxy config. the open source models coming out of china right now are genuinely changing what's possible on consumer hardware. respect to the Qwen team. this is acceleration.

single RTX 3090. 24 GB VRAM. Qwen3.5-35B-A3B. 4-bit quant, 113 tokens per second at full 262K context harnessing Claude Code locally with no API, no subscription, no proxy. told it what it is. 30 Mamba2 layers, 10 attention, 256 experts, 8 active per token. said "build something that shows off what you can do." it visualized its own architecture. interactive. tokens flowing through layers. 256 experts lighting up on routing. served in the browser from the same GPU running inference. single prompt. then i said level up. 3D. Three.js. separate files. flythrough camera. clickable layers. it planned first, scaffolded 6 files, hit one API bug, fixed it itself, then optimized for smooth framerate. two iterations to a working 3D neural network explorer. llama.cpp just merged a native Anthropic endpoint. Claude Code points at localhost. the whole setup is two commands. no LiteLLM. no proxy config. the open source models coming out of china right now are genuinely changing what's possible on consumer hardware. respect to the Qwen team. this is acceleration.

Sudo su

110,206 views • 6 months ago