always be VRAM & TFLOPs maxxing anon Buy a GPU
@theahmadosman
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Scaling AI Infrastructure: 16x Tenstorrent Blackhole GPU Expansion
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waiting on 16x more Tenstorrent Blackhole p150c
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People Control Their Future Through Computing Power
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i want people to control their future Compute is a part of that
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GPU Computing Power Essential for AI Workloads
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“Someday, and that day will come, you’ll be out of VRAM and desperate for compute. And on that day, you’ll remember who told you first to Buy a GPU. The Godfather of TFLOPs was right.”
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Google: From Stanford Crawler to Tech Conglomerate Dominance
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– be us
– Larry & Sergey
– at Stanford with a crawler and a dream
– accidentally organize the entire internet
– call it Google
– build search, email, maps, docs, OS, phones, browser, car, satellite, thermostat, AI lab, TPU farm, and quantum computer – 2025
– everyone talking -
Advanced Llama Architecture: Rotary Embeddings and ReLU² MLP
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> llama-like architecture
> dense transformer > rotary only (no positional embeddings) > qk norm > untied embedding/unembedding > norm after token embedding > relu² mlp > no biases in linears > no learnable rmsnorm params > mqa > logit softcap > optimizer = -
Karpathy’s Fundamental AI Resource: Essential Guide for Beginners
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this is an amazing gift to everyone who's just starting straight to the point and has the fundamentals covered in the right order (no surprise though since it's karpathy)
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Karpathy releases new LLM training project under 8000 lines
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> karpathy just released a new project > in it, and in under 8000 lines of code you get to: > train the tokenizer using a new rust implementation
> pretrain a transformer llm on fineweb, evaluate core score across a number of metrics > midtrain on user-assistant -
From Zero to Attention Mechanisms: Demystifying LLM Knowledge
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– you are
– a random CS grad with 0 clue how LLMs work
– get tired of people gatekeeping with big words and tiny GPUs
– decide to go full monk mode
– 2 years later i can explain attention mechanisms at parties and ruin them – here’s the forbidden knowledge map
– top to bottom, -
Invest in Yourself: The Ultimate Betting Strategy for Success
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betting on this, betting on that but when was the last time you tried betting on yourself, anon?