GPT-4 Has 1.8 Trillion Parameters. It Uses 2% of Them Per Token.
Author(s): DrSwarnenduAI Originally published on Towards AI. GPT-4 Has 1.8 Trillion Parameters. It Uses 2% of Them Per Token. DeepSeek-R1: 671 billion parameters. 37 billion active per token. DeepSeek-R1: 671 billion parameters. 37 billion active per token.The article discusses various machine learning …
I Read Every Line of Anthropic’s Leaked Source Code So You Don’t Have To. Here’s What They Were Hiding.
Author(s): DrSwarnenduAI Originally published on Towards AI. 512,000 lines of TypeScript. A secret AI pet. An always-on daemon that dreams. A mode that hides from you that it’s AI. All of it now public, because someone forgot one line in a config …
Meta Just Built an AI That Rewrites the Rules of How It Gets Smarter. Then It Rewrote Those Rules Too.
Author(s): DrSwarnenduAI Originally published on Towards AI. The complete breakdown of HyperAgents — what metacognitive self-modification actually means, why the old way always hits a ceiling, and the result that made the AI safety community sit up straight. Meta Just Built an …
Nobody Invented Attention. A Frustrated PhD Student Ran Out of Other Options.
Author(s): DrSwarnenduAI Originally published on Towards AI. Nobody Invented Attention. A Frustrated PhD Student Ran Out of Other Options. Dzmitry Bahdanau was not trying to invent the architecture that would eventually run inside every large language model on earth. Completely gibberish at …
Does Water Break Math? DeepMind’s Physics-Informed Search for the $1,000,000 Singularity
Author(s): DrSwarnenduAI Originally published on Towards AI. Does Water Break Math? DeepMind’s Physics-Informed Search for the $1,000,000 Singularity There is a prize. Not the proof. Not the $1 million.The article discusses how DeepMind employed a Physics-Informed Neural Network to explore the Navier-Stokes …
The Footnote That Runs the World-Johan Jensen Died in 1925. He’d Never Seen a Computer. Stable Diffusion Runs His Math Every Second
Author(s): DrSwarnenduAI Originally published on Towards AI. The Footnote That Runs the World His name was Johan. Lets pay our homage today!This article explores the significant yet often unrecognized contributions of Johan Jensen, a telephone engineer whose mathematical insights have become foundational …
Retrieval-Augmented Forecasting of Time-series
Author(s): DrSwarnenduAI Originally published on Towards AI. RAFT proves that time series forecasting doesn’t need bigger weights — it needs a better library card Here’s the thing about The Cheesecake Factory menu: it’s 21 pages long. New Frontier in Time seriesThe article …
When AI Finally Learned That “Dog” and 🐕 Are the Same Thing, aka CLIP
Author(s): DrSwarnenduAI Originally published on Towards AI. How CLIP used 400 million internet image-caption pairs to solve the 60-year problem of connecting vision and language by making them occupy the same 512-dimensional manifold. Welcome back. I believe in coordinates and manifolds. If …
Google DeepMind TRecViT says Video AI Doesn’t Need to Hoard!!
Author(s): DrSwarnenduAI Originally published on Towards AI. How TRecViT proves that lightness beats brute force — the equation always wins The 175B parameter giants are mansions. TRecViT is the studio apartment that outperforms them.TRecViT outperforms massive AI models by utilizing a compact …
The 200-Year-Old Secret Behind Your AI Images: How Fourier’s Heat Equation Conquered Chaos
Author(s): DrSwarnenduAI Originally published on Towards AI. When Joseph Fourier solved the heat equation in 1822, he didn’t know he was writing the instruction manual for machines that would one day dream in pixels. Imagine dropping a single droplet of ink into …
Your Brain Already Does Multimodal AI. It Took Us 10 Years And 7 Breakthroughs To Copy It.
Author(s): DrSwarnenduAI Originally published on Towards AI. See cat. Hear “cat”. Read “cat”. Same concept. Here’s every innovation that made GPT-4V possible. Close your eyes. I say “cat.” mimic human sensoryThe article discusses the advancements in AI, particularly focusing on the development …
The Orthogonality Paradox: We’ve Been Wrong About Space
Author(s): DrSwarnenduAI Originally published on Towards AI. The trap we don’t know we’re in You think you understand space. The article discusses the implications of dimensionality in understanding space and mathematics, particularly how our intuitive grasp of lower dimensions doesn’t hold true …
The Math Behind Kimi K2: How a Chinese Startup Beat Silicon Valley at 1% of the Cost
Author(s): DrSwarnenduAI Originally published on Towards AI. A complete mathematical breakdown of three architectural innovations that let $4.6M beat $500M — with proofs, intuition, and the blueprint for understanding I’ve spent the last 72 hours obsessively reverse-engineering Kimi K2’s architecture. Grab coffee. …
The Proof is in the Preference: Why DPO is the New RLHF
Author(s): DrSwarnenduAI Originally published on Towards AI. The Proof is in the Preference: Why DPO is the New RLHF Stop debugging PPO. Direct Preference Optimization solved the alignment puzzle with a single, stable loss function. Stop debugging PPO. Direct Preference Optimization solved …
The Two Faces of Forecasting
Author(s): DrSwarnenduAI Originally published on Towards AI. Why Amazon’s $469B Supply Chain Split the Problem in Half (And Why Your Company Should Too) The Mathematical Revolution That Transformed Chaos Into Coordination Picture this: You’re in a boardroom. The CFO demands next quarter’s …
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