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Mar 16, 2026 4 min read

Why Grace Blackwell and Rubin Multiply Revenue Capacity Across Every Token Tier

Grace Blackwell increased tier performance by 35× and added a new tier; the highest-value tier gained 10×. Allocating power 25/25/25/25…

Tech Desk
4 min read

How Nvidia and Groq LP300 Plus Dynamo Unlock 35× on the Highest-Value Inference Tier

Nvidia combined Vera Rubin GPUs with Groq LP300 processors and a new Dynamo layer: prefill runs on Rubin, decode on…

Tech Desk
6 min read

Inside Vera Rubin Ultra: Liquid-Cooled Racks for the Next Generation of AI Factories

Vera Rubin Ultra turns AI racks into fully liquid-cooled, hot-water systems where 144 GPUs share a single NVLink domain. Kyber…

Tech Desk
6 min read

How Token Pricing Tiers Will Reshape the AI Economy

Jensen Huang’s GTC keynote sketches a future where AI tokens are sold like a tiered commodity, from free and $3…

Tech Desk
5 min read

Inside the AI Token Factory: Why Tokens Became the New Commodity of Computing

Token production has exploded, turning modern AI data centres into power-constrained factories where tokens-per-second and cost-per-token define success. Nvidia’s GTC…

Tech Desk
5 min read

From DGX-1 to Rubin: How Nvidia Turned Data Centres into AI Factories

In a decade, Nvidia’s AI systems have evolved from the DGX‑1 deep learning box to Rubin-era AI factories that treat…

Tech Desk
5 min read

“This Is the Beginning of Something Very, Very Big”: Nvidia’s Jensen Huang on AI-Native Companies

Nvidia CEO Jensen Huang used his GTC keynote to describe a rapidly growing wave of AI-native companies, arguing that they…

Tech Desk
5 min read

From Retrieval to Generation: How ChatGPT Marked the Start of Nvidia’s Generative AI Era

Jensen Huang used his GTC keynote to argue that ChatGPT marked the start of a generative AI era that is…

Tech Desk
4 min read

From Perception to Agentic AI: How Reasoning and Coding Agents Changed the Game

OpenAI o1 brought step-by-step reasoning; Claude Code and other agentic systems let AI read files, run tests and iterate. That…

Tech Desk
4 min read

The Inference Inflection Point: Why AI Computing Demand Grew a Million Times in Two Years

Over two years, compute per task grew ~10,000x and usage ~100x — total demand effectively grew about a million times.…

Tech Desk