The Great AI Silicon Shortage • TSMC N3 Wafer Shortages, Memory Constraints, Datacenter Bottlenecks, Supply Chain Wars Winner

Are AI Datacenters Increasing Electric Bills for American Households? • Power prices misconception, PJM's poor market design, Capacity prices 9.3x growth, ERCOT vs PJM grid reliability and expansion

Vera Rubin – Extreme Co-Design: An Evolution from Grace Blackwell Oberon • Vera, Rubin, NVLink 6 Switch, ConnectX-9, BlueField-4, Spectrum-6, Seamless Cableless Compute Tray Design, Power Rack, VR NVL72 TCO and BoM

InferenceX v2: NVIDIA Blackwell Vs AMD vs Hopper - Formerly InferenceMAX • GB300 NVL72, MI355X, B200, H100, Disaggregated Serving, Wide Expert Parallelism, Large Mixture of Experts, SGLang, vLLM, TRTLLM

CPUs are Back: The Datacenter CPU Landscape in 2026 • RL and Agent Usage, Context Memory Storage, DRAM Pricing Impacts, CPU Interconnect Evolution, AMD Venice, Verano, Florence, Intel Diamond Rapids, Coral Rapids, Arm Phoenix + Venom, Graviton 5, Axion

Memory Mania: How a Once-in-Four-Decades Shortage Is Fueling a Memory Boom • Prices are doubling again, Supercycle is bigger, and could last longer than you think

Claude Code is the Inflection Point • What It Is, How We Use It, Industry Repercussions, Microsoft's Dilemma, Why Anthropic Is Winning

From Tokens to Burgers: A Water Footprint Face-Off • A different perspective on the datacenter water debate, forget tokens/watt or tokens/dollar, it's about tokens/burger, how many In-N-Outs is equivalent to the world's largest datacenter

Interconnects Beyond Copper, 1,000 CFETs, SK Hynix Next-Gen NAND, 2D Materials, and More • IEDM 2025 Round-Up

Apple-TSMC: The Partnership That Built Modern Semiconductors • Wafer Demand Model, Node Economics, and the shifting power dynamics as AI reshapes the foundry landscape

RL Environments and RL for Science: Data Foundries and Multi-Agent Architectures • Worker Automation, RL as a Service, Anthropic's next big bet, GDPval and Utility Evals, Computer Use Agents, LLMs in Biology, Mid-Training, Lab Procurement Patterns, Platform Politics and Access

How AI Labs Are Solving the Power Crisis: The Onsite Gas Deep Dive • Bring Your Own Generation, Sayonara Electric Grid, Turbines vs. Recips. vs. Fuel Cells, Why Not Build More CCGTs?, Onsite Power TCO

AWS Trainium3 Deep Dive | A Potential Challenger Approaching • Step-Function Software & System Improvements, “Amazon Basics” GB200 NVL36x2, NL72x2/NL32x2 Scale Up Rack Architecture, Optimized Perf per TCO, Trainium4

TSMC Overseas Fabs – A Success? • Why Morris Chang Said U.S. Fabs Will Fail, Wafer Cost and Economics of Taiwan vs. U.S. Fabs, TSMC Supply Chain Details

TPUv7: Google Takes a Swing at the King • Potential End of the CUDA Moat?, Anthropic’s 1GW+ TPU Purchase, The more (TPU) Meta/SSI/xAI/OAI/Anthro buy the more (GPU capex) you save, Next Generation TPUv8AX and TPUv8X versus Vera Rubin

Microsoft's AI Strategy Deconstructed - From Energy to Tokens • "The Big Pause", AI Tokens Factory Economics Stack, OpenAI, Neocloud Renting, GitHub Copilot, MAI and Maia

ClusterMAX™ 2.0: The Industry Standard GPU Cloud Rating System • 95% Coverage By Volume, 84 Providers Rated, 209 Providers Tracked, 140+ Customers Surveyed, 46,000 Words For Your Enjoyment

How to Kill 2 Monopolies with 1 Tool • Substrate X-Ray Lithography, a New American Foundry, $10k Logic Wafers

Nanoimprint Lithography: Stop Saying It Will Replace EUV • NIL basics, why it won’t replace EUV, details of Canon’s tool, possible applications

InferenceMAX™: Open Source Inference Benchmarking • NVIDIA GB200 NVL72, AMD MI355X, Throughput Token per GPU, Latency Tok/s/user, Perf per Dollar, Cost per Million Tokens, Tokens per Provisioned Megawatt, DeepSeek R1 670B, GPTOSS 120B, Llama3 70B

xAI's Colossus 2 - First Gigawatt Datacenter In The World, Unique RL Methodology, Capital Raise • On Site Turbines, Mississippi Expansion, Solaris Energy, Can xAI afford it?, Middle East Funding, Tesla, Talent Exodus, API revenue, Consumer Growth, RL Environment

Another Giant Leap: The Rubin CPX Specialized Accelerator & Rack • New Prefill Specialized GPU, Rack Architecture, BOM, Disaggregated PD, Higher Perf per TCO, Lower TCO, GDDR7 & HBM Market Trends

Huawei Ascend Production Ramp: Die Banks, TSMC Continued Production, HBM is The Bottleneck • H20 Shipments, Blackwell B30A, Bottlenecks to Chinese Chip Production, Export Controls, CXMT, SMIC, Cambricon

Amazon’s AI Resurgence: AWS & Anthropic's Multi-Gigawatt Trainium Expansion • Anthropic multi-gigawatt clusters, Trainium ramp, best TCO per memory bandwidth, system-level roadmap, Bedrock and internal models

H100 vs GB200 NVL72 Training Benchmarks - Power, TCO, and Reliability Analysis, Software Improvement Over Time • Joules per Token, TCO Per Million Tokens, MFU, Tokens Per US Annual Household Energy Usage, DeepSeek 670B, GB200 Unreliability, Backplane Downtime

GPT-5 Set the Stage for Ad Monetization and the SuperApp • How ChatGPT will monetize free users, Router is the Release, AIs will serve Ads, Google's moat eroded?, The shift of purchasing intent queries

Scaling the Memory Wall: The Rise and Roadmap of HBM • HBM4, Custom Base Die, Shoreline Expansion, Process Flow, China Domestic Production, Samsung Qualification

Robotics Levels of Autonomy • Single-Purpose Robots Automating Hundreds Of Jobs, Pick And Place With Low Autonomy Is Expensive, General-Purpose Autonomy Navigating And Inspecting Large Sites, Targeting Low-Skill Labor In Early Pilots With Promise, Autonomy Capable Of Any Task In Resea

Intel 18A Details & Cost, Future of DRAM 4F2 vs 3D, Backside Power Adoption (or Not), China's FlipFET, Digital Twins from Atoms to Fabs, and More • VLSI 2025 Roundup

DeepSeek Debrief: >128 Days Later • Traffic and User Zombification, GPU Rich Western Neoclouds, Token Economics (Tokenomics) Sets the Competitive Landscape

How Oracle Is Winning the AI Compute Market • Stargate, OpenAI, ByteDance, Unique Datacenter Strategy, Investment Grade Neocloud, Revenue and EBIT Forecast

AI Training Load Fluctuations at Gigawatt-scale - Risk of Power Grid Blackout? • 108GW Large Load Queue, Tesla Megapacks, Supercapacitors, Gigawatt-scale Batteries, PyTorch No Power Plant Blow Up

NVIDIA Tensor Core Evolution: From Volta To Blackwell • Amdahl’s Law, Strong Scaling, Asynchronous Execution, Blackwell, Hopper, Ampere, Turing, Volta, TMA

The New AI Networks | Ultra Ethernet UEC | UALink vs Broadcom Scale Up Ethernet SUE • LibFabric, Packet Spraying, Rail Optimized, Congestion Control, ECN, ACK, Flow Control, PFC, UEC Challenges

Scaling Reinforcement Learning: Environments, Reward Hacking, Agents, Scaling Data • Infrastructure Bottlenecks and Changes, Distillation, Data is a Moat, Recursive Self Improvement, o4 and o5 RL Training, China Accelerator Production

AMD vs NVIDIA Inference Benchmark: Who Wins? - Performance & Cost Per Million Tokens • MI300X, MI325X, H100, H200, B200, MI355X, VLLM, SGLang, TRT-LLM, ROCm CI Lack of Coverage, Inflated AMD Rental Prices

AI Arrives In The Middle East: US Strikes A Deal with UAE and KSA • 5 GW Datacenter, HUMAIN, G42, Diversion and Misuse Risks, Security Requirements, American AI Wins

Microsoft's Datacenter Freeze - 1.5GW Self-Build Slowdown & Lease Cancellation Misconceptions • OpenAI Shift, Oracle & Stargate Acceleration, Hyperscale Capex Implications, Vertiv's Impact Misunderstood, Copilot Weak Adoption

AMD 2.0 - New Sense of Urgency | MI450X Chance to Beat Nvidia | Nvidia's New Moat • Rapid Improvements, Developers First Approach, Low AMD AI Software Engineer Pay, Python DSL, UALink Disaster, MI325x, MI355x, MI430X UL4, MI450X Architecture, IF64/IF128, Flexible IO, UALink, IFoE

Huawei AI CloudMatrix 384 – China's Answer to Nvidia GB200 NVL72 • China Abundance of Power, 100% Optics, 0% Copper, Power Inefficiency, 2.6x lower FLOP per Watt, 14 Transceivers per Chip, Linear Pluggable Optics

High-NA is Here (for R&D), EUV Cost, Pattern Shaping Gaining Share, 6x12" Mask, Metal Oxide & Dry Resist, Hyper-NA • SPIE Advanced Litho & Patterning 2025 Round-Up

The GPU Cloud ClusterMAX™ Rating System | How to Rent GPUs • 90%+ Coverage by Rental GPU Value, GPU Cloud Evaluation Guidelines, GPU Pricing Updates, GPU Bubble Burst, CoreWeave IPO, Hyperscalers, AI Neocloud Economics, Neocloud IRR

NVIDIA GTC 2025 - Built For Reasoning, Vera Rubin, Kyber, CPO, Dynamo Inference, Jensen Math, Feynman • Next Generation Nvidia Systems, Ground Up Inference Optimizations from Silicon to Systems to Software, The More You Buy The More You Make

Datacenter Anatomy Part 2 – Cooling Systems • L2A, L2L, Immersion, Two-Phase, Google vs Meta vs Microsoft vs Amazon Water Cooling Design, WUE, PUE, Nvidia Rubin Power & Cooling Architecture

TSMC N2 + Next-Gen SoIC, Intel EMIB-T, Meta 3D Stacked Memory, CFET, 2D Materials, and More • IEDM 2024 Round-Up

DeepSeek Debates: Chinese Leadership On Cost, True Training Cost, Closed Model Margin Impacts • H100 Pricing Soaring, Subsidized Inference Pricing, Export Controls, MLA

OpenAI Stargate Joint Venture Demystified | Microsoft Sore Loser, Does Softbank Have The Capital?, Texas GigaCampus, Winners & Losers • Money Rules Everything Around Me, The Real Numbers Behind Stargate, Lancium, Abilene Texas, Crusoe, Oracle, Cost Breakdown, Arm Is Fake News

Nvidia's Christmas Present: GB300 & B300 - Reasoning Inference, Amazon, Memory, Supply Chain • Blackwell Delays, Microsoft Orders, GB300 BOM, Nvidia Gross Margin, ConnectX-8, VRMs, Micron, Samsung, SK Hynix, Wistron, FII Foxconn, Aspeed, Axiado

MI300X vs H100 vs H200 Benchmark Part 1: Training - CUDA Moat Still Alive • Training Performance, User Experience, Usability, Nvidia, AMD, GEMM, Attention, Networking, InfiniBand, Spectrum-X Ethernet, RoCEv2 Ethernet, SHARP, Total Cost of Ownership

Scaling Laws - O1 Pro Architecture, Reasoning Training Infrastructure, Orion and Claude 3.5 Opus “Failures” • AI Lab Synthetic Data Infrastructure, Inference Tokenomics of Test Time Compute, The Data Wall, Evaluations are Broken, RLAIF, Inference Time Search, Scale Needed More Than Ever