Insight

33 articles

The Memory Battle Intensifying Alongside GPUs — How Memory Evolved from Commodity to the Lifeline of AI Infrastructure Insight
AI InfrastructureMemoryHBMDRAMSK hynixMicronSamsungInvestment

The Memory Battle Intensifying Alongside GPUs — How Memory Evolved from Commodity to the Lifeline of AI Infrastructure

An analysis of how the entire memory hierarchy — HBM, DRAM, and NAND — is becoming a core asset of AI infrastructure, examined through six lenses: financial performance of major memory companies, the shift to long-term contracts, the technical reality of TurboQuant and CXL, supply-demand tightness, and supply capacity constraints.

Read more →
AWS and Google Point to a New Business — On-Prem Reconsidered in the AI Era and Selling Physical Racks Outside the Cloud Insight
AWSGoogleCloudAI InfrastructureHyperscalerInvestment

AWS and Google Point to a New Business — On-Prem Reconsidered in the AI Era and Selling Physical Racks Outside the Cloud

A look at how hyperscalers like AWS and Google may start selling physical racks with their own chips outside the cloud. The post walks through the facts, the numbers, a simple profit estimate, and the risks, and considers how on-prem is being reconsidered in the AI era.

Read more →
NVIDIA Is Still Undervalued — High Margin, High Growth, Coexistence-Driven Economic Zone, and a Bright Outlook Insight
NVIDIAAI InfrastructureInvestmentSemiconductorsBusiness

NVIDIA Is Still Undervalued — High Margin, High Growth, Coexistence-Driven Economic Zone, and a Bright Outlook

NVIDIA keeps extreme margins and growth while expanding its economic zone by coexisting with rivals instead of fighting them head-on. I think the market still misreads this.

Read more →
The New World Driven by Multi-AI Agents — When AIs Review, Complement, and Negotiate with Each Other Insight
AIAI AgentMulti-AgentGANSecurity

The New World Driven by Multi-AI Agents — When AIs Review, Complement, and Negotiate with Each Other

Multiple AI agents are starting to monitor, complement, and negotiate with each other. I look at this shift through the lens of a classic idea: GAN.

Read more →
China's AI Now: OpenClaw Fever and How Alibaba, Tencent, and ByteDance Are Racing to Monetize AI Insight
AIChinaOpenClawAlibabaTencentByteDanceAI Agent

China's AI Now: OpenClaw Fever and How Alibaba, Tencent, and ByteDance Are Racing to Monetize AI

Behind the OpenClaw fever sweeping China, Alibaba, Tencent, and ByteDance are each taking different approaches to turn AI into revenue.

Read more →
The Cryptocurrency After Bitcoin — The Battle for Financial Infrastructure in the AI Agent Era Insight
AICryptocurrencyStablecoinCloudflareCoinbaseStripePayments

The Cryptocurrency After Bitcoin — The Battle for Financial Infrastructure in the AI Agent Era

Examining AI agent payment infrastructure through three layers: stablecoins, x402/MPP protocols, and Cloudflare's edge gateway.

Read more →
Reading the OpenAI and Anthropic IPOs Through an Investor Lens — Risks to Watch Before the Hype Insight
AIOpenAIAnthropicIPOInvestmentMicrosoftAWS

Reading the OpenAI and Anthropic IPOs Through an Investor Lens — Risks to Watch Before the Hype

Analyzing the upcoming OpenAI and Anthropic IPOs from an investor perspective, focusing on three key concerns: gross vs. net revenue recognition, circular transactions, and barter offsets.

Read more →
The Era of White-Collar Work Redesign, as Shown by AWS and Meta — How Should We Work and Invest in the Structural Shift from Labor Costs to AI? Insight
AIAWSMetaSaaSInfrastructureInvestmentWhite-Collar

The Era of White-Collar Work Redesign, as Shown by AWS and Meta — How Should We Work and Invest in the Structural Shift from Labor Costs to AI?

AWS and Meta are replacing routine white-collar tasks with AI agents. This post examines which jobs are vulnerable, which will remain, and what this structural shift means for both careers and investment.

Read more →
From Cluster Strategy to Vertical Integration — SoftBank's Push to Build a Chip-Power-DC Unified AI Empire Insight
AISoftBankArmOpenAIInfrastructureSemiconductorInvestment

From Cluster Strategy to Vertical Integration — SoftBank's Push to Build a Chip-Power-DC Unified AI Empire

Starting from Arm's entry into AI server chips, this post traces how SoftBank is evolving from the Vision Fund era's broad portfolio approach into a vertical integration strategy spanning chips, data centers, and power — centered on OpenAI, Arm, Ampere, and SB Energy.

Read more →