His Articles

Thematic ETFs

Memory HHI Concentration: The Pricing Power Shift

Memory markets have always been cyclical, but the structure of the cycle can change dramatically when industry concentration rises. For investors studying AI storage and computing power themed ETFs and index derivatives, this structural shift matters because memory pricing is not determined solely by unit demand. The number of meaningful suppliers, the distribution of production capacity, technology leadership, inventory discipline, and the intensity of AI-related demand can all influence how quickly supply responds to changes in consumption.

Compute Chips

Practical Breakthroughs of Domestic EDA Tools in AI Chip Design (Huada/Prime)

As AI chips surge to the forefront of national technology strategies, attention has increasingly turned from fabs and packaging to a crucial but less visible layer: electronic design automation (EDA). For many years, domestic EDA tools lagged behind international leaders, limiting how far local firms could push advanced AI chip design without external dependencies.

Compute Chips

The CoWoS Capacity Allocation Game: Who Gets a Bigger Slice from TSMC?

In the mid‑2020s, one of the most strategic bottlenecks in the global AI hardware ecosystem is not just advanced logic wafer capacity, but advanced packaging capacity—and in particular, TSMC’s CoWoS (Chip‑on‑Wafer‑on‑Substrate) lines. As AI accelerators, high‑bandwidth memory (HBM) stacks, and multi‑die systems proliferate, securing a larger slice of CoWoS capacity has become a competitive game played by the world’s largest chip and cloud companies.

Macro Linkages

Sovereign Wealth Funds’ Rising Allocation Ratios to Strategic Semi Assets

Sovereign wealth funds (SWFs) live at the intersection of politics, macroeconomics, and long‑term investing. They exist to turn national surpluses—often sourced from commodities, exports, or foreign exchange reserves—into enduring wealth. In the 2020s, one asset class has moved from “interesting” to “strategic” in that mission: semiconductors. Chips are now seen as part of national security and industrial policy as much as financial opportunity. That shift has forced SWFs to think hard about how much risk they are willing to allocate to semi assets, and how that allocation fits into a world of changing interest rates, exchange rates, credit cycles, and commodity prices.