His Articles

Thematic ETFs

Crypto and AI Storage Dual Drivers: The Index Constituent Overlap

The relationship between cryptocurrency infrastructure and artificial intelligence is becoming increasingly interesting from an index construction perspective. At first glance, crypto and AI storage appear to belong to entirely different investment narratives. Cryptocurrency is associated with digital assets, blockchain networks, mining, and decentralized computing, while AI storage is linked to hyperscale data centers, high-bandwidth memory, enterprise storage, and the rapid expansion of artificial intelligence workloads.

Macro Cycle

Intensifying Semi Sector Divergence: The Trilogy of Analog, Digital, and Power

The semiconductor industry is no longer a single, unified story. Instead, it is increasingly a trilogy—three distinct but interdependent sectors whose economics, technology roadmaps, and demand cycles are diverging: analog, digital, and power. On the surface, all three deal with silicon and electrons; in practice, they respond to different customer needs, move at different speeds, and face different constraints.

Macro Cycle

Practical Application of the Inventory-to-Bill Ratio in Semi Industry

Semiconductor executives and investors spend a lot of time staring at numbers, but not all metrics are equally useful for understanding where the cycle is heading. Among the more practical indicators is the inventory‑to‑bill ratio: a simple comparison of how much product is sitting in stock versus how much is actually being billed to customers over a given period.

Compute Chips

2026 Changes in Government AI Chip Procurement Lists: Enhanced Security & Trust Requirements

By 2026, government procurement and approval processes for AI chips have shifted from a narrow focus on performance and basic compliance to a broader, more demanding emphasis on security, trust, and lifecycle assurance. Procedure lists that once concentrated on technical specifications, testing protocols, and documentation now embed deeper requirements around supply chain transparency, hardware security features, and verifiable trustworthiness of both silicon and software.