His Articles

Compute Chips

FCF Inflection Point Forecasting Model for Leading AI Chip Companies

As AI chip companies mature from high‑growth stories into capital‑intensive platforms, investors increasingly focus on free cash flow (FCF) as the core signal of long‑term value creation. Revenue growth, unit shipments, and benchmark leadership still matter, but they no longer tell the full economic story. What ultimately determines whether a leading AI chip company justifies its valuation is when, and how, its investments in R&D, tape‑outs, capacity, and ecosystem translate into sustained, positive, and growing FCF. This transition moment is what we can call the FCF reflection point.

HBM Memory

Big 3 Memory Makers’ HBM CapEx Share Exceeds 50% for the First Time in 2026

In 2026 the semiconductor landscape reached a decisive inflection: the combined capital expenditure (capex) directed by the industry’s Big Three memory makers—SK Hynix, Samsung, and Micron—toward High-Bandwidth Memory (HBM) and its enabling packaging technologies exceeded 50% of total industry HBM-capex for the first time. This milestone matters because it signals concentrated investment toward premium memory and packaging ecosystems that underpin AI accelerators, HPC clusters, and advanced datacenter architectures.

Macro Linkages

Historical Win-Rate and Odds of the Semi Sector After Fed Rate Cut Cycles Begin

When the Federal Reserve pivots from raising rates to cutting them, everyone asks the same question: what happens to stocks now? More specifically, in the AI era, investors ask: what happens to semiconductors? Are they a reliable winner after the first cut, or does the sector’s cyclicality and high valuation risk turn the easing phase into a coin toss? History doesn’t give us a perfect script, but it does offer patterns—and those patterns give us a way to think about win rates and odds, rather than stories alone.

Thematic ETFs

Case Study Analysis of Using ETF Options for Directional Trading in the Memory Sector

Directional trading in the memory sector used to mean picking individual DRAM or NAND stocks and riding the cycles. Today, there is a cleaner, more structured way to express those views: options on thematic ETFs dedicated to memory and AI storage. These products wrap a complex, global supply chain into a single tradable instrument, and their option chains open the door to a wide range of strategies, from aggressive directional bets to more nuanced hedging and income approaches.