The forces. Not the headlines.
Analysis and commentary on markets, companies, and the forces that move them.
Tesla: Auto vs Energy vs Robotaxi Optionality
Tesla's business divides into three distinct segments with very different characteristics and very different valuation implications. Understanding all three is essential to any coherent view.
Costco: Membership as a Business Model
Costco's business model relies on membership fees rather than product markups for profitability. Understanding the specific dynamics is essential to any coherent view of the company.
Berkshire Hathaway: A Portfolio in a Wrapper
Berkshire Hathaway is often described as a company but is more accurately described as a portfolio of businesses and equity holdings. Understanding what it actually contains is essential to any coherent view.
Meta: The Ad-Tech Rebound Case
Meta Platforms' recovery from its 2022 crisis has been one of the most dramatic corporate turnaround stories in recent technology history. Understanding the specific dynamics is essential to any current view.
Amazon: Retail vs AWS Segment Economics
Amazon has two very different businesses with very different economics operating under one corporate roof. Understanding both is essential to any coherent view of the company.
Alphabet: The Search Moat and Its Cracks
Alphabet's Google search franchise has been one of the most dominant business positions in modern technology. The specific ways that dominance is being tested — regulatory, competitive, and technological — deserve careful attention.
Nvidia: Beyond the AI Narrative
Nvidia is the central AI compute story of the current cycle, but the company's other businesses and the specific structure of its dominant position deserve more attention than they typically receive.
Microsoft: Enterprise Software's Compounder
Microsoft has become the world's most valuable enterprise software company through a specific combination of subscription-model economics, cloud infrastructure scale, and AI integration. Understanding the three drivers is worth every Microsoft shareholder's attention.
Visa: The Toll Booth Model of Global Payments
A factual look at how Visa's four-party network generates revenue without taking on consumer credit risk.
Apple: The Cash-Return Story
Apple's most under-discussed shareholder feature is not its products but its enormous capital return program, which has repurchased roughly a third of the company's shares over the past decade.
SPY, IVV, and VOO: The S&P 500 Triangle
Three ETFs track the same underlying index at expense ratios ranging from 3 to 9 basis points. The differences that determine which one to use are usually not the expense ratio.
QQQ: What You Actually Own
The Invesco QQQ Trust holds the 100 largest non-financial companies listed on the Nasdaq. In practice, most of what moves the ETF is a much smaller subset of names.
VTI, VOO, and SCHB: The Total-Market Trio Compared
Three ETFs that look almost identical carry small structural differences worth understanding — expense ratio is only the beginning.
GPUs, HBM, and the Bridge Between Them: Mapping the Advanced Packaging Chokepoint
Why advanced packaging — the process that fuses GPU dies to their HBM stacks — may be the tightest and least discussed constraint in the entire AI hardware supply chain.
Why HBM May Decide the Next Decade of AI Chips More Than the GPU Does
Why high-bandwidth memory, not the GPU itself, has become the binding constraint on AI hardware supply — and what would actually have to change for that to shift.
NVIDIA, TSMC, SK Hynix, and Samsung: Mapping the True Center of Gravity in the AI Semiconductor Race
A structural map of the four companies that anchor the AI hardware buildout — NVIDIA, TSMC, SK Hynix, and Samsung — and the physical bottlenecks that actually gate AI chip supply.