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Reading the AI Era Through Jevons' Paradox: Why Demand Rises and What Talent Will Be Needed Insight
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Reading the AI Era Through Jevons' Paradox: Why Demand Rises and What Talent Will Be Needed

Does efficiency from AI really destroy demand and jobs? Using Jevons' Paradox from economics, this piece looks at the reversal of demand happening in memory, inference cost, energy, and labor — based on facts.

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SpaceX IPO and the Question of Valuation: How to Price Starlink's Communications Infrastructure and SpaceXAI Insight
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SpaceX IPO and the Question of Valuation: How to Price Starlink's Communications Infrastructure and SpaceXAI

The reported $1.75 trillion SpaceX IPO is not a rocket-company listing. The real problem is how to price Starlink's cash-generating infrastructure and SpaceXAI — the absorbed xAI business — on a single balance sheet.

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Tokenmaxxing in the Anthropic Era: A New Opening for AI Startups Insight
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Tokenmaxxing in the Anthropic Era: A New Opening for AI Startups

Cutting headcount with AI lowers labor cost, but inference cost is starting to rise. Looking at Anthropic, Uber, Meta, Amazon, and others, I think Tokenmaxxing is opening a new market for AI infrastructure startups.

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Can SaaS Overcome Its Paradox? Conditions for SaaS Survival in the AI Era Insight
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Can SaaS Overcome Its Paradox? Conditions for SaaS Survival in the AI Era

The more AI improves productivity, the more pressure builds on SaaS seat-based pricing. I look at this quarter's earnings from Datadog, Atlassian, ServiceNow, HubSpot, Salesforce, and Microsoft, and consider the conditions for SaaS survival in the AI era.

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The 2026 Shift in Digital Finance: From Bitcoin to 'Betcoin', and How AI Payments Are Reshaping Financial Trading Insight
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The 2026 Shift in Digital Finance: From Bitcoin to 'Betcoin', and How AI Payments Are Reshaping Financial Trading

In 2026, crypto is splitting into two directions: prediction markets that absorb human speculation, and stablecoin payments that power the AI agent economy. I look at the shift from Bitcoin to 'Betcoin' and how AI payments are redefining financial trading.

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The Shift to the 'Inference Era' and the Revaluation of the CPU: A Technical View and What Investors Should Watch Insight
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The Shift to the 'Inference Era' and the Revaluation of the CPU: A Technical View and What Investors Should Watch

As AI infrastructure shifts from training GPUs to inference and AI agents, the CPU is being reevaluated. I look at recent moves by Intel, Google, SiFive, and others to outline how the competition is moving toward system-wide optimization.

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OpenAI's Independence Strategy and the Path to IPO: 'Revenue Gross-Up' Concerns from the Microsoft Partnership Amendment, and an Investor View Insight
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OpenAI's Independence Strategy and the Path to IPO: 'Revenue Gross-Up' Concerns from the Microsoft Partnership Amendment, and an Investor View

OpenAI's post-money valuation reached $852B in March 2026. I look at the Microsoft deal amendment, advertising push, Sora shutdown, and the Musk lawsuit through an investor lens.

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Could a "Musk Inc." Holding Company Work? — Rethinking the Musk Empire Through the SpaceX IPO Insight
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Could a "Musk Inc." Holding Company Work? — Rethinking the Musk Empire Through the SpaceX IPO

Starting from the Reuters report on SpaceX's option to acquire Cursor, I walk through the xAI/X merger, the SpaceX/xAI integration, Tesla's xAI investment, and the SpaceX IPO plan, and think through when a 'Musk Inc.' holding company could realistically take shape.

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Reading Anthropic's IPO Setup: Mythos, Government Relations, and the Pieces Falling Into Place Insight
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Reading Anthropic's IPO Setup: Mythos, Government Relations, and the Pieces Falling Into Place

A look at Anthropic's moves in April 2026 — Mythos, renewed government dialogue, Claude Design, a board appointment, and compute expansion — and what they suggest about the company's IPO setup.

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