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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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Anthropic's Claude Mythos: A Paradigm Shift Toward AI-Native Security Insight
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Anthropic's Claude Mythos: A Paradigm Shift Toward AI-Native Security

Anthropic's Claude Mythos Preview is not just another model upgrade. It compresses the timeline of cyber attack and defense, invalidating many of the assumptions underneath current security products. A look at what an AI-native security posture needs to look like.

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Part 1. Setting Up OpenClaw on a Cloud Server — Why Costs Hit $10 a Day Series
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Part 1. Setting Up OpenClaw on a Cloud Server — Why Costs Hit $10 a Day

On day one of running OpenClaw on a cloud server, API costs came in 5-10x higher than expected. Here is how I broke down the causes and arrived at a 3-tier model strategy.

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