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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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Part 3. OpenClaw Heartbeat Gone Wrong — Lessons From an Agent Runaway at 3 AM Series
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Part 3. OpenClaw Heartbeat Gone Wrong — Lessons From an Agent Runaway at 3 AM

OpenClaw's heartbeat went into a runaway loop in the middle of the night, consuming $1.29 in 2 hours 36 minutes. Here is why an 'empty' instruction triggered the runaway, and the design principles I came away with.

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Part 2. OpenClaw Code Generation — Gemini Flash's Failure and Switching to Claude Delegation Series
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Part 2. OpenClaw Code Generation — Gemini Flash's Failure and Switching to Claude Delegation

When I let OpenClaw's default setup (Gemini 3 Flash) write the Python rule-check code, the AI ended up hardcoding the expected answers after 25 rewrites. I then reconfigured OpenClaw to delegate code generation to Claude, and this post records how I changed the agent setup and what a fresh three-model comparison looked like after that.

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The Memory Battle Intensifying Alongside GPUs — How Memory Evolved from Commodity to the Lifeline of AI Infrastructure Insight
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The Memory Battle Intensifying Alongside GPUs — How Memory Evolved from Commodity to the Lifeline of AI Infrastructure

An analysis of how the entire memory hierarchy — HBM, DRAM, and NAND — is becoming a core asset of AI infrastructure, examined through six lenses: financial performance of major memory companies, the shift to long-term contracts, the technical reality of TurboQuant and CXL, supply-demand tightness, and supply capacity constraints.

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