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SK Hynix Just Raised $26.5 Billion. The Thing It Sells Is the Real AI Bottleneck.

SK Hynix's Nasdaq debut was the largest US listing ever by a foreign company. It controls roughly 60% of high-bandwidth memory, which is the actual constraint on AI compute. The harder question is whether memory has really stopped being a cyclical business, and I don't think it has.

Tech Talk News··11 min read

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If you’ve never read Tech Talk News before, these are the pieces I’d hand you first.

Claude Dispatch and the Laptop That Can’t Sleep
Tech··6 min

Claude Dispatch and the Laptop That Can’t Sleep

Claude Dispatch runs desktop tasks from your phone, as long as your computer stays awake. That catch isn’t a beta bug. The model thinks in Anthropic’s cloud; only the hands run on your laptop, and every rival already moved those hands off the desktop.

claudeclaude-dispatchanthropic
Royal Caribbean Isn't a Monopoly. It Owns the Best Seats.
Investing··10 min

Royal Caribbean Isn't a Monopoly. It Owns the Best Seats.

Royal Caribbean reported a 109% load factor on $4.5 billion of Q1 2026 revenue. The market still treats cruise as a fragile leisure stock. The case for Royal Caribbean as a scarce asset starts with a private island that paid itself back in six months.

royal caribbeancruise stocksoligopoly
Why Companies Don't Fix Vulnerabilities: The Math Is Brutal
Tech··15 min

Why Companies Don't Fix Vulnerabilities: The Math Is Brutal

Change Healthcare's Citrix portal had no MFA. Equifax had a free patch sitting on its own internal listserv for two months before attackers walked in. Companies don't fix vulnerabilities because the expected-value math, run honestly, genuinely points at inaction, and every breach press release that reads the same is what that math actually produces.

securitycybersecurityvulnerabilities
Knowledge Collapse and Cognitive Debt: Two MIT Papers on AI
Tech··12 min

Knowledge Collapse and Cognitive Debt: Two MIT Papers on AI

Daron Acemoglu's new MIT paper proves there's an optimal AI accuracy, and it's not 100%. The knowledge-collapse equilibrium hinges on one parameter: how elastic human effort is. A separate MIT EEG study and three behavioral RCTs say it's elastic enough to worry about.

aiagentic-aiacemoglu
Why YC Dropped Delve, and What It Says About YC Now
Tech··11 min

Why YC Dropped Delve, and What It Says About YC Now

In September 2025, Garry Tan called Delve a top YC startup. Six months later, YC quietly asked them to leave. The Delve scandal isn't really about Delve. It's about what happens when YC's trust network, the thing that's actually the product, gets stress-tested.

y-combinatorycdelve

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Building a Production MCP Server: The Guide I Wish I Had
New
Tech··11 min

Building a Production MCP Server: The Guide I Wish I Had

Most MCP tutorials stop at hello-world. Then you try to run one on the open internet with real auth, real load, and real attackers, and every assumption breaks. Here are the five design decisions that actually decide whether your server survives production.

mcpai-agentsoauth
What Is a REIT, Really
New
Investing··7 min

What Is a REIT, Really

A REIT is a company legally forced to hand almost all its profit back to you every year. That one rule explains the fat 4% dividend, the odd tax bill, the interest-rate whiplash, and why you value it on FFO instead of earnings.

reitsreal estatedividends
Apple Sued OpenAI. The Lawsuit Is Really About Talent.
New
Tech··10 min

Apple Sued OpenAI. The Lawsuit Is Really About Talent.

Apple's trade secret complaint against OpenAI reads like a spy thriller, but the number that matters is 400. That's how many former Apple people now work at the company building the device meant to replace the iPhone.

appleopenaitrade-secrets
How Long Does an AI GPU Actually Last? The Quiet Number Holding Up Big Tech Earnings
New
Investing··11 min

How Long Does an AI GPU Actually Last? The Quiet Number Holding Up Big Tech Earnings

Hyperscalers depreciate AI servers over five to six years. If the real economic life is shorter, reported profits across Big Tech are too high. Here is how depreciation actually works, what the bears get right, what they get wrong, and how to check the assumption yourself in a 10-K.

gpu-depreciationhyperscalersai-capex
GPT-Live and the Full-Duplex Unlock Nobody Is Explaining
New
Tech··10 min

GPT-Live and the Full-Duplex Unlock Nobody Is Explaining

OpenAI shipped GPT-Live on July 8, 2026. Every headline said it can talk while you talk. Almost none of them explained why that single architectural change is the hardest engineering problem in voice AI, or why it puts a very large labor market in play.

openaigpt-livevoice-ai
The MCP Security Problem Nobody Wants to Talk About
New
Tech··11 min

The MCP Security Problem Nobody Wants to Talk About

MCP took off faster than anyone's threat model. We wired arbitrary third-party tools straight into models that can't tell an instruction from data, then acted surprised when tool poisoning hit 72.8 percent and Anthropic's own Inspector shipped a CVSS 9.4 RCE. Here's the real attack surface, and what governance is finally starting to look like.

mcpsecurityai-agents
The Model Price War Is Here. Raw Token Access Is Now a Commodity.
New
Tech··10 min

The Model Price War Is Here. Raw Token Access Is Now a Commodity.

Grok 4.5 landed at $2 per million input tokens the same week GPT-5.6 shipped at $5. Capability keeps climbing while price falls off a cliff. If your business is selling raw model access, that is the worst possible combination.

aigrokopenai
GPT-5.6 Sol, Terra, Luna: How to Actually Pick a Tier
New
Tech··10 min

GPT-5.6 Sol, Terra, Luna: How to Actually Pick a Tier

OpenAI shipped three models on July 9 at $5, $2.50, and $1 per million input tokens. The prices are a clean scalar, which means the only question that matters is whether the top tier earns its 5x. For most of your traffic, it doesn't.

openaigpt-5-6llm-pricing
Agentic Workflow Patterns: Supervisor, Swarm, or Pipeline
New
Tech··11 min

Agentic Workflow Patterns: Supervisor, Swarm, or Pipeline

Four shapes get thrown around for multi-agent systems: pipeline, supervisor, swarm, and full autonomy. Three of them you probably don't need. Anthropic's own data says most of the win comes from spending more tokens, not from clever coordination, so pick the simplest shape that ships.

ai-agentsmulti-agentllm

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Deep dives into the technologies behind the biggest moats.

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Apple Lost Its DMA Appeal. The App Store Tax Survived Anyway.
New
Tech··10 min

Apple Lost Its DMA Appeal. The App Store Tax Survived Anyway.

On July 8, 2026 the EU General Court threw out Apple's challenge to its gatekeeper status. iOS and the App Store stay regulated. But look at what Apple actually built to comply, and the rent is still being collected, just through more pipes.

appledmaapp-store
Meta's Iris Chip Isn't an Nvidia Killer. It's a Cost Cut.
New
Tech··10 min

Meta's Iris Chip Isn't an Nvidia Killer. It's a Cost Cut.

Meta puts its in-house AI chip into production in September, built with Broadcom and fabbed by TSMC. Every hyperscaler is doing a version of this. None of them are actually leaving Nvidia, and the reason is software, not silicon.

metanvidiabroadcom
Why Small Language Models Beat GPT-Class Models for 80% of Real Workloads
Tech··11 min

Why Small Language Models Beat GPT-Class Models for 80% of Real Workloads

Your support bot does not need a PhD. Most production AI work is repetitive, narrow, and latency-sensitive, which is exactly where a 3B to 14B parameter model wins on cost, speed, and privacy. NVIDIA Research now argues the same thing in a paper, and the pricing backs it up.

small-language-modelsllmai-infrastructure

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Market implications of the tech shifts that matter to your portfolio.

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Amazon Is Borrowing to Build AI. That Changes the Whole Trade.
Investing··10 min

Amazon Is Borrowing to Build AI. That Changes the Whole Trade.

Amazon raised at least $25 billion in the bond market to fund AI infrastructure, on top of the $54 billion it already borrowed in March. Hyperscalers used to pay for capex out of cash flow. Now they issue debt, and fixed coupons meet uncertain AI revenue.

amazonawsai-capex
AI Chip Stocks in 2026: The Bull Case and the Bear Case Are Both Right
Investing··11 min

AI Chip Stocks in 2026: The Bull Case and the Bear Case Are Both Right

Semis ripped in the first half of 2026 and then late June cracked. The honest answer is that AI demand is real and Nvidia is no longer the trade. Those two sentences are not a contradiction, and most coverage refuses to hold both.

nvidiaai-chipssemiconductors

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