No Result
View All Result
SUBMIT YOUR ARTICLES
  • Login
Thursday, January 8, 2026
TheAdviserMagazine.com
  • Home
  • Financial Planning
    • Financial Planning
    • Personal Finance
  • Market Research
    • Business
    • Investing
    • Money
    • Economy
    • Markets
    • Stocks
    • Trading
  • 401k Plans
  • College
  • IRS & Taxes
  • Estate Plans
  • Social Security
  • Medicare
  • Legal
  • Home
  • Financial Planning
    • Financial Planning
    • Personal Finance
  • Market Research
    • Business
    • Investing
    • Money
    • Economy
    • Markets
    • Stocks
    • Trading
  • 401k Plans
  • College
  • IRS & Taxes
  • Estate Plans
  • Social Security
  • Medicare
  • Legal
No Result
View All Result
TheAdviserMagazine.com
No Result
View All Result
Home Market Research Markets

The AI Infrastructure Problem No One is Telling You About

by TheAdviserMagazine
3 weeks ago
in Markets
Reading Time: 5 mins read
A A
The AI Infrastructure Problem No One is Telling You About
Share on FacebookShare on TwitterShare on LInkedIn


It’s perfectly normal if you think that memory chips are boring.

For decades now, they’ve been cheap and plentiful. What’s more, they’ve followed a familiar supply cycle. When demand for chips slowed, prices fell. When demand picked up, manufacturers added supply and the market balanced itself out.

At least, that’s how it used to work. But that world no longer exists.

Because the AI boom hasn’t just increased demand for computing power. It has also rewired the global memory market around a new kind of buyer that doesn’t care about price, timing or traditional supply cycles.

That’s why I recommended scooping up shares of Micron Technology Inc (Nasdaq: MU) in my February 2024 issue of Strategic Fortunes, saying “memory plays an essential role in the newest wave of AI-based online tools…”

Since then, shares of Micron have soared 156% in under two years.

But a lesser known result of this shift is a severe memory shortage. Which might seem like an obscure industry problem, but consumers are already starting to feel the pinch.

What worries me the most is that this isn’t shaping up to be a temporary squeeze. It looks like it’s structural.

And if you haven’t heard much about it, that’s not an accident.

The Memory Squeeze

When we talk about AI infrastructure, the conversation usually revolves around GPUs.

A GPU, or graphics processing unit, is a specialized chip designed to perform many calculations at the same time, which makes it ideal for training and running AI models.

Image: Nvidia

It’s a big reason that Nvidia has become the poster child of the AI boom.

But GPUs are only part of the equation. Every AI model also depends on massive amounts of memory to function.

Training large models requires high bandwidth memory, or HBM, stacked directly next to GPUs. Running these models at scale also depends on enormous pools of DRAM, the same type of memory used in laptops, phones and business servers.

In other words, AI isn’t just compute hungry. It’s memory hungry.

And AI’s hunger for memory has started to break the market.

Over the last year, memory manufacturers have shifted production aggressively toward HBM because it commands far higher margins than traditional DRAM.

This decision makes perfect sense from a business standpoint. Because hyperscalers like Microsoft, Google, Amazon and Meta are willing to sign long-term contracts and pay almost any price to secure a consistent supply of memory.

But the unintended consequence of this shift is that conventional DRAM production was deprioritized.

That means there is far less DRAM available for everyone else today.

Inventories that were once measured in months have now collapsed to just a few weeks of supply. In some segments, DRAM stockpiles are down roughly 80% from a year ago.

Turn Your Images On

In other words, a commodity market that used to be flexible is now being squeezed by a handful of companies building massive AI data centers.

That’s why you can’t really compare today’s situation to past chip shortages.

In earlier cycles, shortages were usually caused by forecasting mistakes or short-term demand spikes. For example, consumer electronics companies might overorder or the economy might slow down. But in those cases, inventories would eventually flood back into the system and prices would drop.

That release valve doesn’t exist this time.

And that’s because the buyers driving demand today are the biggest tech companies in the world. They’re all operating on multi-year roadmaps. And now that the U.S. has effectively launched a Manhattan Project for AI, they’re treating AI capacity as strategic infrastructure.

Governments and corporations alike have decided that artificial intelligence is too important to leave to chance. It must be built, secured and scaled as quickly as possible.

That means speed has become far more important than cost. In other words, time is our biggest constraint today.

And memory sits right in the middle of that bottleneck.

New memory chip plants take years to build and bring fully online. HBM production is even more specialized, with tight integration between chipmakers, packaging technologies and GPU designs.

And even when new capacity comes online, the first customers in line will be the same hyperscalers that reshaped the market in the first place.

That’s why major suppliers are now openly warning that memory shortages could last well into the second half of the decade.

But here’s the thing.

I don’t believe consumers will be told there’s a memory shortage at all. Not in the mainstream press.

They’ll simply notice that their next laptop costs more. Or that the basic storage and memory haven’t improved. Or that companies are either delaying tech upgrades or charging more for them. Likely both.

You see, memory is embedded in almost every piece of modern electronics. This means when memory gets more expensive, you won’t see it come up as a single line item. It’ll be diffused into the cost of the entire system.

And that’s why most people won’t even realize what’s driving higher prices.

Here’s My Take

Artificial intelligence is often described as deflationary technology.

Over time, that’s probably true because AI will automate work and increase productivity across the economy.

But the path to that future relies on physical infrastructure. And infrastructure booms have a history of creating short to medium-term inflation along the way.

The irony is that the race to deploy AI as fast as possible could temporarily push costs higher, even as the software promises long-term efficiency gains.

That’s not a reason to be bearish on AI. But it is a reason to keep an eye on how those costs get passed on to consumers and businesses.

Memory used to be a background component that was often taken for granted. But AI has made it a strategic asset that could reshape pricing across the economy.

That means memory chips are no longer boring.

And I don’t expect them to become boring again anytime soon.

Regards,

Ian King's SignatureIan KingChief Strategist, Banyan Hill Publishing

Editor’s Note: We’d love to hear from you!

If you want to share your thoughts or suggestions about the Daily Disruptor, or if there are any specific topics you’d like us to cover, just send an email to [email protected].

Don’t worry, we won’t reveal your full name in the event we publish a response. So feel free to comment away!



Source link

Tags: infrastructureproblemTelling
ShareTweetShare
Previous Post

Germany approves $3.1b follow-on Arrow 3 deal

Next Post

Your Top December Money Questions Answered

Related Posts

edit post
Chart of the Week: The Market Has Split in Two

Chart of the Week: The Market Has Split in Two

by TheAdviserMagazine
January 8, 2026
0

In the years leading up to the peak of the dot-com boom, the stock market stopped rewarding profits and started...

edit post
We Surveyed Over 600 BiggerPockets Members—Here’s What They Said About Investing in 2026

We Surveyed Over 600 BiggerPockets Members—Here’s What They Said About Investing in 2026

by TheAdviserMagazine
January 8, 2026
0

In This Article Retail real estate investors are optimistic about investing conditions and are looking to grow,  heading into 2026,...

edit post
Trump says U.S. to ban large investors from buying homes

Trump says U.S. to ban large investors from buying homes

by TheAdviserMagazine
January 7, 2026
0

President Donald Trump said the U.S. should bar large institutional investors from buying single-family homes, arguing that corporate ownership has...

edit post
10 of Your Favorite Money Stories of 2025, Ranked

10 of Your Favorite Money Stories of 2025, Ranked

by TheAdviserMagazine
January 7, 2026
0

With a new year dawning, it’s time to look back at some of the most popular stories of the past...

edit post
5 Sacrifices Homeowners Are Making As They Struggle to Afford Home Insurance — and the Most Common Tip for Saving

5 Sacrifices Homeowners Are Making As They Struggle to Afford Home Insurance — and the Most Common Tip for Saving

by TheAdviserMagazine
January 7, 2026
0

Advertising Disclosure: When you buy something by clicking links within this article, we may earn a small commission, but it...

edit post
JPMorgan reaches deal to become Apple credit card issuer, source says

JPMorgan reaches deal to become Apple credit card issuer, source says

by TheAdviserMagazine
January 7, 2026
0

Jamie Dimon, chief executive officer of JPMorgan Chase & Co., during the 2025 IIF annual membership meeting in Washington, DC,...

Next Post
edit post
Your Top December Money Questions Answered

Your Top December Money Questions Answered

edit post
Dave Says: The Healing Process Will Take Time

Dave Says: The Healing Process Will Take Time

  • Trending
  • Comments
  • Latest
edit post
80-year-old Home Depot rival shuts down location, no bankruptcy

80-year-old Home Depot rival shuts down location, no bankruptcy

January 4, 2026
edit post
In an Ohio Suburb, Sprawl Is Being Transformed Into Walkable Neighborhoods

In an Ohio Suburb, Sprawl Is Being Transformed Into Walkable Neighborhoods

December 14, 2025
edit post
Democrats Insist On Taxing Tips        

Democrats Insist On Taxing Tips        

December 15, 2025
edit post
How Long is a Last Will and Testament Valid in North Carolina?

How Long is a Last Will and Testament Valid in North Carolina?

December 8, 2025
edit post
Detroit Seniors Are Facing Earlier Shutoff Notices This Season

Detroit Seniors Are Facing Earlier Shutoff Notices This Season

December 20, 2025
edit post
Warren Buffett retires on December 31 and leaves behind a manual for a life in investing

Warren Buffett retires on December 31 and leaves behind a manual for a life in investing

December 27, 2025
edit post
Rental Investors Become the Most Bullish in Years

Rental Investors Become the Most Bullish in Years

0
edit post
Apple Cardholders: Here’s What to Know as Chase Aims to Take Over

Apple Cardholders: Here’s What to Know as Chase Aims to Take Over

0
edit post
Gurmeet Chadha warns of systemic market risks from ‘source-based news’. Suggests remedy to tackle ‘disinformation’

Gurmeet Chadha warns of systemic market risks from ‘source-based news’. Suggests remedy to tackle ‘disinformation’

0
edit post
Chart of the Week: The Market Has Split in Two

Chart of the Week: The Market Has Split in Two

0
edit post
Tony Robbins went from being a janitor making  a week to a billionaire—now he’s sharing the 3 success skills Gen Z needs in today’s job market

Tony Robbins went from being a janitor making $40 a week to a billionaire—now he’s sharing the 3 success skills Gen Z needs in today’s job market

0
edit post
Young men are abandoning MAGA in large numbers, new polling reveals

Young men are abandoning MAGA in large numbers, new polling reveals

0
edit post
Chart of the Week: The Market Has Split in Two

Chart of the Week: The Market Has Split in Two

January 8, 2026
edit post
Gurmeet Chadha warns of systemic market risks from ‘source-based news’. Suggests remedy to tackle ‘disinformation’

Gurmeet Chadha warns of systemic market risks from ‘source-based news’. Suggests remedy to tackle ‘disinformation’

January 8, 2026
edit post
Trade deficit in October hits smallest since 2009 after Trump’s tariff moves

Trade deficit in October hits smallest since 2009 after Trump’s tariff moves

January 8, 2026
edit post
Tony Robbins went from being a janitor making  a week to a billionaire—now he’s sharing the 3 success skills Gen Z needs in today’s job market

Tony Robbins went from being a janitor making $40 a week to a billionaire—now he’s sharing the 3 success skills Gen Z needs in today’s job market

January 8, 2026
edit post
Apple Cardholders: Here’s What to Know as Chase Aims to Take Over

Apple Cardholders: Here’s What to Know as Chase Aims to Take Over

January 8, 2026
edit post
9 Undervalued Dividend Aristocrats to Buy Now for Reliable Passive Income

9 Undervalued Dividend Aristocrats to Buy Now for Reliable Passive Income

January 8, 2026
The Adviser Magazine

The first and only national digital and print magazine that connects individuals, families, and businesses to Fee-Only financial advisers, accountants, attorneys and college guidance counselors.

CATEGORIES

  • 401k Plans
  • Business
  • College
  • Cryptocurrency
  • Economy
  • Estate Plans
  • Financial Planning
  • Investing
  • IRS & Taxes
  • Legal
  • Market Analysis
  • Markets
  • Medicare
  • Money
  • Personal Finance
  • Social Security
  • Startups
  • Stock Market
  • Trading

LATEST UPDATES

  • Chart of the Week: The Market Has Split in Two
  • Gurmeet Chadha warns of systemic market risks from ‘source-based news’. Suggests remedy to tackle ‘disinformation’
  • Trade deficit in October hits smallest since 2009 after Trump’s tariff moves
  • Our Great Privacy Policy
  • Terms of Use, Legal Notices & Disclosures
  • Contact us
  • About Us

© Copyright 2024 All Rights Reserved
See articles for original source and related links to external sites.

Welcome Back!

Login to your account below

Forgotten Password?

Retrieve your password

Please enter your username or email address to reset your password.

Log In
No Result
View All Result
  • Home
  • Financial Planning
    • Financial Planning
    • Personal Finance
  • Market Research
    • Business
    • Investing
    • Money
    • Economy
    • Markets
    • Stocks
    • Trading
  • 401k Plans
  • College
  • IRS & Taxes
  • Estate Plans
  • Social Security
  • Medicare
  • Legal

© Copyright 2024 All Rights Reserved
See articles for original source and related links to external sites.