Alex Vacca Profile picture
Sep 7, 2025 17 tweets 6 min read Read on X
Pentagon can't operate without it.
Netflix can't stream without it.
And banks can't trade without it.

Yet most people have never heard of Akamai.

How a $11 billion company operating on a 25-year-old mathematical equation secures 2 trillion of your interactions 🧵 Image
In 2024 alone, Akamai blocked 311 billion web attacks (that's 850 million attacks per day)

But the irony is that the Israeli commando who co-founded Akamai was the first victim to be stabbed on the 9/11 flight.

While Danny Lewin was dying, his algorithm was being tested... Image
After the 9/11 attacks, news sites started crashing.

Billions of people wanted to know what was happening and flooded these websites.

However, few websites which worked on Akamai's math stayed online.

But how does the math running 30% of the internet actually work? Image
In 1995, Tim Berners-Lee (inventor of the internet) noticed a huge problem:

When millions of people wanted the same content, servers would crash.

He called it the "World Wide Wait" & challenged his MIT colleagues to fix it.

Tom Leighton, a math professor, took up the challenge Image
Leighton teamed up with Danny Lewin, his graduate student.

Danny was a former Israeli special forces captain.

They created algorithms so elegant they power 30% of internet traffic 25+ years later using the same equation.

Known as "consistent hashing" here's how it works: Image
Imagine every piece of content & every server mapped to points on a massive ring.

The ring spans from 0 to 2^128 - 1 (that's 340 trillion trillion trillion possible positions).

When you request a video, the system finds your request on the ring & serves it from the next clockwise server.

But why is this revolutionary?Image
Traditional systems break when you add servers.

So everything needs remapping, causing chaos.

Enter Consistent hashing: It only remaps n/m keys (where n = content pieces, m = servers).

Add 1,000 servers to a million-server network? Only 0.1% of content has to move. Image
This math breakthrough enabled a network of 365,000 servers across 4,000+ locations in 135 countries.

85% of internet users are now within one network hop of an Akamai server.

They've shrunk the internet using pure mathematics.

And there's more... Image
Every time you make an internet request, you hit three types of servers:

• DNS servers analyze your location in real-time
• Edge servers store cached copies near you
• Origin servers hold the master files thousands of miles away

But here's where it gets interesting... Image
When you stream a video in NYC from a server in London, the NYC edge server fetches it once from London, caches it locally, then serves millions of requests from that local copy.

So the data travels 50 miles instead of 3,000 miles.

But then one question arises... Image
Isn't managing 365,000 servers a chaos?

To solve this, Akamai uses load balancing algorithms that monitor server health and internet conditions every MILLISECOND.

So the traffic automatically reroutes around congestion.

It's like a GPS that updates in real-time.
Look at some numbers about Akamai:

• Processes 946 terabytes of attack data daily
• Blocked 311 billion web attacks in 2024
• Stopped 7 trillion DDoS attacks
• And 150 billion API attacks

More the attacks, more Akamai can learn to differentiate human behavior from bots. Image
But power this concentrated has a dark side.

The FBI and NSA used Akamai's infrastructure to surveil Facebook users.

They terminated Al Jazeera's contract during the Iraq War under "political pressure." Image
Akamai's client list reveals the true scope of control:

All top 10 streaming services rely on them.

Every major bank processes transactions through their network.

All 6 US military branches depend on their security.

14 federal agencies trust them with classified communication Image
This creates an unsettling reality.

If hackers targeted Akamai's algorithm instead of individual websites, they could simultaneously cripple global banking, military communications, and entertainment.

What do you think?

Let's talk in the comments. Image
Thanks for making it to the end!

I'm Alex, co-founder at ColdIQ. Built a $6M ARR business in under 2 years. We're a remote team across 10 countries, helping 400+ businesses.

Here's how I make $450k+ every month with AI:
tinyurl.com/5n79rd5w
RT the first tweet if you found this thread valuable.

Follow me @itsalexvacca for more threads on outbound and GTM strategy, AI-powered sales systems, and how to build profitable businesses that don't depend on you.

I share what worked (and what didn't) in real time.

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More from @itsalexvacca

Sep 30, 2025
8 Google engineers wrote the paper that every AI company now uses as their bible. OpenAI built GPT on it, Anthropic built Claude on it, and Meta built LLaMA on it.

Every LLM worth billions uses this paper's transformer architecture as the foundation...
Before 2017, teaching computers human language was torture.
AI would read text like humans reading through a keyhole - one word at a time.

They were slow, forgot context, and choked on long passages.
Then 8 researchers decided to flip things up... Image
They published an 8-page paper titled "Attention Is All You Need"

The idea was simple: Instead of reading word by word, why not look at everything at once? Like how you can glance at a page and immediately see which words relate to each other.

They called it a Transformer.
Read 16 tweets
Sep 25, 2025
A Swedish non-profit operates the DNS billions of internet users depend on from Cold War bunkers.

They've had 100% uptime for 20+ years & they developed the invisible signatures that protect domains from hackers.

How they do it is interesting... Image
Without these signatures, hackers can hijack your DNS requests.

Which means that when you visit a website, you can be redirected to a fake site that looks same.

It's known as DNS poisoning & hackers just need to intercept your DNS request & send back a fake IP address to do it. Image
Enter DNSSEC - the cryptographic signatures I mentioned earlier...

Every DNS response now gets a mathematical signature that proves it came from the real server.

If someone tries to inject a fake response, your computer detects the missing signature and blocks it. Image
Read 14 tweets
Sep 14, 2025
Three German brothers emailed eBay in 1999: "Let us run Germany for you."

eBay ignored them. So they cloned eBay, called it Alando, and made it so big that 100 days later eBay had to buy it for $43 million.

But what happened next was even more interesting... Image
The brothers - Marc, Oliver, and Alexander Samwer - turned this into a formula:

> Find successful US startups that hadn't expanded to Europe.
> Copy them exactly.
> Scale faster than the originals could expand.
> Sell it back to them or dominate.

They did this 100+ times. Image
The wildest was Airbnb. Brian Chesky flew to Berlin to meet their clone "Wimdu."

He walked into a converted factory with hundreds of people at desks. Each had two monitors: on the left, Wimdu on the right.

Copying every pixel change in real-time. Airbnb.com
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Sep 10, 2025
Everyone thinks Apple is losing the AI race.

But Apple made their Neural Engine 60x more powerful.
Its M4 chip processes AI inputs 2X faster than rivals.

And they're quietly using the picks and shovel strategy used by Levi's during the California Gold Rush.

Thread Image
Image
Let's first go back to 1849.

A news headline about California having a lot of gold broke out.

Hundreds and thousands of people rushed to California digging for gold.

But most of them died or went completely broke.

However, there was a guy named Levi Strauss...
Levi Strauss noticed that the real money wasn't in mining gold.

It was in selling the tools every miner desperately needed.

So he started selling the picks, shovels, and pants to these miners.
(Levi's still has the logo that spoke to these miners)

But this doesn't end here... Image
Read 24 tweets
Sep 9, 2025
Everyone's freaking out about Microsoft's deal with Nebius for $19.4 billion.

Two years ago, the same company was sanctioned and delisted from Nasdaq.

The founder fled from Russia with 1,300 engineers after condemning Putin's war.

Here's the wild story:
Microsoft's deal sent Nebius from $64 to $90 in hours.

$19.4 billion through 2031. That's 13x what Nebius made in all of 2024.

Microsoft had no choice though. They'd just lost their main GPU supplier to OpenAI... Image
But before we get to Microsoft's mess, you need to first meet Arkady Volozh, Yandex founder turned Nebius' CEO.

1989, working at a Soviet pipeline institute, he starts building search algorithms. Launches Yandex in 1997.

By 2021 he'd built something that made Google nervous... Image
Read 21 tweets
Sep 4, 2025
We can now read AI's personality like a brain scan - and change it with basic arithmetic.

Anthropic proved traits like evil and hallucination are just mathematical patterns in neural networks. You can literally add or subtract it.

Here's how you do it🧵 Image
When an AI lies, specific neurons fire in a pattern. Same when it's helpful or deceptive.

Like finding what makes someone angry by comparing their brain when calm vs furious.

Take the difference between "lying AI" and "honest AI" brain patterns. That's the lying vector. Image
These patterns light up before the AI responds so we can predict behavior before it happens.

To find any trait, just describe it in plain English. The system finds the neural pattern automatically.

But why do AIs develop deception at all? Image
Read 16 tweets

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