Deedy Profile picture
Dec 23 13 tweets 2 min read Read on X
Starlink is one of the seminal feats of engineering in history.

It will enable internet that's
— fast 100-300mbps
— uncensored
— cheap $1500/yr
in:
— the most remote areas
— ships in the ocean
— airplanes in the sky
— poles

But few even know what this picture is..

1/10 Image
Traditional satellite internet uses geostationary orbit (GEO) - satellites at 36,000km altitude. The physics is simple but the latency is brutal: 600ms+ for signals to make the round trip.

Online gaming? Video calls? Forget it.

2/10
Starlink's solution?

Build a mesh network at 550km altitude with satellites moving at 27,000 km/h. Your data packets are bouncing between thousands of satellites, each serving 2,000+ users. The engineering complexity is insane.

3/10
Why wasn't this built before?

Physics demands 1000s of satellites to get low latency. Each one used to cost $500M+ and took years to build. SpaceX solved this with mass manufacturing, dropping costs to $250K! A 2000x improvement.

That allowed them to get ~7000 up there!

4/10
The satellites talk to each other with laser links while they move 7.5km/s relative to each other.

Your path between NYC and LA might use 8 different satellites during a 2-minute connection. Every packet needs dynamic routing through a maze in constant motion.

5/10
The satellite tech is wild.

— 4 phased arrays processing Ku/Ka bands
— Hall thrusters ionizing krypton at 2000°C
— optical links pushing 100Gbps
— passive thermal systems handle 200°C temperature swings.
— 0.05° pointing precision

All packed into a flat panel.

6/10
Most spacecraft are built to last 15+ years.

Starlink? 5-7 years max.

By mass-producing cheaper satellites and launching 60 at once, they can constantly replace them with better versions. Old ones burn up in months. Planned obsolescence in space.

7/10
But how do you actually get internet?

Your request beams up to multiple overhead satellites, hops through laser interlinks at Mach 22, hits a ground station near the destination server, and data returns through a new optimized satellite path.

40ms round trip. Wild.

8/10
And that picture?

Those are the ground stations - the unsung heroes of Starlink of that connect to the internet backbone. Each one tracks multiple satellites simultaneously, handling seamless handoffs while pumping gigabits through the air.

9/10
Together, it's not just internet - it's humanity's first space-based infrastructure platform. GPS enhancement, aircraft tracking, emergency response, and more we haven't imagined.

The internet is just the beginning.

10/10
Some interesting reading is

The old players: Immarsat, Intelsat, Viasat, SES

Emerging competition: SatNet (China), Amazon Project Kuiper, OneWeb, Telesat

But no one has cheap reusable launch infra like SpaceX!
Of course, lot of flak for saying $1500/yr is cheap. I meant to say it's relatively affordable given the amount of investment that's had to go into this infrastructure.

As more and more people get on the network, I'm sure the price comes down over time!
*Argon

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More from @deedydas

Dec 22
OpenAI o3 scored 91.5% on public ARC-AGI test despite taking 57M tokens and ~$5000/task. The problems are fairly simple!

I made an app with Claude to visualize them. Strangely, Sonnet can even identify the pattern sometimes.

Let's look at the 34 problems o3 got wrong...

1/13 Image
The spiral with a margin of one.

2/13 Image
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The connected rectangle fillers.

3/13 Image
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Read 16 tweets
Dec 19
HUGE immigration news on the H-1B!

— Cap-exempt H-1B (no lottery) applies to more companies
— Founders can self-petition and own >50%
— Easier hiring for startups
— F-1 students get cap-gap until April 1
— Crack down on IT consulting fraud

Let's get into it 🧵

1/7 Image
More orgs are cap-exempt employers.

Beyond the 85k H-1B limit, certain employers could bypass the lottery. Now the definition changes from "primarily engaged" in research to it being a "fundamental activity", unlocking more companies. Part-time work is allowed.

2/7
Immigrant founders can go through H-1B despite owning >50%

One huge drawback of an O-1 is that spouses can't work so for founders with spouses, this is huge. The H-1B will only be valid for 18mos at first

3/7
Read 8 tweets
Dec 17
o1-preview is far superior to doctors on reasoning tasks and it's not even close, according to OpenAI's latest paper.

AI does ~80% vs ~30% on the 143 hard NEJM CPC diagnoses.

It's dangerous now to trust your doctor and NOT consult an AI model.

Here are some actual tasks:

1/5 Image
Here's an example case looking at phosphate wasting and elevated FGF23, then proceeded to imaging to localize a potential tumor.

o1-preview suggested testing plan takes a broader, more methodical approach, systematically ruling out other causes of hypophosphatemia.

2/5 Image
For persistent, unexplained hyperammonemia, o1-preview recommends a prioritized expansion of tests—from basic immunoglobulins and electrolytes to advanced imaging, breath tests for SIBO and specialized GI biopsies—ensuring more common causes are checked first.

3/5 Image
Read 5 tweets
Dec 16
Want to design better AI agents? Take notes from code writing systems.

Techniques include
— Multi-agent
— Tool choice
— Underlying model
— Diff format
— Innovative Signals
— Code retrieval + knowledge graphs
— LSP
— Fault localization

Let's dive deeper with real examples:

1/10
Multi-agent

Use agents with different roles / prompts that have access to different tools and can hand off to another agent.

Some roles used in coding: searcher, planner, reproducer, coder, tester, editor

2/10
Tool choice

Figuring out which agent has access to which tools and designing their inputs / outputs effectively.

Tools: knowledge graph, search, bash commands, edit, run test, bash

3/10 Image
Read 10 tweets
Dec 10
As cool as the new Sora is, gymnastics is still very much the Turing test for AI video.

1/4
Attempt 2.

2/4
Attempt 3

3/4
Read 5 tweets
Dec 10
HUGE Immigration News!

We have the first EVER look at H-1B lottery data. Did you also suspect the lottery wasn't truly random? They're not.

Certain companies like Tiktok and Bytedance have 50% higher odds than average.

I broke it down by nationality, company and age...

1/5 Image
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By Age.

In 2024, there were 350,084 applications and 85,304 were selected, a 24.4% acceptance rate.

The process seems to have rampant ageism, with only ages 26-32 having above average acceptance rates.

A 26yo has 50% higher odds than a 36yo+!

2/5 Image
By Country.

Inexplicably, China and Taiwan are the best performing nationalities followed by Iran and Bangladesh (!?). India is below average.

Bangladeshis have 25% more chance of getting an H-1B than an Indian.

3/5 Image
Read 6 tweets

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