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Jake

@ngmi.co

techbro with philosophy degree working on global state machines that sync as fast as physics allows 1 block = 1 my post caused cognitive dissonance

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Latest posts by Jake @ngmi.co

> posted to a decentralized social network built on self-authenticating merkle search trees that uses nonfungible tokens (DIDs) for identity

yeah whatever happened to the blockchain

06.03.2026 19:39 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Might be able to catch me at hereticon

06.03.2026 01:36 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

it’s almost like git and most orthodox blockchains share the same underlying data structures

06.03.2026 01:33 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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hypercore and ssb mentioned

05.03.2026 22:21 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

bsky.app/profile/ngmi...

05.03.2026 22:05 πŸ‘ 10 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Earlier you said: If you have a LLM write your code, your personal skill level becomes much less important to the task

You're demonstrating here that's not the case. You have to be skilled enough to spec out that, in this case, the constraint is object transport, not your travel distance.

05.03.2026 20:26 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Yes, you will have to spend time reviewing code.

You will also have to articulate what problem you're solving and for whom.

You will also have to make decisions on how to solve those problems given constraints and make trade-offs.

The LLM can type the brackish residue that glues that together.

05.03.2026 20:17 πŸ‘ 8 πŸ” 1 πŸ’¬ 1 πŸ“Œ 2

You can be a world class programmer and still have LLMs write your code. The job isn't to be a typist. To think so would be trivializing the skillsets and purpose of a programmer.

05.03.2026 19:55 πŸ‘ 6 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

The people *demand* all code is handwritten by the bsky eng team

05.03.2026 19:47 πŸ‘ 14 πŸ” 0 πŸ’¬ 0 πŸ“Œ 1
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Back then it was like β€œare you a psychopath if you’re not on Facebook?”

05.03.2026 19:13 πŸ‘ 3 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0

Reread what I wrote but this time knowing I used the same idiom

05.03.2026 18:42 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

That's the goal.

It's not to be at a desk at nine in the morning and come back to reality at 7pm exhausted, doing soulless work being a typist for somebody else.

You should literally be able to hit the bricks, get into a flow, and have your intellectual capabilities leveraged through computers.

05.03.2026 18:22 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

This aligns with my goal of not having a job

05.03.2026 17:47 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I don't think the entire job is review but that's def where laborious limiting factors are becoming more apparent.

You also need to articulate what problem you're solving and for whom, and get the agent on the best path for that.

We're just in an era now that requires rethinking the artifact chain

05.03.2026 16:57 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Why does anyone post-punch-card computing make $125k+? Didn’t abstracting that away cut massive overhead cost?

05.03.2026 02:59 πŸ‘ 3 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I think besides docs and specs my code is 99.9% LLM generated.

There may be an instance where a small tweak is done with a faster feedback loop by just manually writing in the text editor, but it’s becoming exceedingly rare that I hand write any code. I even have Claude or Cursor co-sign my commits

05.03.2026 01:46 πŸ‘ 2 πŸ” 0 πŸ’¬ 3 πŸ“Œ 0
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According to Stripe, which processed $1.9 trillion in payments last year… it’s turning out well enough for Stripe to buy stablecoin and wallet infra + build their own blockchain

05.03.2026 00:51 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

?

Clearly I’m not talking about Sam Altman.

Do you think Sam invented all those things that make his company possible?

01.03.2026 23:23 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Big tech of course has the economic incentive to scale and industrialize backprop, CNNs, transformers, RLHF etc, no disagreement there, but I’m saying higher ed isn’t giving into all that tech… they invented it.

Same with TCP/IP, tech has incentive to scale the internet, but they didn’t invent it.

01.03.2026 22:23 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Also the good thing about those pinned papers is it doesn’t require being on the same page. The goal is to make narrow, falsifiable models of our ideas of the world. If those models are wrong, they can be refuted with better models and we get the benefit of better explanations.

01.03.2026 20:18 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Learning representations by back-propagating errors - Nature Nature - Learning representations by back-propagating errors

Disagree with… the majority of AI coming out of decades of higher ed research and investment?

Here is the 1986 paper on backpropagation, which enabled all deep neural net training, from UC San Diego and Carnegie-Mellon

www.nature.com/articles/323...

01.03.2026 20:18 πŸ‘ 0 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

Majority of AI was created by higher ed.

They did decades of foundational science, published the research, created the talent pipeline to AI companies, committed billions of institutional investment, etc.

Not so much giving into it as much as they are harvesting fruit from the seeds they planted.

01.03.2026 19:47 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Preview
Bridging Biology and AI: Yale and Google's Collaborative Breakthrough in Single-Cell RNA Analysis Yale and Google collaborated on an AI model that could Google describes as "a milestone in AI in science." The model proved itself on single-cell RNA data that

Why is Yale using AI with googles gemma model instead of fighting against it?
medicine.yale.edu/news-article...

01.03.2026 17:17 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

The internet is filled with misinformation, crime, and gov’t surveillance… why aren’t the universities that invented TCP/IP funded by DARPA rallying against it?

01.03.2026 16:09 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Higher ed is behind nearly all the foundational science, published research, the talent pipeline to AI companies, and billions of dollars of institutional investment contribution to AI…

Why would they form a front against their own creation?

01.03.2026 15:56 πŸ‘ 0 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0
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FYI

28.02.2026 00:16 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

And they lost to USA at their only sport

24.02.2026 13:25 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Not only does Canada have a lower GDP per capita than Alabama, but Canada also has fewer MRI units than Pennsylvania

24.02.2026 13:24 πŸ‘ 0 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

The data center

24.02.2026 06:44 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 1
Preview
From Tokens to Burgers – A Water Footprint Face-Off A different perspective on the datacenter water debate, forget tokens/watt or tokens/dollar, it's about tokens/burger, how many In-N-Outs is equivalent to the world's largest datacenter

Someone did the math comparing the xAI gpu supercluster to In-N-Out’s and burger consumption. Colossus 2 uses about 2.5 In -N-Outs worth of water annually.

newsletter.semianalysis.com/p/from-token...

24.02.2026 06:26 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0