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Holding the LLM Stack in Your Head

https://thegustafson.com/series
8•yayitswei•4d ago

Comments

Uhhrrr•17h ago
In the first paragraph, "The goal isn't rigor, it's intuition that survives contact with real systems".
grey-area•17h ago
"I wrote this series as a learning exercise, in collaboration with AI (Claude Opus 4.8). It's me thinking out loud with a model to understand the stack end to end, not an authoritative reference. Take it with a grain of salt, and double-check anything you plan to rely on."

Why would I want to read this, given the author doesn't trust it and hasn't verified the content of this HUGE series of generated articles?

Of what possible use is it? If someone believes Claude, surely they'd just have a conversation with claude themselves. Is this intended just to function as SEO spam, or is there some other use?

Generating massive amounts of AI generated slop like this breaks all the assumptions of the internet, including on sites like HN.

Flagged as slop.

twosdai•16h ago
I appreciate your openness in stating upfront about the providence of the information here and applaud it.

However I have a pressing question, why should anyone trust this. I understand the process of self talk with claude can be useful for your own understanding. But this is a published result and is only really good when you've distilled it. Ideally you did real testing on it for validation.

The feeling I get from reading these articles, is "Well maybe this is true, but I don't know if I can trust it, so should I go and read a textbook?" If the goal is to distill learning here into something digestible for the reader. Then you as the author should provide proof that the statements are correct for me as the reader. I can't really tell from what's written here if you did that or not. If its just a bunch of generated articles which were useful for you in making, but for me as a reader I don't know if I get any value from them.

A common retort to this idea, is "Why should we trust anything a person says, people can be wrong too." However we typically would look for "proof of work" which AI really sidesteps here

diimdeep•6h ago
Looks like good value, interactive toys add a lot of intuition. I would love to see this expanded to cover other modalities, not just text. And then expanded to non LLM, specialized models, like tts, tabfm, etc.

bug: /toybox#06 clears page

Exploit brokers pay $500k for WordPress RCEs. I found one with GPT5.6 and $25

https://slcyber.io/research-center/exploit-brokers-pay-500000-for-a-wordpress-rce-i-found-one-wit...
127•infosecau•2h ago•69 comments

Show HN: I replaced a $120k bowling center system with $1,600 in ESP32s

2391•section33•20h ago•261 comments

Moonshine: Lets you stream games from your PC to any device running Moonlight

https://github.com/hgaiser/moonshine
205•wertyk•10h ago•87 comments

Sealed tomb filled with paintings and inscriptions discovered in Egypt

https://www.labrujulaverde.com/en/2026/07/sealed-tomb-of-a-high-official-or-priest-filled-with-pa...
52•isaacfrond•5d ago•39 comments

LoRA Speedrun – a public wall-clock leaderboard for fine-tuning techniques

https://github.com/Saivineeth147/lora-speedrun
89•Vineeth147•6h ago•15 comments

Claude Code uses Bun written in Rust now

https://simonwillison.net/2026/Jul/19/claude-code-in-bun-in-rust/
536•tosh•1d ago•708 comments

Eliminating Go bounds checks with unsafe

https://blog.andr2i.com/posts/2026-07-06-eliminating-go-bound-checks-with-unsafe
17•abnercoimbre•5d ago•12 comments

Self-Powered Trailers Promise Leaner Freight Runs

https://spectrum.ieee.org/self-powered-trailers-freight-decarbonization
42•rbanffy•1w ago•25 comments

Orion Browser by Kagi

https://orionbrowser.com/
214•sebjones•15h ago•154 comments

What I learned selling 2,500 MIDI recorders: Hardware is not so hard

https://chipweinberger.com/articles/20260719-hardware-is-not-so-hard
497•chipweinberger•1d ago•232 comments

Xiaomi-Robotics-1

https://robotics.xiaomi.com/xiaomi-robotics-1.html
241•ilreb•6h ago•178 comments

Minecraft: Java Edition now uses SDL3

https://www.minecraft.net/en-us/article/minecraft-26-3-snapshot-4
324•ObviouslyFlamer•23h ago•211 comments

The Zen of Parallel Programming

https://smolnero.com/posts/the-zen-of-parallel-programming
169•edgar_ortega•5d ago•23 comments

What does the Riemann zeta function have to do with the distribution of primes?

https://hidden-phenomena.com/articles/rh
6•mb1699•2d ago•1 comments

Bananas sprout in Rayleigh Garden UK after 15 years

https://www.bbc.com/news/articles/cvg8edqq5g5o
161•teleforce•21h ago•121 comments

HomeLab #1: MikroTik as a Home Router

https://justsomebody.dev/blog/mikrotik-home-router
129•rafal_opilowski•16h ago•104 comments

11,700 Free Photos from John Margolies' Archive of Americana Architecture

https://www.openculture.com/2026/07/free-photos-from-john-margolies-archive-of-americana-architec...
73•gslin•4d ago•3 comments

Qwen 3.8

https://twitter.com/Alibaba_Qwen/status/2078759124914098291
889•nh43215rgb•1d ago•620 comments

1-Bit LLM in the Browser

https://huggingface.co/spaces/webml-community/bonsai-webgpu
48•simonebrunozzi•3d ago•17 comments

When can a power company take your land for data center infrastructure?

https://theconversation.com/when-can-a-power-company-take-your-land-for-data-center-infrastructur...
110•1vuio0pswjnm7•6h ago•85 comments

Claude Fable produced a counterexample to the Jacobian Conjecture

https://xcancel.com/__alpoge__/status/2079028340955197566
436•loubbrad•8h ago•265 comments

I joined the IndieWeb, here's what I learned

https://en.andros.dev/blog/0b8e451e/i-joined-the-indieweb-heres-what-i-learned/
212•andros•23h ago•110 comments

Airbus Takes Flight from AWS

https://www.theregister.com/columnists/2026/07/20/airbus-takes-flight-from-aws-what-happens-next-...
11•bbg2401•55m ago•3 comments

Who Is America's Homer?

https://www.plough.com/articles/who-is-americas-homer
86•samclemens•5d ago•177 comments

How proprietary formats have become Microsoft’s main tool for lock-in

https://blog.documentfoundation.org/blog/2026/07/17/microsofts-main-tool-for-lock-in/
106•cube00•6h ago•73 comments

I burned all my tokens researching how to save tokens

https://quesma.com/blog/custom-deep-research-pipeline/
136•bkotrys•23h ago•186 comments

HMD Touch 4G

https://www.hmd.com/en_int/hmd-touch-4g
80•thisislife2•17h ago•89 comments

C64 Basic Dungeon Crawler: Goblin Attack (C64 Basic Part 8)

https://retrogamecoders.com/c64-basic-dungeon-part8/
76•ibobev•19h ago•6 comments

Dupes took over the world

https://www.vox.com/podcasts/493930/dupe-culture-fender-ugg-quince-tiktok-amazon-online-shopping
99•gumby•5d ago•92 comments

Talk: The Art of Braiding Algorithms

https://pgadey.ca/notes/talk-relatorium-2026/
44•surprisetalk•4d ago•1 comments