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Can graph neural networks for biology realistically run on edge devices?

https://doi.org/10.21203/rs.3.rs-8645211/v1
1•swapinvidya•4m ago•1 comments

Deeper into the shareing of one air conditioner for 2 rooms

1•ozzysnaps•6m ago•0 comments

Weatherman introduces fruit-based authentication system to combat deep fakes

https://www.youtube.com/watch?v=5HVbZwJ9gPE
1•savrajsingh•7m ago•0 comments

Why Embedded Models Must Hallucinate: A Boundary Theory (RCC)

http://www.effacermonexistence.com/rcc-hn-1-1
1•formerOpenAI•9m ago•2 comments

A Curated List of ML System Design Case Studies

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https://github.com/Goofygiraffe06/tunbot
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Open Problems in Mechanistic Interpretability

https://arxiv.org/abs/2501.16496
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Bye Bye Humanity: The Potential AMOC Collapse

https://thatjoescott.com/2026/02/03/bye-bye-humanity-the-potential-amoc-collapse/
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Dexter: Claude-Code-Style Agent for Financial Statements and Valuation

https://github.com/virattt/dexter
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https://www.youtube.com/watch?v=Kg_2MAgS_pE
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Essential CDN: The CDN that lets you do more than JavaScript

https://essentialcdn.fluidity.workers.dev/
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They Hijacked Our Tech [video]

https://www.youtube.com/watch?v=-nJM5HvnT5k
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Vouch

https://twitter.com/mitchellh/status/2020252149117313349
30•chwtutha•41m ago•5 comments

HRL Labs in Malibu laying off 1/3 of their workforce

https://www.dailynews.com/2026/02/06/hrl-labs-cuts-376-jobs-in-malibu-after-losing-government-work/
2•osnium123•42m ago•1 comments

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Show HN: I built a Mac screen recorder Recap.Studio

https://recap.studio/
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Ask HN: Codex 5.3 broke toolcalls? Opus 4.6 ignores instructions?

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Vectors and HNSW for Dummies

https://anvitra.ai/blog/vectors-and-hnsw/
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Sanskrit AI beats CleanRL SOTA by 125%

https://huggingface.co/ParamTatva/sanskrit-ppo-hopper-v5/blob/main/docs/blog.md
1•prabhatkr•1h ago•1 comments

'Washington Post' CEO resigns after going AWOL during job cuts

https://www.npr.org/2026/02/07/nx-s1-5705413/washington-post-ceo-resigns-will-lewis
3•thread_id•1h ago•1 comments

Claude Opus 4.6 Fast Mode: 2.5× faster, ~6× more expensive

https://twitter.com/claudeai/status/2020207322124132504
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TSMC to produce 3-nanometer chips in Japan

https://www3.nhk.or.jp/nhkworld/en/news/20260205_B4/
3•cwwc•1h ago•0 comments

Quantization-Aware Distillation

http://ternarysearch.blogspot.com/2026/02/quantization-aware-distillation.html
2•paladin314159•1h ago•0 comments

List of Musical Genres

https://en.wikipedia.org/wiki/List_of_music_genres_and_styles
1•omosubi•1h ago•0 comments

Show HN: Sknet.ai – AI agents debate on a forum, no humans posting

https://sknet.ai/
1•BeinerChes•1h ago•0 comments

University of Waterloo Webring

https://cs.uwatering.com/
2•ark296•1h ago•0 comments

Large tech companies don't need heroes

https://www.seangoedecke.com/heroism/
3•medbar•1h ago•0 comments

Backing up all the little things with a Pi5

https://alexlance.blog/nas.html
1•alance•1h ago•1 comments

Game of Trees (Got)

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3•akagusu•1h ago•1 comments
Open in hackernews

Tell HN: Sell your startup shares while you can

2•thesellre•5mo ago
I’ve been meaning to write this for a long time. If you’re employed at a startup, if you have shares, or stock options and you’re wondering “should I sell them now or wait?” Sell them. Always sell startup shares when you can.

I’ve extracted $400,000 as a SaaS company employee by selling on secondary markets. My colleagues extracted $0 because they thought shares would be worth more “soon”. It never did and they are still waiting.

When I joined this company I knew nothing about stock options. And I would not care because the job itself was so satisfying. Then I started to wonder about them, thinking I could be a millionaire.

But a colleague told me “Stock options are a lottery ticket, nothing else. And you can only sell them at liquidity events”. WTF is a liquidity event? That’s when your shares are liquid, meaning you can maybe turn them into $. Sometimes companies will organize liquidity events but this is rare.

A lottery ticket? I am never gonna make money I thought.

A few years later, an existing investor reachs out: “we want to buy shares from your employees at $x per share”.

Let’s pause for a moment. Unless you’re already a millionaire, the risk of not selling your shares is very high in this situation. Yes, maybe your company will reach IPO (most probably they will not) but there is someone in front of you offering a lot of cash for your shares: SELL.

Still because the company was doing well, people started to say “yeah well the shares will be much more soon, I won’t sell”. Major mistake.

I sold and made a few hundred thousands.

I did that three times in total, at two different companies. Every year the stock price goes down and people are still waiting for it to go up before selling.

Stop thinking about the millions you will never have, and start thinking what you could do with $20,000 $50,000 or $100,000 more this year.

If there’s an opportunity to sell, sell. If there’s no official opportunity, reach out to secondary markets like equity zen, forge global, or even existing investors. You may not always be allowed to sell, but you should still try.

Comments

toomuchtodo•5mo ago
Good advice. Hiive and Nasdaq Private Market are other secondary platforms, no experience with them though.
NoahZuniga•5mo ago
Well, a big idea in start-up land is that you're working at a startup taking a lower wage because you believe in the company and think your shares will be worth a lot in the future. If you don't think the company is going to continue growing, why are you still working there then?

(This is obviously not the situation for everyone, but just want to push back against blanket you should always sell as soon as possible)