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Toroidal Logit Bias – Reduce LLM hallucinations 40% with no fine-tuning

https://github.com/Paraxiom/topological-coherence
1•slye514•56s ago•1 comments

Top AI models fail at >96% of tasks

https://www.zdnet.com/article/ai-failed-test-on-remote-freelance-jobs/
3•codexon•1m ago•1 comments

The Science of the Perfect Second (2023)

https://harpers.org/archive/2023/04/the-science-of-the-perfect-second/
1•NaOH•2m ago•0 comments

Bob Beck (OpenBSD) on why vi should stay vi (2006)

https://marc.info/?l=openbsd-misc&m=115820462402673&w=2
2•birdculture•5m ago•0 comments

Show HN: Glimpsh – exploring gaze input inside the terminal

https://github.com/dchrty/glimpsh
1•dochrty•6m ago•0 comments

The Optima-l Situation: A deep dive into the classic humanist sans-serif

https://micahblachman.beehiiv.com/p/the-optima-l-situation
1•subdomain•6m ago•0 comments

Barn Owls Know When to Wait

https://blog.typeobject.com/posts/2026-barn-owls-know-when-to-wait/
1•fintler•7m ago•0 comments

Implementing TCP Echo Server in Rust [video]

https://www.youtube.com/watch?v=qjOBZ_Xzuio
1•sheerluck•7m ago•0 comments

LicGen – Offline License Generator (CLI and Web UI)

1•tejavvo•10m ago•0 comments

Service Degradation in West US Region

https://azure.status.microsoft/en-gb/status?gsid=5616bb85-f380-4a04-85ed-95674eec3d87&utm_source=...
2•_____k•10m ago•0 comments

The Janitor on Mars

https://www.newyorker.com/magazine/1998/10/26/the-janitor-on-mars
1•evo_9•12m ago•0 comments

Bringing Polars to .NET

https://github.com/ErrorLSC/Polars.NET
3•CurtHagenlocher•14m ago•0 comments

Adventures in Guix Packaging

https://nemin.hu/guix-packaging.html
1•todsacerdoti•15m ago•0 comments

Show HN: We had 20 Claude terminals open, so we built Orcha

1•buildingwdavid•15m ago•0 comments

Your Best Thinking Is Wasted on the Wrong Decisions

https://www.iankduncan.com/engineering/2026-02-07-your-best-thinking-is-wasted-on-the-wrong-decis...
1•iand675•15m ago•0 comments

Warcraftcn/UI – UI component library inspired by classic Warcraft III aesthetics

https://www.warcraftcn.com/
1•vyrotek•16m ago•0 comments

Trump Vodka Becomes Available for Pre-Orders

https://www.forbes.com/sites/kirkogunrinde/2025/12/01/trump-vodka-becomes-available-for-pre-order...
1•stopbulying•18m ago•0 comments

Velocity of Money

https://en.wikipedia.org/wiki/Velocity_of_money
1•gurjeet•20m ago•0 comments

Stop building automations. Start running your business

https://www.fluxtopus.com/automate-your-business
1•valboa•25m ago•1 comments

You can't QA your way to the frontier

https://www.scorecard.io/blog/you-cant-qa-your-way-to-the-frontier
1•gk1•26m ago•0 comments

Show HN: PalettePoint – AI color palette generator from text or images

https://palettepoint.com
1•latentio•26m ago•0 comments

Robust and Interactable World Models in Computer Vision [video]

https://www.youtube.com/watch?v=9B4kkaGOozA
2•Anon84•30m ago•0 comments

Nestlé couldn't crack Japan's coffee market.Then they hired a child psychologist

https://twitter.com/BigBrainMkting/status/2019792335509541220
1•rmason•32m ago•1 comments

Notes for February 2-7

https://taoofmac.com/space/notes/2026/02/07/2000
2•rcarmo•33m ago•0 comments

Study confirms experience beats youthful enthusiasm

https://www.theregister.com/2026/02/07/boomers_vs_zoomers_workplace/
2•Willingham•40m ago•0 comments

The Big Hunger by Walter J Miller, Jr. (1952)

https://lauriepenny.substack.com/p/the-big-hunger
2•shervinafshar•41m ago•0 comments

The Genus Amanita

https://www.mushroomexpert.com/amanita.html
1•rolph•46m ago•0 comments

We have broken SHA-1 in practice

https://shattered.io/
10•mooreds•47m ago•4 comments

Ask HN: Was my first management job bad, or is this what management is like?

1•Buttons840•48m ago•0 comments

Ask HN: How to Reduce Time Spent Crimping?

2•pinkmuffinere•49m ago•1 comments
Open in hackernews

How Stock Options Work

https://web.stanford.edu/class/e145/2007_fall/materials/stockoptions.html
49•jdcampolargo•5mo ago

Comments

JonChesterfield•5mo ago
This really shouldn't get the fundamental point wrong

> When an employee exercises an option, the company must issue a new share of stock that can be publicly traded.

No. When you exercise, you get the stock, but it's definitely not guaranteed to be publicly traded.

For example Graphcore gave people options, which if exercised became stock in graphcore. If you then found a buyer and asked GC to approve the sale, they declined. Not public. Later they revalued that stock at zero.

To a better approximation, stock options work if you trust the company to pay out.

jdcampolargo•5mo ago
> stock options work if you trust the company to pay out.

100%

cyberax•5mo ago
> For example Graphcore gave people options, which if exercised became stock in graphcore. If you then found a buyer and asked GC to approve the sale, they declined. Not public. Later they revalued that stock at zero.

From looking at Wiki, the company is basically bankrupt with just $2.7m revenue for 450 employees. So their stock is literally worth nothing.

If they do get acquired by Softbank, employees will get a portion of the sale according to the amount of shares they own. The company valuation won't make any difference.

JonChesterfield•5mo ago
Wiki is out of date. Softbank acquired graphcore ages ago for many million dollars. Employees got zero times however many shares they owned.

For related reading, see "drag along" for why the voting rights attached to shares mean nothing.

https://sifted.eu/articles/graphcore-conditional-sale-agreed...

cyberax•5mo ago
Well, it's not much different. The investors with preferred stock got some money back, taking a loss overall. So this was basically a bankruptcy with employees and founders getting nothing.
JonChesterfield•5mo ago
"Founder liquidity" is worth looking up. If you're curious about this specific case, UK companies register accounts that can be read by anyone. I'm mostly calling this out as an example of why "public" is an important error in the op. Were the shares publicly tradable, the employees that chose to could have exited.
cyberax•5mo ago
I'm not familiar at all with the UK law, but in the US the founders typically get common stock. They can't have it treated preferentially during acquisitions.

"Founders' stock" refers to the preferential tax treatment (TLDR: almost zero taxes via QSBS).

M3L0NM4N•5mo ago
This should be titled, "How Employee Stock Options Work"
Sohcahtoa82•5mo ago
Not to mention how much it leaves unanswered.

What happens to your options if the company goes public or gets acquired before you exercise?

What if you exercise but decide you want to sell but the company isn't public?

neilv•5mo ago
It's from 2007; if someone showed you this today, as what you needed to know as a hire, they'd be scamming you.

This seems like only the "first slide's" worth of what a tech employee needs to know about stock options, and not the most important things.

It's also worded imperfectly in parts, with the effect of being misleading.

If you start by looking at the lede and first paragraph, it's unclear who this is for, and seems more like a child's "book report", with no regard for the reader, nor sufficient understanding of the space that's relevant to the reader.

Perhaps this wasn't garbage in 2007, but I'm flagging it in 2025.

wiseowise•5mo ago
What would you suggest in 2025?
daveguy•5mo ago
Always consider stock options to be worthless.
lurking_swe•5mo ago
That’s too broad of a statement. For a startup, YES, i agree. It may end up at $0 if the company goes bust. And that’s very common - especially in tech.

However there are some publicly traded (and fairly large) companies that have been around for a while, that also offer stock options (NQSOs) to their employees. Typically they get to choose between RSUs, NQSOs, or a mix. In these cases options are not worthless because the risk of the company going bankrupt is very slim.

daveguy•5mo ago
Yeah, I was going to go into all that crap, but they're all still just options to buy at whatever market price you start at. Market go up. Market go down. Just consider stock options to be worthless when negotiating. I'm not saying don't accept them, just don't factor them in as "compensation". Factor them in as chips already laid on roulette table, at best.
yohannparis•5mo ago
Where can I find up to date information on a stock-option?
xandrius•5mo ago
2 rules of joining a startup:

1. If you can get assured bonuses instead of stock options, pick that unless it's going to be a unicorn.

2. It's not going to be a unicorn.

anotherhue•5mo ago
Couldn't agree more. The tech boom made a lot of people rich, you might call that egalitarian, and believe that you too could share in the wealth.

The financial class call that uncaptured value, and they have since altered the terms to prevent that. Naturally the company still wants to pretend otherwise so when you hear the TC you add USD to timebomb banana bucks and come out with a USD total.

If you want equity start your own business. You are not in a position to get any of theirs.

Edit: if you get RSUs and you can liquidate without lockup then that's much better. But still worse than cash.

untitled2•5mo ago
>How Stock Options Work

They don't.

JonChesterfield•5mo ago
Would you like people to work really hard for you without paying them competitively?
anotherhue•5mo ago
But this opportunity provides incredible exposure!
alecco•5mo ago
Of course Stanford [1] paints it like a Disney movie without mentioning:

  * Share Class & Rights (e.g. common stock, voting, etc)
  * Tax issues and how they are structured (a friend had to pay a lot even before exercising due to bad legal paperwork)
  * Dilution
  * "Market price" nonsense for private companies
  * Other risks when exercising
  * Liquidity
  * Boom/bust cycles
  * Lots of growing changes might get them to "have to let you go" and you get nothing to show for
Basically, you should talk to an experienced lawyer before taking any offer like this.

[1] Stanford to continue legacy admissions and... https://news.ycombinator.com/item?id=44846130

braza•5mo ago
I know that we're writing on the Y Combinator-sponsored forum, but after the events of the Windsurf/Google fiasco, the exits of Instacart, and how the acquihire is scaling, is there any indication that SO is a really good incentive nowadays?
jiveturkey•5mo ago
I can cherry-pick examples also. Figma, CoreWeave, Voyage AI.

Today, yesterday, stock options have always been a lottery ticket.

bootlooped•5mo ago
Atrocious formatting
jiveturkey•5mo ago
This is apparently content for this class: https://explorecourses.stanford.edu/search?view=catalog&filt...

This is embarrassingly bad. Factually wrong on substantive points.