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Start all of your commands with a comma

https://rhodesmill.org/brandon/2009/commands-with-comma/
58•theblazehen•2d ago•11 comments

OpenCiv3: Open-source, cross-platform reimagining of Civilization III

https://openciv3.org/
638•klaussilveira•13h ago•188 comments

The Waymo World Model

https://waymo.com/blog/2026/02/the-waymo-world-model-a-new-frontier-for-autonomous-driving-simula...
936•xnx•18h ago•549 comments

What Is Ruliology?

https://writings.stephenwolfram.com/2026/01/what-is-ruliology/
35•helloplanets•4d ago•31 comments

How we made geo joins 400× faster with H3 indexes

https://floedb.ai/blog/how-we-made-geo-joins-400-faster-with-h3-indexes
113•matheusalmeida•1d ago•28 comments

Jeffrey Snover: "Welcome to the Room"

https://www.jsnover.com/blog/2026/02/01/welcome-to-the-room/
13•kaonwarb•3d ago•12 comments

Unseen Footage of Atari Battlezone Arcade Cabinet Production

https://arcadeblogger.com/2026/02/02/unseen-footage-of-atari-battlezone-cabinet-production/
45•videotopia•4d ago•1 comments

Show HN: Look Ma, No Linux: Shell, App Installer, Vi, Cc on ESP32-S3 / BreezyBox

https://github.com/valdanylchuk/breezydemo
222•isitcontent•13h ago•25 comments

Monty: A minimal, secure Python interpreter written in Rust for use by AI

https://github.com/pydantic/monty
214•dmpetrov•13h ago•106 comments

Show HN: I spent 4 years building a UI design tool with only the features I use

https://vecti.com
324•vecti•15h ago•142 comments

Sheldon Brown's Bicycle Technical Info

https://www.sheldonbrown.com/
374•ostacke•19h ago•94 comments

Hackers (1995) Animated Experience

https://hackers-1995.vercel.app/
479•todsacerdoti•21h ago•238 comments

Microsoft open-sources LiteBox, a security-focused library OS

https://github.com/microsoft/litebox
359•aktau•19h ago•181 comments

Show HN: If you lose your memory, how to regain access to your computer?

https://eljojo.github.io/rememory/
279•eljojo•16h ago•166 comments

An Update on Heroku

https://www.heroku.com/blog/an-update-on-heroku/
407•lstoll•19h ago•273 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
17•jesperordrup•3h ago•10 comments

Dark Alley Mathematics

https://blog.szczepan.org/blog/three-points/
85•quibono•4d ago•21 comments

PC Floppy Copy Protection: Vault Prolok

https://martypc.blogspot.com/2024/09/pc-floppy-copy-protection-vault-prolok.html
58•kmm•5d ago•4 comments

Delimited Continuations vs. Lwt for Threads

https://mirageos.org/blog/delimcc-vs-lwt
27•romes•4d ago•3 comments

How to effectively write quality code with AI

https://heidenstedt.org/posts/2026/how-to-effectively-write-quality-code-with-ai/
245•i5heu•16h ago•193 comments

Was Benoit Mandelbrot a hedgehog or a fox?

https://arxiv.org/abs/2602.01122
14•bikenaga•3d ago•2 comments

Introducing the Developer Knowledge API and MCP Server

https://developers.googleblog.com/introducing-the-developer-knowledge-api-and-mcp-server/
54•gfortaine•11h ago•22 comments

I spent 5 years in DevOps – Solutions engineering gave me what I was missing

https://infisical.com/blog/devops-to-solutions-engineering
143•vmatsiiako•18h ago•65 comments

I now assume that all ads on Apple news are scams

https://kirkville.com/i-now-assume-that-all-ads-on-apple-news-are-scams/
1061•cdrnsf•22h ago•438 comments

Learning from context is harder than we thought

https://hy.tencent.com/research/100025?langVersion=en
179•limoce•3d ago•96 comments

Understanding Neural Network, Visually

https://visualrambling.space/neural-network/
284•surprisetalk•3d ago•38 comments

Why I Joined OpenAI

https://www.brendangregg.com/blog/2026-02-07/why-i-joined-openai.html
137•SerCe•9h ago•125 comments

Show HN: R3forth, a ColorForth-inspired language with a tiny VM

https://github.com/phreda4/r3
70•phreda4•12h ago•14 comments

Female Asian Elephant Calf Born at the Smithsonian National Zoo

https://www.si.edu/newsdesk/releases/female-asian-elephant-calf-born-smithsonians-national-zoo-an...
29•gmays•8h ago•11 comments

FORTH? Really!?

https://rescrv.net/w/2026/02/06/associative
63•rescrv•21h ago•23 comments
Open in hackernews

Dilution vs. Risk taking: Capital gains taxes and entrepreneurs

https://www.nber.org/papers/w34512
56•hhs•2mo ago

Comments

only-one1701•2mo ago
Waiting for the comments to roll in so I can see if most hackernews commenters view themselves on team Exception or team Rule.
ares623•2mo ago
It’s a useful lagging indicator. Most here still think they have a shot at being the next unicorn like in the ZIRP era.
Nevermark•2mo ago
I have worked about half time over three decades on a problem which I recently solved and am developing for a new venture. "Simple" conceptual solution - which took a long trail of reframing to get to. The complete solution is a layered series (actually a cycle) of partial solutions. Each partial solution except one from fields I never expected to be involved. Lots of work left to implement well, but this is the "easy" part.

Getting taxed on any increases in value early would feel very unfair. I have already put in so much value, for nothing in liquid/credible valuation yet, that things would have to go very well to compare equitably with what could sensibly have been expected if I had accrued half-time earnings, continuously saving and investing that income in its entirety, for over three decades.

Further worries: If I don't want to accept any venture capital, and at least for the foreseeable future bootstrap, would I somehow be forced into needing to liquidate ownership based on some accrued wealth rule anyway?

Hopefully not.

But if capital raises are the trigger for accrued wealth taxes, even a small raise after bootstrapped success gets ugly. Imagine raising capital after achieving bootstrapped success, by selling 1%, only to have to pay taxes on 99% of the company's new valuation! That would create a severe disincentive to take any capital ever, after bootstrapped success.

My suggestion: Only tax valuation gains on the sold shares. The realized valuation gain on capital raising shares passes (indirectly) to owners. The realized gains on any owners shares sold to cover those taxes would also pass (directly) to owners, as usual.

That would bring corporate capital raises into exact tax parity with normal owner stock sales.

The only difference is practical: The cash from an indirect sale (capital raise), goes to the owners indirectly (into the company), and is taxed indirectly (pass through). The cash from a direct sale (same sale percentage, but by each owner independently), goes directly to the owners, and taxes are assigned directly.

Either way, taxes are now identical.

(A third case, where all owners sell the same percentage of stock, and agree to all inject the funds into the company, might be a circuitous way to operate, but again, taxes are identical. Taxes on realized gains become sale path and cash purpose neutral.)

fragmede•2mo ago
I'm on team "I wanna get rich" and also team "I want you to get rich". I'm also on team "I'm a programmer and not a CPA and definitely not your CPA". I pay a money person so I don't have to deal with this stuff because it's not interesting to me, but for those who do find it interesting, game on!

I will say though, that the most important thing someone ever pointed out to me was 100% of $0 is $0. Even just 65% of $really big number is still > $0

ikiris•2mo ago
Everyone's on team "temporarily embarrassed billionaire founder"
dshuang•2mo ago
Doesn't seem fair to tax someone on appreciated stock if they haven't sold and haven't taken any loans against it.
NewJazz•2mo ago
Yeah I'm in favor of leverage == taxable event. I think the meaningful difference between leveraged and unleveraged capital gains is that when you take a loan, you access liquidity via your ownership in the asset. If you had gotten a dividend, that would have been taxable. A loan with a stock backing it isn't the same thing, but it does have a somewhat similar effect.
Workaccount2•2mo ago
You still need to pay off that loan eventually though.

These asset backed loans are just regular loans with lower interest rates. So instead of getting $50M @ 11% they can get it at 4%. That's the extent of the "hack".

They then keep the ball rolling by refinancing at each expiry and just paying the interest (and hoping their assets maintain or increase in value)

Eventually those loans will need to be repaid and the money will need to come from realizing capital gains.

So if anything its a tax deferral scheme with a low interest rate and elevated liquidation risk. Which all raises the issue of being taxed twice on the same money. Taxes once when you take the loan against it, and taxed again when you realize the profit to pay the loan.

fragmede•2mo ago
non-recourse loans don't require payback in case the startup goes under
Workaccount2•2mo ago
It doesn't require the debtor to pay back the difference between the collateral liquidation value and the loan value.

I don't think any bank though is giving non-recourse loans for risky or depreciating assets (investors do that). It's usually for things that the bank is confident will be a good investment anyway if the loan goes sour - you default on the loan? Fine. But we keep the land.

adastra22•2mo ago
For late-stage “startups” (e.g. Series D+ companies that have just not IPOd) they have done this in the past, but that was in the pre-COVID tech mania.

Often they act as middleman, finding someone else that wants exposure to the startup when interest is oversubscribed.

ENGNR•2mo ago
The trick is that the USA steps up the buy price of an asset when you pass away. So if you use cheap loans your whole life, you can defer capital tax until it goes away.

Instead of two certainties in life being death and taxes, it's now death or taxes.

davnicwil•2mo ago
I have to congratulate you on the quip at the end there, which I'll steal! Great way to summarise this strategy. Is it an ENGNR original?
ENGNR•2mo ago
Lol thank you. Original as far as I know, most welcome to steal!
nrhrjrjrjtntbt•2mo ago
A tax deferral that could last millenia.
NewJazz•2mo ago
Eventually those loans will need to be repaid and the money will need to come from realizing capital gains.

Uh, yes. But they can be repaid with refinanced loans based on the same assets... So no guarantee that the gains will be realized. And in the possibly long interim between loan issuance and maturity, the owner accesses liquidity via the asset and pays nothing in taxes.

Which all raises the issue of being taxed twice on the same money. Taxes once when you take the loan against it, and taxed again when you realize the profit to pay the loan.

To clarify, I advocate that the loan issuance be a taxable event, where the cost basis of the shares are adjusted to the current price of the asset. So there would be no double taxation.

jandrewrogers•2mo ago
I think it is useful to point out that the conditions under which those loans make any sense are incredibly narrow. It is far from the norm because it doesn’t pencil out in pure financial math. Wealthy people are not stupid, and the notion that this is being widely used as a tax avoidance measure tacitly makes that assumption. Studies seem to indicate that the prevalence is so low as to round to zero. There are many practical reasons to do it at the margin as a cashflow management exercise but not as a way of generating tax-free income.

The interest on those loans is taxed as income which feeds back into the model.

NewJazz•2mo ago
If it doesn't happen that often, then it shouldn't be a big deal to change the law.
phil21•2mo ago
> Taxes once when you take the loan against it, and taxed again when you realize the profit to pay the loan.

Trivially fixed by simply letting you deduct the taxes paid when you took out the loan against the taxes owed when you actually sell.

While we're at it lets ban stock buybacks since all those are is a tax deferral scheme with utterly no other social purpose. Dividends are the correct way to distribute cash to shareholders. Full stop.

And get rid of stepped up cost basis on death - limit it to the IRS gift limit which is already ridiculously generous. Just to make it politically palatable so there are less sob stories about some "family" farm or company being force-liquidated to pay taxes.

Workaccount2•2mo ago
But we don't have to do anything, because any given year we have a cohort of people hitting the time to realize profits.

So while it might be a feel good law, all it's doing is mixing around which cohort is paying up that year.

I agree that the step-up basis is pretty broken though.

compsciphd•2mo ago
not really.

I have assets that have a single cost basis of $1

they are now worth $100.

I take a loan secured against 10% of them. I have now taken a tax event against 10% of them.

I now pay taxes on a capital gain of $90 on 10% of them.

I now have an asset split into 2 parts. one with a cost basis of $1 (90% of my assets) and one with a cost basis of $100 (as I paid taxes on a capital gain to $100).

One can perhaps argue that when levaraging unrealized assets for loans, one always uses the lowest cost basis assets for determining taxable event, or perhaps first in first out of taxable events (and therefore paying tax, is an out then an in).

NewJazz•2mo ago
Honestly I wouldn't even care if folks could specify lots...
rickydroll•2mo ago
Look up "buy, borrow, die" tax strategy for an explanation on how taking out a loan secured by appreciating assets can reduce your tax bill.
csomar•2mo ago
I don’t get how loans can help you “evade” taxes. At some point you have to settle your position. They can help you delay but not avoid the taxes. (Unless I am missing something)
fragmede•2mo ago
You time receiving the money specifically so that you don't hit the next tax bracket, which has a higher tax rate. If you get $1,000,000 in one year and $0 the next, you'd pay more in taxes than two years where you get $500,000 and $500,000 (approximately. don't focus on the exact numbers, but that's the concept).
collinmcnulty•2mo ago
What you’re missing is that when you die, your heirs don’t pay capital gains taxes on the value that appreciated during your lifetime.
aaronblohowiak•2mo ago
Especially if it is illiquid
odie5533•2mo ago
The taxes would be refundable.
anonymousiam•2mo ago
Would they pay interest?
ENGNR•2mo ago
How does that work in practice?

If you're bootstrapped, borrow a bunch of money to pay tax because your company got to $10M val. But then the market shifts and it goes back down to $0 in later years, do you get the money back?

Even if you do, it sounds weird taxing someone for the right to create something, especially when they're still in the middle of creating it.

jjmarr•2mo ago
Yes, you do get the money back, that's the point of the paper.

This is better for many founders that otherwise wouldn't cash out at all. VCs will be forced to cover your unrealized capital gains taxes.

robocat•2mo ago
Refundable taxes are often gamed? See Cum-Ex: Dividend Withholding Tax (WHT) Fraud and Missing Trader Intra-Community (MTIC) Fraud.
AngryData•2mo ago
Why not? I could say the that it is unfair to tax people on income that they haven't spent too. Or property taxes raising for a property they haven't sold. If I wait to pickup my payroll check until after the year rolls over despite earning that money already, should I not pay taxes on it for that previous year?
elemdos•2mo ago
At least in the case of stock, it’s possible they can’t sell it to pay the tax
lazide•2mo ago
That is typically the case (depending on the timeline) for all but publicly traded or relatively sought out/well known private firms. Even for many of those, it’s not going to be easy.

You can’t just go out and start selling stock to the public without a huge amount of legal paperwork.

AngryData•2mo ago
That seems like a buyer beware situation. Nobody forced them to invest money in it, and if they lose out in the end that is the risk they take, the same with any other investment. You can't buy a piece of commercial property and not pay any taxes, or start a business and then claw back taxes you already paid because it failed later on down the road.
pfannkuchen•2mo ago
Would you only apply this to stocks acquired after the new tax law was passed then?
AngryData•2mo ago
It would probably need a grace period so things don't go crazy, but after that then yes. It would also have the benefit of pumping stocks being lower and more risky, and could help prevent stock bubbles from rising so big and fast.
jandrewrogers•2mo ago
Because the valuation of equity is notional only. It may not be remotely realizable now or ever. Furthermore, it may not be possible to use it as collateral for a loan for both legal and practical reasons. Some notionally high value assets have no liquid market. It make take a decade to find a real buyer. The large majority of assets held by wealthy people are non-liquid, in the US most studies put it in the 60-70% range.

Your paycheck is denominated in cash money. It can’t go to zero or be non-liquid for years like an investable asset. That’s a rather important distinction.

JumpCrisscross•2mo ago
Allow for deferral, but at the risk-free rate. If the asset goes bust, the tax isn’t owed.
ur-whale•2mo ago
Quite funny that half of the team who wrote this hail from Switzerland, a country where there are no taxes on realized capital gains, much less unrealized ones.
greyw•2mo ago
Switzerland has a wealth tax. That is a tax on unrealized gains fyi.
Pooge•2mo ago
No, because they are not exactly correlated with your gains. For what it's worth, you could have an unrealized deficit but still owe taxes. That's why it's a wealth tax and not unrealized gains tax.

Real estate is included in that wealth, of course. And it has a different tax treatment than "usual" stock market gains.

ur-whale•2mo ago
> Switzerland has a wealth tax.

If the wealth tax rate is close to zero, who the hell cares?

The wealth tax in e.g. Kanton Zürich is 0.025% (not the cheapest Kanton).

If you are able to grow your capital at - say - inflation corrected 4%, which shouldn't be overly hard, and you pay no taxes whatsoever on cap gains while paying 0.025% on the total accumulated wealth.

I'll let you do the math as to how good you have it there.

greyw•2mo ago
The highest marginal wealth tax rate in Zurich is 0.47% and 0.9% in Geneva starting at 2-3mn CHF. It's not irrelevant at all

If you now earn 4% on your capital and pay 0.9% wealth taxes that is like a 25% tax rate on your unrealized gains. Inflation is close to zero anyway and interest rates are negative.

Obviously I prefer that system because we can compound essentially tax free to a couple of 100k before having to think about taxes.

lambchoppers•2mo ago
Sure but tax on wealth is a tax on the integral of gains and trying to imagine a tax only on realized wealth seems like it would interest Switzerland but is difficult with real estate and stock markets.
ur-whale•2mo ago
> Sure but tax on wealth is a tax on the integral of gains

If the wealth tax rate is close to zero, who cares?

The wealth tax in e.g. Kanton Zürich is 0.025%

I'd say that is close to nil when compared to the fact that there is no cap gain tax.

lambchoppers•2mo ago
The tax rarely exceeds 1% because kantons wouldn't rather derive a larger portion of taxes from wealth tax or because any higher rate still flat across all wealth would cause assets that don't have yearly income to be regularly sold to avoid complexity in holding them?
jjmarr•2mo ago
The paper spots that this pseudo-wealth tax would be better for more founders.

> Moving from current realization-based to accrual-based taxation would reduce founder ownership at exit by 25% on average but would also increase the fraction receiving positive payoffs from 16% to 47% when tax credits are refunded.

Founders would use VC money to pay the tax and get a refund if the startup fails, since the capital gains were never realized. Therefore "pre-paying" capital gains would be a good thing for most founders since otherwise a liquidity event wouldn't happen for 84% of them.

This only happens with a tax on unrealized capital gains, though, not a normal wealth tax.

Another corollary is that "zombie startups" would be heavily discouraged, since "failing fast" could result in a payout.

NewJazz•2mo ago
It is basically forcing them to dilute more, which is better for them on average because the shares expire worthless so often anyway.

That said a higher percentage of positive outcomes does not mean much when the majority of significant wealth is in that small percentage of high value firms founded.

skybrian•2mo ago
That's how progressive taxes work? It's generally considered a better outcome when the taxes are paid by people who can more easily afford them.
jjmarr•2mo ago
> It is basically forcing them to dilute more, which is better for them on average because the shares expire worthless so often anyway.

Well no, because VCs might not give you money to buy chunks of the business as they want the money to go into the business.

An unrealized capital gains tax forces VCs to give founders money during funding rounds to cover taxes, money that is refunded to the founder in the event of the business going under.

This means you no longer lose everything in an unsuccessful exit, because you get a refund on the capital gains that you didn't end up having.

spwa4•2mo ago
This is assuming no reaction from people to this tax going into effect. And that's of course stupid. This is trivial to game and for that reason it will rapidly turn into a money pit for the tax agency.

After all, it's real easy for entrepreneurs to be unsuccessful. You get some nonzero valuation by having a friend bid or give some investment and thereby set the valuation, and then you go bankrupt.

jjmarr•2mo ago
You still have to pay the tax in the first place to go bankrupt.
spwa4•2mo ago
No, someone else has to pay the tax in the first place. Am I reading it wrong?
skybrian•2mo ago
The money comes from investors, goes to the tax agency, and comes back again. (Or maybe it doesn’t if it’s just a credit towards future taxes?)

This scheme depends on winning the trust of investors and then defrauding them. Sure, it can be done, but there are other ways. The simplest would be paying yourself a higher salary.

Presumably, investors are aware of the risks and are willing to take them.

monero-xmr•2mo ago
Sounds like when I have a major tax bill, me and some friends should found a startup with poor prospects for success
skybrian•2mo ago
Whoever plays the part of the investor would be paying your taxes. It might be difficult to get someone to do that?
hexeater•2mo ago
The conversations around taxation and gov finance in the USA are absolutely delulu. I'm in California. Not including sales and property taxes, high earners are paying over 50% in taxes. Whereas the overall expenditures are unsustainable and in many cases just not working anyway. Notable examples are that we are paying more in Interest than for military at the federal level, and we are burning cash on failed homeless policies without any hope of actual change. Any rational conversation has to cut spending.
reppap•2mo ago
> Notable examples are that we are paying more in Interest than for military at the federal level,

It is interesting to me that the party that runs on fiscal responsibility is the one that runs the highest deficits despite having a lower amount of GDP growth.

NewJazz•2mo ago
And revenue, right?
mimir•2mo ago
100%, This is the uncomfortable fact of taxes in the US right now. If you are a high earning W2 worker, you are likely paying close to if not above 50% income tax rate. Pretty much on par with all the "high tax" European socialist countries you always hear people complaining about. There is basically no good way to lower this w2 tax burden.

I'm generally a "liberal" and support fair taxation and goverment spending, but the current level, based on the worldwide tax rates I've found, doesn't have much room to grow, especially when it does seem like goverment services are actually supbpar for many, and these taxes don't support some sort of universal health care/cheap university like they do in many European countries. I truly believe that goverment can and should be a force for good in people's lives, but I don't think that means we should give it a blank check. It does feel delulu that so many democrats seems to blindly support raising taxes on the "rich". I do think a wealth tax is very much the wrong approach.

It's pretty frustrating to when folks talk about taxing the rich, since it seems like the policies that get passed often just add even more burden onto the "working" rich vs the capital based rich. Even the long terms capital gains rate is close to 30+% in high tax states + top bracket, but there is way more room for deductions.

tacitusarc•2mo ago
I think the line from Abundance is apt- something like, “We’re paying Equinox prices but getting Planet Fitness”
skybrian•2mo ago
Looks like it's over 50% for regular income, but for long-term capital gains the top rate seems to be about 37%:

  20% federal
  3.8% net investment income tax
  13.3% California
I do what I can to lower my tax bill, but in the end I take a philosophical attitude: if I'm paying more taxes, that's a sign I'm making more money.
monero-xmr•2mo ago
If I’m paying more taxes, it’s a sign the state is spending beyond its means
skybrian•2mo ago
I don't see the connection.
adastra22•2mo ago
From a California perspective, there is no discount for capital gains. It is all taxed as income.
skybrian•2mo ago
Yep. But they had to include federal to get above 50%, so that's clearly not the calculation they were doing. For federal + California, it does matter.
Workaccount2•2mo ago
People aren't versed, and think the problem in their life is that they don't make enough money.

The actual problem (overwhelmingly) is that they spend to much on housing.

If we can just build more housing to bring down prices, 80% of reactionary "just seize their assets in anyway" rhetoric will go away.

Of course, this also means the middle class needs to take a 20%+ hair cut on their net worth. Deeply unpalatable, and doesn't fit the "1% will pay for everything" zeitgeist.

Todd•2mo ago
An alternative is graduated capital gains rates based on total assets owned (ideally skewed higher, like 10, 50, 100MM, …). Exemptions like QSBS could still be applied. This would allow shareholder control issues to remain unaffected, which wealth taxes never seem to address.

Not sure how to apply it on the corporate side. There are also multi entity workarounds to consider.

Just an idea.

phil21•2mo ago
I’ve always been of the opinion tax brackets should be “lifetime earnings” based regardless of income source.

Your first $1M should be taxed differently than your next $10M and so forth.

ashu1461•2mo ago
This theory seems to be BS, If let us say a founder is raising a seed round of 2m at 20m valuation, then according to hypothetical accrual tax rate, they would need to pay a tax of ~ 3-4m.
bix6•2mo ago
> Using comprehensive new data on U.S. venture capital deals, we find that founder returns remain extremely skewed, with 84% receiving zero exit value while the top 2% capture 80% of total value.

Where is this data from?