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LiteLLM Python package compromised by supply-chain attack

https://github.com/BerriAI/litellm/issues/24512
312•theanonymousone•2h ago•155 comments

Microsoft's "Fix" for Windows 11: Flowers After the Beating

https://www.sambent.com/microsofts-plan-to-fix-windows-11-is-gaslighting/
604•h0ek•5h ago•437 comments

Debunking Zswap and Zram Myths

https://chrisdown.name/2026/03/24/zswap-vs-zram-when-to-use-what.html
83•javierhonduco•4h ago•17 comments

So where are all the AI apps?

https://www.answer.ai/posts/2026-03-12-so-where-are-all-the-ai-apps.html
93•tanelpoder•50m ago•111 comments

Ripgrep is faster than grep, ag, git grep, ucg, pt, sift (2016)

https://burntsushi.net/ripgrep/
202•jxmorris12•8h ago•83 comments

curl > /dev/sda: How I made a Linux distro that runs wget | dd

https://astrid.tech/2026/03/24/0/curl-to-dev-sda/
87•astralbijection•5h ago•35 comments

Nanobrew: The fastest macOS package manager compatible with brew

https://nanobrew.trilok.ai/
35•syrusakbary•3h ago•20 comments

Opera: Rewind The Web to 1996 (Opera at 30)

https://www.web-rewind.com
136•thushanfernando•7h ago•78 comments

Secure Domain Name System (DNS) Deployment 2026 Guide [pdf]

https://nvlpubs.nist.gov/nistpubs/SpecialPublications/NIST.SP.800-81r3.pdf
30•XzetaU8•2h ago•0 comments

Box of Secrets: Discreetly modding an apartment intercom to work with Apple Home

https://www.jackhogan.me/blog/box-of-secrets/
220•jackhogan11•1d ago•77 comments

Log File Viewer for the Terminal

https://lnav.org/
242•wiradikusuma•9h ago•34 comments

NanoClaw Adopts OneCLI Agent Vault

https://nanoclaw.dev/blog/nanoclaw-agent-vault/
63•turntable_pride•2h ago•10 comments

MSA: Memory Sparse Attention

https://github.com/EverMind-AI/MSA
55•chaosprint•3d ago•4 comments

I Quit Editing Photos

https://jamesbaker.uk/i-quit-editing-photos/
57•speckx•3d ago•53 comments

Missile Defense Is NP-Complete

https://smu160.github.io/posts/missile-defense-is-np-complete/
134•O3marchnative•2h ago•124 comments

io_uring, libaio performance across Linux kernels and an unexpected IOMMU trap

https://blog.ydb.tech/how-io-uring-overtook-libaio-performance-across-linux-kernels-and-an-unexpe...
9•tanelpoder•1h ago•6 comments

iPhone 17 Pro Demonstrated Running a 400B LLM

https://twitter.com/anemll/status/2035901335984611412
673•anemll•1d ago•301 comments

Autoresearch on an old research idea

https://ykumar.me/blog/eclip-autoresearch/
396•ykumards•20h ago•87 comments

No-build, no-NPM, SSR-first JavaScript framework if you hate React, love HTML

https://qitejs.qount25.dev
90•usrbinenv•5d ago•76 comments

BIO – The Bao I/O Co-Processor

https://www.crowdsupply.com/baochip/dabao/updates/bio-the-bao-i-o-co-processor
68•hasheddan•2d ago•17 comments

LLM Neuroanatomy II: Modern LLM Hacking and Hints of a Universal Language?

https://dnhkng.github.io/posts/rys-ii/
24•realberkeaslan•4h ago•10 comments

The Jellies That Evolved a Different Way to Keep Time

https://www.quantamagazine.org/the-jellies-that-evolved-a-different-way-to-keep-time-20260320/
4•jyunwai•3d ago•2 comments

A 6502 disassembler with a TUI: A modern take on Regenerator

https://github.com/ricardoquesada/regenerator2000
70•wslh•3d ago•7 comments

FCC updates covered list to include foreign-made consumer routers

https://www.fcc.gov/document/fcc-updates-covered-list-include-foreign-made-consumer-routers
396•moonka•17h ago•265 comments

Show HN: Cq – Stack Overflow for AI coding agents

https://blog.mozilla.ai/cq-stack-overflow-for-agents/
183•peteski22•22h ago•79 comments

Dune3d: A parametric 3D CAD application

https://github.com/dune3d/dune3d
203•luu•2d ago•84 comments

Claude Code Cheat Sheet

https://cc.storyfox.cz
538•phasE89•17h ago•170 comments

Finding all regex matches has always been O(n²)

https://iev.ee/blog/the-quadratic-problem-nobody-fixed/
245•lalitmaganti•4d ago•63 comments

IRIX 3dfx Voodoo driver and glide2x IRIX port

https://sdz-mods.com/index.php/2026/03/23/irix-3dfx-voodoo-driver-glide2x-irix-port/
96•zdw•16h ago•25 comments

Microservices and the First Law of Distributed Objects (2014)

https://martinfowler.com/articles/distributed-objects-microservices.html
40•pjmlp•3d ago•27 comments
Open in hackernews

Missile Defense Is NP-Complete

https://smu160.github.io/posts/missile-defense-is-np-complete/
134•O3marchnative•2h ago

Comments

dboreham•1h ago
It's been known since the 1960s that effective anti ballistic missile defense is impossible.
trollbridge•1h ago
A lot of things involving rockets and putting things in space have changed since the 1960s.
skywhopper•1h ago
Have they, really?

* Small rockets can now land themselves.

Anything else?

sumtechguy•1h ago
Computer guidance? Better materials? Better telemetry?
pwndByDeath•7m ago
Still short amount of time to make a decision based on very messy data
BoredPositron•1h ago
Observability has changed in most other ways we have regressed.
XorNot•1h ago
That's true. And while I disagree with the parent comment, ICBM interception remains enormously problematic and likely will remain so until directed energy weapons get really cheap.

Fundamentally the rocket equation and orbital dynamics really fight you on this.

It's a lot less "can't be done" versus "would be financially untenable to build and maintain even when the objective is nuclear defense".

cpgxiii•1h ago
There are several different levels of ballistic missiles.

ICBMs, for which the GBI is intended, are the most challenging to defend against and show the least interceptor success.

In contrast, we do have some pretty definitive evidence that theater and "lower" MRBM/IRMB ballistic missiles can be intercepted successfully. If you define "effective defense" as "most missiles that would cause damage are intercepted", then it is clearly possible with current technology. If you define "effective defense" as "all missiles are intercepted", then it remains beyond the current technology.

zabzonk•1h ago
Oh, I thought this was going to be about the old trackball arcade game. Or perhaps it is? Same sort of rules? The maths is going so far over my head I can't hear the whoosh.
delichon•1h ago
Add multiple decoys and the missile math tends to become an argument for the importance of preemption. Han shot first for a good reason.
busterarm•1h ago
Careful. Preemption takes many forms, some of them many would find unpalatable.
gos9•1h ago
Unpalatable preemption is generally better than reentry vehicles coming down your chimney.
phkahler•1h ago
The problem there is you can't prove anything would have come down the chimney if the preemption is successful, so people will still be unhappy.
busterarm•1h ago
I agree, but some of them are more obvious.

Like not giving 100 billion dollars to someone who actively wants to kill you.

wat10000•24m ago
A thought experiment: would the world be a better place if the US had preemptively attacked the USSR in the 50s or early 60s when it was possible to do without more than “get[ting] our hair mussed” as General Turgidson put it?
XorNot•1h ago
But it's also the basic l basis of deterrence and the destabilizing nature of ICBM defense: relying on interceptors presumes the war happens.
heyitsmedotjayb•1h ago
Preemption is a propaganda lie.
hedora•9m ago
If you haven't, watch House of Dynamite.

Sadly, the Trump Administration concluded we should build exactly the defense capabilities described in the film.

They even cited it by name as a good roadmap for the Golden Dome, so I know they read the title. I guess their reading comprehension levels are extremely low.

marginalia_nu•1h ago
The game theory of it is the prisoner's dilemma.

Preemtive betrayal is a terrible strategy if there are more than two parties in the game, and they are allowed to cooperate.

You have to be one heck of a smooth conversationalist to convince them to take a number and patiently wait in line to be the ones to be attacked next.

If you're the guy that the others in the room know shoots first, you're also the guy the others in the room will shoot when he's reaching for something in his jacket pocket.

jmyeet•33m ago
If you haven't, I'm going to recommend you to listen to an episode of Dan Carlin's Hardcore History, specifically The Destroyer of Worlds [1].

Why? Because it goes into the change in strategic thinking brought on by the atomic age (and, soon thereafter, the thermonuclear age). And there was an element of US strategic thinking that argued for a preemptive strike against the USSR.

The episode also goes into the arguments for and against the development of the hydrogen bomb, a weapon that could never really be used and arguably not even necessary when we already had the atomic bomb.

The outcome of those debates shaped American foreign policy from 1945 to the present day.

[1]:https://www.dancarlin.com/hardcore-history-59-the-destroyer-...

heyitsmedotjayb•1h ago
Would be interesting to know how the probabilities change once all your X band radars are destroyed. And then again how they change when all your L band radars are destroyed...
ErroneousBosh•1h ago
> And then again how they change when all your L band radars are destroyed...

Connection reset by Yugoslavs with microwave ovens

jsw97•1h ago
The author explains that this problem is actually adversarial, in the sense that the attacker gets to observe defenses and allocate warheads and decoys accordingly.

Thinking of our current circumstances, this suggests another cost of war: our offensive capabilities, as well as our defensive capabilities become more observable. Our adversaries are studying our strengths and weaknesses in Iran, and they will have a much improved game plan for countering us in future conflicts.

vasco•1h ago
If we really want to put a certain hat on we can also say those adversaries have an incentive to not prevent (or even incentivize) those wars for that same reason. Even if that's by helping along a guy that is easy to manipulate through a childlike ego become president.
testaccount28•1h ago
there is a benefit as well, though, as it makes your threats credible.
SegfaultSeagull•1h ago
Or perhaps they will learn they are outmatched, lack the resources and technological capabilities to compete, and deterrence will have been established.
biker142541•1h ago
History would suggest otherwise; rarely is this ever the case.
marcosdumay•1h ago
You seem to be implying that there is a long history of countries starting wars against the USA?
gzread•1h ago
More like the USA starting wars against countries, and those countries not immediately surrendering, to which the USA is shocked.
falcor84•36m ago
I think that there's a more general issue here with the US and the West in general having a mindset built up on playing Risk and Civ, which considers the foreign country as a whole as their opponent, whereas in practice, the adversaries are a multitude of individuals, for almost none of whom a surrender is the rational choice, especially (as sibling comments pointed out) when part of their reasoning and authority is based on a divine mandate.
testaccount28•19m ago
to be clear: your claim is that the us military is misinformed because key constituents have played too many board games?

does hearing it back like that make it seem absurd to you as well?

quietbritishjim•1h ago
History doesn't necessarily make it clear when a war might have started but didn't because of some specific factor. Mainly you see the wars that did happen. (It has a strong survivorship bias in the sense that a war "survived" history if it went ahead for real rather than being considered and decided against.)
pjc50•1h ago
Iran has always known that the US is a higher tech nation, but you should not just expect them to surrender on that basis.
deburo•33m ago
That's not what deterrence means. From google: the action of discouraging an action or event through instilling doubt or fear of the consequences.

It's meant to avoid conflict altogether, say with China and Taiwan.

varispeed•58m ago
You miss the fact that many adversaries will not act rationally.
baxtr•41m ago
Especially when they're optimizing for afterlife.
iso1631•3m ago
Yes, if it was acting rationally the US Would not have spent billions trying to blow up an 80 year old man while massively increasing the price of oil and fertiliser globally leading to economic instability

But the US has not acted rationally. It hasn't since January 2021.

dlisboa•38m ago
Very few countries lack the technological capabilities to produce these kinds of drones.

What most countries don't have is, for lack of a better term, the resolve Iran has shown. Venezuela could have built drones and resisted just the same, but it's internally divided enough that it was possible to strike a deal with an inside faction and have a coup from within.

nerfbatplz•38m ago
The Iranians just hit an F35 with a proverbial box of scraps they put together in a cave. The Chinese military must have experienced collective euphoria when they saw that.
9cb14c1ec0•20m ago
To be clear, that F35 was being incredibly careless, flying low in broad daylight. All the stealth features of an aircraft are useless if you can look at it with your own eyes. In any conflict with China, F35s would not be flown that way.
nerfbatplz•11m ago
To be clear, Trump announced that the US had destroyed Iran's air defenses, missiles and missile launch capabilities. Trump also said that the US enjoyed air supremacy over Iran and were flying when and where they wished.

Maybe one of these days we'll see a B-52 take off with JDAMs and not JASSMs but probably not, kind of scary to try and drop gravity bombs on a country that your stealth fighters can't fly over.

https://www.youtube.com/watch?v=tohttYlvFvU

iso1631•5m ago
You're holding it wrong?

How many cheap-ass drones could you buy for the cost of one F35. 100k? A million?

1234letshaveatw•1h ago
That seems like an acceptable trade off to get some real world experience with what works and what doesn't with regards to massed drones and swarming. There is a lot we can learn in this conflict with relatively low stakes
lejalv•50m ago
Stakes for whom?

>100 kids got murdered the first day of this "low stakes" war

keybored•23m ago
“Iranian kids may die... but that’s a prize I’m willing to pay.”
1234letshaveatw•12m ago
"I much prefer nuclear conflict"
keybored•6m ago
Propose a nuclear free zone in the Middle East, propose a global nuclear free zone, propose to cooperate with other nuclear powers to disarm.

But that’s apparently not the real concern at all.

1234letshaveatw•13m ago
The USA
1234letshaveatw•11m ago
How many protesters were killed leading up to it?
myrmidon•1h ago
This is absolutely true, but there is a strong counterpoint: You also learn the limits of your own systems and how to operate them most effectively yourself (and better than adversaries can, too).

Just to pick a recent example: Russian air defense in the early stages of the Ukraine war was dismal (more specifically: defense against big, slow drones like Bayraktar), despite having sufficient AA capability "on paper"-- the war allowed them to visibly improve.

I'd expect much more value from validating and improving your equipment and its handling than the actual "cost" of revealing its capabilities to adversaries in almost every conflict.

neutronicus•49m ago
"Data moats" are a problem for military tech, too, I guess.
btown•28m ago
One very interesting instance of the "military data moat" is Ukraine's annotated database of drone footage, perhaps the first of its scale from live engagements [0]:

> They can now draw on an enormous pool of real warfare information. Last year alone, Ukrainian drones recorded around 820,000 verified strikes against Russian targets... Meanwhile, the country’s Avengers AI platform detects upwards of 12,000 enemy targets every week. Developers can now access these sources and the data that they gather to train their systems on the movements of a real Russian turtle tank or a camouflaged Lancet launcher.

> “Ukraine currently possesses a unique body of battlefield data unmatched anywhere in the world,” recently appointed Defence Minister Mykhailo Fedorov said in a statement. “This includes millions of annotated frames collected during tens of thousands of combat drone missions.”

With the latency and offline constraints of battlefield technology, smaller models, trained with better data, may prove to have a significant edge. But it's still early days on how data like this might prove advantageous in other environments.

[0] https://resiliencemedia.co/how-ukraine-is-transforming-its-b... (unconfirmed source, this is not an endorsement)

dlisboa•48m ago
There is an assumption here that the value in improving defenses is the same as improving offensive weapons. That is not the case in the assymetry that drones provide and Russia is the first example.

Russia has not been able to improve AA capabilities to the point where it's "safe", for any definition of the word, neither has Israel. Israel and Gulf states often tout over 90% interception rate yet it's really at the mercy of Iran to not target their most vulnerable sites. If Iran was routinely targeting desalination plants and refineries it wouldn't matter if it was 99%: one hit is all it takes. Similarly Russia cannot keep Ukraine from targeting their oil infrastructure.

Air defenses need to be 100% to prevent physical, economic and moral damage. That is an impossibility.

icegreentea2•38m ago
Air defenses do not need to be 100% effective to be... effective.

Russia cannot keep Ukraine from targeting their oil infrastructure, yet here Russia is, still fighting on. Ukraine cannot prevent Russia from targeting their energy infrastructure or apartment buildings, yet here they are, still fighting on.

If we're talking about strategic/civil air defense, then you must figure out what's tolerable to your population (and how to increase and maintain that tolerance), and then figure out all the means to reduce the incoming attacks to below that tolerance. That must include the full spectrum of offensive, counter offensive, defensive, and informational options.

energy123•48m ago
Practise is good, but exhaustion is bad. Russia is getting exhausted, which is why their influence collapsed in Syria, Azerbaijan and Armenia, allowing the US to overtake those vacuums.

The US in WW2 staged their 20th century by letting others (China, South East Asia and the British/Soviets) get exhausted first. This was more an accident of geography rather than US grand strategy, but it worked all the same.

ceejayoz•21m ago
Except this looks likely to exhaust the US/Israel alliance, if it continues long, leaving China in the "US in/after WWII" spot in the analogy.
roysting•21m ago
There is no amount of math that can make up for the lopsided dynamic of hypersonic missiles. The only reason the “iron/gold dome” con job was even plausible to plunder trillions in U.S. Monopoly money was because missiles were crude, slow, and not MIRVed or had decoys at one time. That was a long time ago though.

MIT Prof. Emeritus, Theodore Postol, has been trying to warn about this basic, mathematically proved fraud for many years now. However between the indifference because the party was still in high swing and the plundering was making people rich who could pay professional lobbyists/liars, very few people were paying attention or really cared, even though it’s clear fraud and just a false confidence; as is the objective of a con job, which comes from “confidence trick”.

There are several lectures he gives and more recent appearances on various YouTube channels where he clearly describes the inherent fraud in “missile defense”.

Here’s the synopsis; it’s like trying to prevent sand from hitting you once someone has thrown a fist full of dry sand at you.

It’s basically just the end game in a long history of American snake oil salesmen turned missile defense salesmen. You get useless junk, they run off with your wealth.

p00dles•55m ago
who is our/us?
renewiltord•46m ago
Veterancy is more valuable. Observers can tell only a certain amount about what you can do, but you know your limits much more deeply and you can adapt. In fact, it's much better we get our nose bloodied repeatedly now¹ so that we learn how fallible we are and make sure our processes involve aircraft carriers not being put out of commission during wars because of dryer lint fires.

¹ in a military sense; in a geopolitical sense obviously it's clear that Iran has been a misadventure

DivingForGold•44m ago
Did I miss this ? Missing from the discussion is that Iran's cluster munitions in each single missle have absolutely overwhelmed Israels defense and would likely do the same to US military as well. Also to consider, Iran's $20,000 drones versus our $1 million dollar interceptors.
wavefunction•39m ago
You could counter multipayload missiles by hitting the missile earlier in its trajectory before the payloads deploy, that was the plan for MIRV nukes but it requires usually forward interceptors or perhaps energy weapons we don't yet have.
maratc•36m ago
Cluster munitions are great against infantry in open field; less so against population centres equipped with advance warning systems. As it stands, they fail to even cause the damage worth offsetting by firing interceptors. The damage these inflict on Israel is not unsustainable, and they don't do much to create deterrence.

Given a choice of conventional 500-800 kg warhead or cluster munitions warhead, I think that the nations in the current conflict would prefer being on the receiving end of cluster munitions (as a less bad option) every time.

baxtr•43m ago
While this is true it's also impossible to avoid.

So you could also argue that this war will help the US to gain experience it didn't have before which might be favorable in future conflicts with parties that didn't have this experience.

jmyeet•38m ago
In strategic circles, this was a common thought in the 12 day war: Iran was essentially mapping and testing defenses.

As evidence of this, the US was forced to hastily move THAAD ground station radar from South Korea because Iran destroyed a bunch of them in the Gulf [1][2]. Bear in mind there aren't many of these and they cost half a billion dollars each.

Further evidence of this is how quickly it happened. Iran most likely had detailed contingencies and battle plans for this kind of event.

As an aside, this is what militaries do. They plan for things. So whenever you see some conspiracy about how government X reacted to situation Y quickly and thus had foreknowledge, you can ignore it. Military planners are paid to make up fictional situations and figure out how to respond. That's what they do.

Weapons are the ultimate export. You use them and blow them up and the customer has to come back and buy more.

[1]: https://www.theguardian.com/world/2026/mar/11/redeployment-u...

[2]: https://www.cnn.com/2026/03/05/middleeast/radar-bases-us-mis...

jandrewrogers•23m ago
> Iran destroyed a bunch of them

If by "a bunch" you mean one.

EthanHeilman•9m ago
It doesn't have to be, defender reveals everything and attacker chooses best strategy.

1. The defender could use both electronic and physical decoys, use air and sea mobile platforms that are always in motion and are difficult to track.

2. The defender can fire at decoys, to convince the attacker the decoys work when they don't.

3. The defender could mix in cheap decoy interceptor missiles that miss so the attacker concludes defenders need 10 missiles to intercept when the real number if 3 and the attacker thinks the defenders are running low on interceptors, when in fact the defenders have held most of their interceptors in reserve.

4. Defender can pretend that expensive systems have been destroyed so that attacker adapts their strategy. For instance, if your defense hinges on a small number of extremely expensive fixed X-band radars and the attacker targets them. Allow some of them to be appear to be destroyed when in fact, you have disassembled them and moved them somewhere else to use later in the war.

simonsarris•7m ago
On the other hand, the best way to improve your capabilities is to use them frequently.

The Russian army assumed a state of readiness for the Ukraine invasion that turned out to be, well, less. Their special forces floundered, their logistics were (are still!?) unpalletized - using bespoke metal containers and wooden crates! Whereas the US military learned an awful lot from its (mis)adventures over the last decades.

u_sama•1h ago
Great nerd title, the maths made me nostalgic as I haven't seen a Sigma/Pi in a few years
owenmarshall•1h ago
Two more sobering axes to introduce: cost and manufacturing capability.

Numbers are hard to find for obvious security reasons, but using the numbers most optimistic to the defender[0] suggests an adversary using a Fatah type hypersonic is spending 1/3rd the cost of an Arrow interceptor, and is launching missiles that are produced at a much faster rate. Interception is deeply asymmetric in favor of the attacker.

[0] https://www.jpost.com/israel-news/defense-news/article-82314...

jvanderbot•1h ago
Ah yes, but then you also have to add GDP + targetting/defense radii.

Great Britian alone has 10x the GDP of Iran. So an interceptor costing 10:1 is (at first approx) breakeven just for GB, who would have to intercept much less than the total manufacturing capability of Iran anyway.

Then you have every rich nation surrounding Iran as well. Let alone the USA who cannot be reached but throws their weight behind interceptions.

And finally "total manufacturing capability" is set to decline in any prolonged engagement with an Iran-like nation, but GB, western EU, USA, et al, are likely to only increase production if an engagement played out.

The math looks catastrophic on paper at 10:1, but I sincerely doubt that's the right analysis. An interceptor is worth what you're protecting, not what the attacking asset costs, so long as you can keep producing them.

Thaxll•1h ago
This is wrong, for example Iran have thousands of Shahed drones, they cost almost nothing to build, to intercept just one the ratio is way way higher that 1:10. A single patriot missile is in the multi millions $ range.
jvanderbot•1h ago
No, what I said is not wrong just because there exists other things to intercept, that just changes the ratio.

You still have to consider whether it's worth it to spend a patriot missile to intercept a drone, vs letting the drone hit, say, a billion dollar radar installation or a dozen troops.

On the manufacturing side, nobody said that all drones are intercepted with patriots. You have to look at the avg cost to intercept vs the average cost to attack, and if the ratio of those avg costs (across all attack/interceptions) is, say 100:1, and the combined GDP of the defending nations vs Iran is 1000:1, then what is the problem?

There are lower cost ways to intercept already on the market and being rolled out. See for example: https://www.defensenews.com/global/europe/2025/09/11/uk-to-p...

This whole "cost analysis of patriot vs drone" examines the worst case scenario at a fixed point in time and ignores layered defenses, the effect of combined GDP, learning, diminishing capabilities of attackers, and improvements by defenders.

lejalv•44m ago
But your analysis should also include what fraction of GDP diverted to arms (or what increase in gas price) is acceptable on either side.
wat10000•30m ago
For one thing, the entire world economy is not even close to 1000x Iran’s.
hedora•21m ago
$1M / $30 (patriot cost / drone cost) is only 33x. The US economy is about 31x larger than Iran's. So, to first order approximation, we could build enough patriots to sustainably stop their drones.

However, we haven't converted our economy to just producing Patriots. We can only produce 600 / year. Drone production rates are orders of magnitude higher than that.

As for second order effects, the interception probabilities are less than one, so in this world where we're producing a million patriots per year, tens of thousands of drones (at minimum) are hitting their targets. On top of that, the offensive drones are more easily transported + retargeted, so the patriots would need to be stationed pretty much everywhere, and their adversary chooses where the attacks actually happen.

The only winning move is not to play.

jandrewrogers•8m ago
They aren't using Patriots on Shahed drones. There are much cheaper purpose-built systems for that. While not practical everywhere, helicopter gun systems have proven effective in both the Middle East and Ukraine.

APKWS is quite popular and those cost less than the drones. A single fighter jet can carry 40. The Europeans are developing equivalent systems.

While not widely deployed yet, the US has operational laser-based anti-drone systems that have been shooting down Shahed class drone for a couple years now.

Ballistic missiles are more costly to deal with but ballistic missiles also cost much more.

orwin•54m ago
> total manufacturing capability" is set to decline in any prolonged engagement with an Iran-like nation

That was what Russia thought about Ukraine. Effectively, they needed East European tanks and munitions for the first two years, but munitions production ramped up, and now they produce more per year that what they received over two years. A resource-rich country like the Iran that is effectively fight a death war (that's the controlling party belief) can keep up a very long time. The fact that the US tried to get the Kurds and the Baloch/Sistanni involved show that they are well aware that the way out is through a permanent civil war and the country fracturation. And imho, while Kurds accepting to be betrayed by the US for the third time in less than two decade won't have any real long term impact, an independent Baluchistan can easily destabilise Pakistan. Also, that would be a third country in the area in which the Hanafi jurisprudence is pushing hard towards Deobandi/Salafi, and personally I'd rather have any Shi'a school than that.

bluGill•1h ago
There are too many potential attackers though, and not everyone is sane. So you don't really get a choice about it. The cost of the interceptors needs to be considered in relation to the cost of what it protects. If the interceptor means an attacker doesn't kill my kids then it was worth the cost. If the interceptor keeps a multi-million dollar building around then interceptor at a million dollars is still cheap, even if the missile it takes out was only $100.

Yes you should use diplomacy to ensure war doesn't happen in the first place. However if it does: they will send cheap drones and missiles at you in large quantifies.

ceejayoz•1h ago
> If the interceptor keeps a multi-million dollar building around then interceptor at a million dollars is still cheap, even if the missile it takes out was only $100.

Not if it means you can't intercept the next one hitting much a more valuable/critical building.

bluGill•1h ago
That is a trade off that hopefully you never need to consider, but it is a valid concern that does come up in the real world.
hedora•29m ago
It's not a hypothetical:

Trump started blaming Biden for the US's interceptor shortage two days into the war. Third-party military analysts say there's a high probability Iran's drone stockpile will outlast the US's first-tier interceptor stockpile.

The first-order math checks out: At the beginning of the war, we (and allies) were using 800 x $1M patriot missiles per day. The global production capacity for patriots is 600 per year, so there's no way we've have been able to maintain that cadence now that we're in week 4 of the war (the patriot program has not existed for enough decades). Now we see things like successful strikes on Israel's nuclear complex.

If the math isn't good enough, note that Trump backed down over the weekend, after Iran reiterated that they'd target civilian infrastructure if the US did so first. If we still had adequate interceptor capabilities, calling his bluff would not have worked.

wat10000•36m ago
Unfortunately, necessity doesn’t imply possibility. It could simultaneously be true that you must build interceptors to protect yourself, and that you can’t build enough.

It only makes sense to consider the cost of what’s protected if it’s actually protected. If your million-dollar interceptor protects a multi-million-dollar building from a $100 missile, and then that building is hit by a second $100 missile, was it worth it?

That’s the math that has prevented missile defenses from being deployed on a large scale despite being technologically possible for well over half a century now, and despite the fact that a single interceptor might be saving an entire city from a nuclear warhead.

An interceptor costs at least as much as what it intercepts. Take into account miss rates and the cost of defense is a multiple of the cost of offense. Add in the fact that the attacker can concentrate an attack but the defender has to defend everywhere, and multiple warheads on a single missile, and the cost of defense multiplies further.

If defense costs 10x more than offense (a conservative estimate, I’d say) then that means you need to dedicate 10x of your economic capacity to it than your attacker does. If your attacker dedicates more than 10% of what you can put into defense, you lose. Defense can work, but it needs to be against a far weaker enemy. Thats why the most prominent example is Israel defending against neighboring non-state actors. Israel is wealthy enough, and the groups shooting at them are poor enough, that the math works out in the defender’s favor. Iran is a rather different story. And of course defending the US against the likes of Russia and China is a fever dream.

maratc•1h ago
That's a false comparison. You want to compare between the actual options you have, which are either (a) firing an interceptor (or several); or (b) repairing the damage caused by a non-intercepted missile.
owenmarshall•41m ago
Your first option comes with the major caveat that each interceptor you fire comes from a limited stockpile whose replacement rate[0] today isn't sufficient for even going 1:1, let alone accepting that multiple interceptors are required.

I'd say the real options in the near term when faced with an inbound missile is a) deciding to deplete your stockpile of interceptors with an incredibly limited replenishment rate; or b) risking a hit to a lower-value target.

Could the US go to a war economy footing and scale production? _Maybe_? I'm not entirely convinced the US can stomach the costs.

[0]: again, numbers are hard to find, but https://www.lockheedmartin.com/en-us/news/features/2026/Lock... gives a flavor of just what defenders are up against.

wat10000•34m ago
It’s far more complicated than that. The choice if often between firing an interceptor against this missile aimed at this target, or firing that interceptor against the next missile aimed at a target you can’t yet know. Because unless your production capacity far outstrips theirs, you’re going to run out first.
maratc•10m ago
Not if you (a) destroy their production capacity while they don't destroy yours; (b) you destroy their stockpiles while they don't destroy yours; and (c) you've found a bottleneck on their side (launchers) and destroy it while they fail to inflict the same damage on you.
keybored•1h ago
Sobering how asymmetric Iran’s attacks on Israel are after Israel attacked Iran.
jonaslanglotz•1h ago
Calling a Fattah hypersonic is a misleading claim. It is simply a ballistic missile that reaches hypersonic speeds, which is different from a true hypersonic weapon in its flight path and ability to maneuver. This distinction is important because it makes it significantly easier to shoot down than something like a hypersonic glide vehicle or hypersonic cruise missile.

But I agree with your point that it does remain difficult to intercept and poses the shot-exchange problem.

Gravityloss•42m ago
Depends on the school. https://www.reddit.com/r/NonCredibleDefense/comments/1at8gj4...
nerfbatplz•41m ago
There's videos from Israel showing Iranian missiles performing AD evading maneuvers that western media was saying was impossible a few months ago.
hedora•45m ago
Currently, we're using $1M interceptors to take out $30K drones. This asymmetry is here to stay.

The end game probably involves < $1000 autonomous drones that target IR or RF and drop something like hand grenades. On the defense side, there would similarly-priced interceptors with bolas, backed up with sharp-shooters for important targets.

At that point, it turns into a logistics problem that's much easier for the attacker than the defender. Iran's already demonstrated that one successful drone can do $100B-1T in damages, so a hit rate of 0.1% means a 1:100K cost:damage ratio.

owenmarshall•13m ago
This leans towards my belief that the US is fundamentally fighting last century's war against adversaries that have _massively_ evolved.

Look at the Ukranians: they are currently fielding an entire suite of counter-drone tech: fast pursuit systems to hit Russian drones on launch, cheap FPV drones for last-mile intercept, integrated radar/acoustic monitoring to target and respond to launches... and of course, the Russians are responding with IR floodlights and air to air launchers on their drones, or even just launching a bunch of cheap foam decoy Gerbera's in the middle of their Shahed's to soak up intercepts. Meanwhile, the front lines are basically static -- any infantry from either side that tries to go into the kill box gets picked off by loitering drones.

And the best the US can field today is "$1mm per Patriot" or "cover a tiny area with Land Phalanx (which also costs something like $4k/second burst)".

energy123•43m ago
The best missile defense is offsense: degrading the launchers, stockpiles and defense industrial base, with cheap stand-in munitions after SEAD, leveraging air and intelligence superiority. Expensive interceptors are only a stop-gap that buys you time for the offensive degradation. Expensive stand-off munitions, likewise, are a short-term stopgap until SEAD is complete.
hedora•14m ago
Offense doesn't work at scale.

As the cost of drones goes to zero, the expected damage you take is roughly proportional to how much you have to lose. This means larger / richer economies cannot win these sorts of wars. To see what I mean, check out this desalination plant map:

https://www.theguardian.com/world/2026/mar/23/iran-threat-to...

It doesn't help if your commander in chief is incompetent and your invasion strategy involves treating desalination plants as legitimate military targets.

Of course, blowing up desalination plants in the middle east don't hurt the US all that much, but blowing up industrial supply chains does. We're something like 4 days away from a global chip manufacturing industry shut down (barring some logistic miracle, since we recently sold off our strategic helium reserves).

energy123•7m ago
It's heavily dependent on geography. Iran is geographically "lucky" it's positioned near the Strait of Hormuz and near the oil facilities of multiple Gulf states, allowing it to exert extreme asymmetric pressure through a small amount of drones etc. Most states can't replicate that luck. Good luck to South Africa if they ever decide to wage a similar war. Strategic depth also largely nullifies the role of one-way attack drones in combat, but it doesn't nullify the role of fighters and bombers who can exploit that range. I'm not discounting drones, they're highly important in many geographies, as Ukraine is showing, but I don't buy into this conventional wisdom online that they're the pinnacle in every situation.
srean•1h ago
Game theory would be useful for these kinds of modeling.

Perhaps the government should have and advisory body that employs the smartest mathematicians for running these scenarios. Of course a lot of randomness needs to be modeled too. Wonder what would be a good name for such a body :)

Paradoxically, if anyone leaks unpalatable information from the inside that would be a problem for the government.

https://en.wikipedia.org/wiki/Daniel_Ellsberg

https://en.wikipedia.org/wiki/Ellsberg_paradox

https://en.wikipedia.org/wiki/RAND_Corporation

quotemstr•1h ago
The sole mention of directed energy:

> Directed energy has been proposed as a cost-effective alternative, but introduces its own scheduling constraints — dwell time, platform coverage, atmospheric degradation — with similar scaling issues

The author is doing the thing where a writer tries to bamboozle the reader into a conclusion without having to prove it by overwhelming the reader with nouns. Life is too short for shitty gosh gallops.

myrmidon•57m ago
You are basically complaining that the article is not about a your preferred, different topic.

Directed energy defense does not really compete with a system like GMD at all, because the range is extremely limited by comparison.

The US might be able to justify throwing a few billion at a few dozens of ICBM interceptors stationed in a handful of sites, but protecting every potential target (city, military base) with some kind of laser array is obviously unrealistic.

tonnydourado•42m ago
Gotta say, did not know direct energy weapons were actually leaving science fiction and entering the real world yet, but it seems they're. It's obviously not star trek level, but it's way more advanced than I expected
femiagbabiaka•1h ago
could use some investigation of the ukranians techniques -- the number of interceptors the U.S. used within the first four days of the war eclipsed the total amount Ukranians have had for the war
OrangePilled•40m ago
"Lessons US and Gulf could learn from Ukraine’s air defence warriors"

https://www.thetimes.com/world/russia-ukraine-war/article/us...

"Ukraine’s low-cost Shahed killers draw US and Gulf interest, but a wartime ban blocks sales"

https://apnews.com/article/iran-ukraine-shahed-russia-drone-...

"Ukraine Helps U.S. Bases in the Mideast With Stopping Drones"

https://www.nytimes.com/2026/03/09/world/middleeast/ukraine-...

"Ukraine deploys units to five Middle East countries to intercept drones"

https://www.reuters.com/world/europe/ukraine-deploys-units-i...

energy123•1h ago
What is the steady state? Assume you have two competent superpowers, both researching missile offense and defense, over the next 1000 years. What are the asymptotics of the interception rate from 0 to 1000?
bob1029•47m ago
The steady state would look like a sinusoidal signal. This is more of a cycle than a hill climbing thing.
energy123•42m ago
Are you sure there isn't a structural advantage to either offense or defense that will reveal itself with more iterations, and we won't converge to either 0% or 100%?
adampunk•25m ago
https://en.wikipedia.org/wiki/The_bomber_will_always_get_thr...

That’s the steady state. Interceptors are expensive; missiles are (relatively) cheap. There’s no sine wave or cat and mouse game. If you’re trying to defend against a peer, missile defense loses.

energy123•21m ago
I'm talking about interception probability, not the relative cost. I get that interceptors will probably be more expensive indefinitely (unless we start putting lasers into orbit to get around atmosphere, or something unexpected like that).
adampunk•16m ago
Well there the cost plays a part! It’s not independent. If I can build 1000 missiles for every 1 interceptor, the probability of interception hardly matters.

This actually was why we planned to put lasers in space: the economics of one nuclear-pumped laser reflected through Unobtanium were better than any other interceptor. And even that if the effect worked (it didn’t, they could not prove lasing and fired an engineer who blew the whistle on that), the system could be defeated by a staggered salvo.

jmyeet•1h ago
Pardon the pun but this is an arms race and the defenders are going to lose. There are broadly five classes of missiles (one isn't a missile per se):

1. Ballistic. These are traditional rockets, basically. While rockets are designed to reach orbit or leave the Earth, a ballistic missile basically goes straight up and comes down. The higher it goes, the further away it can get because of the ballistic trajectory and the rotation of the Earth.

Ballistic missiles are most vulnerable in the boost phase ie when they're just launched. Since you have little to no warning of that, that's not really helpful.

But one weakness of ballistic missiles is you pretty much know the target within a fairly narrow range as soon as they launch. That's the point of early-warning radar: to determine if a launch is a threat so defenses can be prepared.

Attackers can confuse or defeat defenses in multiple ways such as making small course corrections on approach, splitting into multiple warheads, using decoys for some of these warheads, deploying anti-radar or anti-heat seeking defenses at key points and breaking into many small munitions, sometimes called cluster munitions on the news but traditionally that's not what a cluster bomb is or was. In more sophisticated launch vehicles, the multiple warheads can be independently targeted. These are called MIRVs (multiple independently targetable reentry vehicles).

Economicallky, depending on range and capability, a ballistic missile might cost anywhere from $100k+ to $10M+.

2. Rockets. Militarily this is different to a rocket in a civilian context. It's not much different to a hobby rocket, actually. Often these are "dumb" but some have sensors and guidance capability or might be heat-seeking.

These tend to be incredibly cheap to produce and not terribly accurate but that's not really the point. The point is they're cheap and easy to produce and the interceptors are much more expensive.

3. Cruise missiles. Rather than a ballistic trajectory, these have more sophisticated guidance and travel much closer to the ground, usually to avoid radar. The Tomahawk missile is a prime example of this. These tend to be relatively expensive and much slower than ballistic missiles.

4. Hypersonic missiles. This is a relatively new invention that's kind of like a cruise-ballistic hybrid. It flies in the atmosphere for part or all of the time and, unlike cruise missiles, will fly faster than the speed of sound, usually significantly so (eg Mach 4-10). Such high speed makes interception near-impossible currently.

The big advantage of a hypersonic missile is that it has the speed of a ballistic missiles without the predictability of the target area. Plus it can be retargeted in-flight.

5. Drones (honorable mention). Not technically a missile but they fit in this space regardless. This is basically a scaled up commercial drone with an explosive payload. These are significantly slower than cruise missiles or rockets but can be live-targeted, re-targeted and have a variety of types ranging from dropping hand grenades from a height (eg as has happened in Ukraine) to suicide-type drones that explode on impact.

Drones are typically so slow that you could shoot them down with an shotgun in some cases. But they're incredibly cheap and easy to produce.

sgtsteaks•22m ago
You cannot shoot a drone down with a shotgun. The range on a shotgun is nothing.

Do you know that it actually fires bb's out in a cone shape? If you aim a shotgun up in the air, you are not taking out any drones.

Look up the video of the drone hitting the hotel in Bahrain to get an idea of the speed and altitude.

captainswirly•39m ago
This is rocket defense, not missile defense.

Pretty much nothing can stop those ICBMs - those aren't rockets.

If you dig deeper than mainstream news - Iran is lighting Israel up with those ICBMs, but they don't use them too often.

nerfbatplz•35m ago
Technically Iran fires SRBMs and MRBMs not ICBMs. They intentionally gimp their missiles to avoid advertising ICBM range as a way of placating Europe.
captainswirly•31m ago
Cope harder. I saw the videos that Israel tried to ban.

Whatever you want to call them, they are "hypersonic" traveling over 15k mph.

They definitely look fast too in the videos where they smash into Israeli housing destroying everything in an instant.

vaporwario•35m ago
Not sure if it applies exactly but this discussion brings to mind this saying...

"The loser of a knife fight dies in the street. The winner dies in the hospital."

koakuma-chan•32m ago
Why does a ground based interceptor cost $75M? High idiot index?
fisherwoman•32m ago
Those rockets are lobbed in high arcs and glow in the sky then slowly fall down - they are so slow they almost look like flares.

Your so-called missile defense does nothing at all against a real missile like Iran's supersonic ICBMs which can exceed 24,000+ km/h.

sgtsteaks•25m ago
What are you gonna do when Iran destroys the missile defense system itself, oops already happened
contravariant•15m ago
> Note that a more complete model would multiply each term by P(track)_j — the common-mode detection-tracking-classification factor developed in the previous section — but the standard WTA formulation assumes perfect tracking.

I'm not sure that is a useful model, or more complete. I don't think you can assign interceptors to undetected missiles, so considering their effect on the value is rather pointless. It's effectively a sunk cost.

Multiplying with the probability also makes no sense from an optimisation point of view. Why would you assign lower value to a target about to be hit simply because you were unlikely to detect the missile?

The tracking probability only shows up in the meta game described at the end, where one side is trying to optimise their ability to hit valuable targets and the other is trying to optimise their ability to prevent that from happening.

maxglute•12m ago
>Hence, for one warhead, a defender can launch 4 interceptors and have a 96% chance of successfully intercepting the incoming warhead. >Unfortunately, those numbers are optimistic.

This part worth stressing, ceiling for more performant missiles, i.e. faster, terminal maneuvering, decoys are geometrically harder to intercept. Past mach ~10 terminal and functionally impossible because intercept kinematics will break interceptor airframes apart.

AFAIK there hasn't been tests (i.e. FTM series) done on anything but staged/choreographed "icbm representative" targets. Iran arsenal charitably pretty shit, including high end. Hypothetical high end missile with 10%-20% single shot probability of kill requires 20-40 interceptors for 98% confidence, before decoys, i.e. 40x6=240 interceptors for 1 missile with 5 credible decoys.

The math / economics breaks HARD with offensive missile improvements.

Voultapher•6m ago
Lasers. No really, near-future laser systems with adaptive optics and good spotting - for example distributed SAR satellites - dramatically shift that balance [0].

[0] https://toughsf.blogspot.com/2025/05/the-laser-revolution-pa...

jcul•11m ago
Really interesting.

Forgive my ignorance, but I thought Israel's "iron dome" offered a very effective defense.

Is this just from short distance missiles from neighbouring countries?

This article seems to indicate it's very difficult to achieve a high success rate against multiple missiles.

Admittedly I probably need to read up on this more.

EGreg•10m ago
What happened to Iron Beam / lasers and those vaunted "space lasers" dubbed "star wars"?
hedora•4m ago
Apparently, Iron Beam still exists (or at least was demoed in 2024).

Originally, the lasers were going to be mobile, but now they have to be stationary, so it will work like the game Missile Command, except you have unlimited ammo, but no concurrent shots, and the missiles can't be rotating (like a rifled bullet would).

That's much more feasible-sounding that I'd assumed (coming from low expectations).

https://en.wikipedia.org/wiki/Iron_Beam