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University of Texas-led team solves a big problem for fusion energy

https://news.utexas.edu/2025/05/05/university-of-texas-led-team-solves-a-big-problem-for-fusion-energy/
167•signa11•6h ago

Comments

perihelions•6h ago
https://arxiv.org/abs/2410.02175v2
RhysU•5h ago
> We report on a data-driven method for learning a nonperturbative guiding center model from full-orbit particle simulation data.

> Then we describe a data-driven method for learning from a dataset of full-orbit α-particle trajectories. We apply this method to the α-particle dynamics shown in Fig. 1 and find the learned non-perturbative guiding center model significantly outperforms the standard guiding center expansion. Our proposed method for learning applies on a per-magnetic field basis; changing requires re-training.

Is this interpolation at its heart? A variable transformation then a data fit?

Anyone know which functionals of these orbits are important? I don't know the space. I am wondering why the orbits with such nuance should be materially important when accessed via lower-order models.

xyst•5h ago
Is there a collective repository on breakthroughs in energy generation by fusion? Sure, this team solves one "big" problem. But hints there are a plethora of other problems (or technology limitations) in this field.
DennisP•5h ago
Part of the excitement these days is that the general march of technology has removed a lot of those technology limitations, due to advances in superconductors, lasers, supercomputers, fast high-power electronics, etc. (Superconductors and computers would be the ones relevant to stellarators, of course.)
tiahura•5h ago
How is that different than the excitement 30 years ago?
lupusreal•5h ago
Even with all of these advancements I don't see how you get around fusion reactors still being more complicated and expensive to build as fission reactors, and just as radioactive due to the huge amounts of neutron radiation the "easiest" kinds of fusion produce.
gnfargbl•4h ago
The difference is that waste from neutron activation is "just" an engineering problem which might have an engineering solution (we hope).

Waste in the form of long-lived nuclear fission products is fundamentally an unsolvable issue. Transmutation has been proposed but isn't really practicable, shooting it into the sun isn't really an option either, so the only choice is to confine it for geological timescales somehow.

Both options are really much better, in my opinion, than pumping more carbon dioxide into our biosphere.

pfdietz•4h ago
> "just" an engineering problem

This is a major fallacy that makes people think DT fusion is more promising than it actually is.

Engineering problems are perfectly capable of killing a technology. After all, fission after 1942 was "just an engineering problem". And DT fusion faces very serious engineering problems.

I include cost issues as engineering problems, as engineering cannot be divorced from economic considerations. Engineering involves cost optimization.

lupusreal•2h ago
True. Launch loops are "just" an engineering problem which could be built with known materials but in reality the engineering problems are so huge it's hardly any better than space elevators which call for undiscovered materials.

You also have the associated economic problems; the up-front cost of a launch loop would be so huge that you could never convince anybody to build it instead of using rockets. Fusion has the same problem; even if you can design a fusion power plant that produces net power, it needs to produce net power by a massive margin to have any chance of being economically competitive with fission let alone solar.

Sevii•2h ago
Storing fission waste products is a solved problem. You can either reprocess them as is done in France. Or you can store them forever. Neither approach is difficult or poorly understood. We can store an infinite amount of fission waste products in the ocean, underground or in the mantle.
lupusreal•2h ago
Nuclear waste isn't an engineering problem at all, it's a social problem. Objectively, dropping it all into a deep ocean crevice is utterly safe and effective but you'll never get the ignorant public who go off feelings to buy into it.

Fusion is only better insofar as the public don't yet understand how radioactive the reactor will become, but counting on that ignorance is a bad long term strategy.

roflmaostc•4h ago
And fusion reactors cannot end up like a Chernobyl disaster. That's a huge safety plus and one of the major concerns many countries are phasing out fission reactors.
RetroTechie•3h ago
Safe (!) fission reactors are simple? Ok.

Never mind what's required to deal with the fuel & waste products.

lupusreal•2h ago
They're a hell of a lot simpler than fusion reactors.
tiahura•5h ago
Is this a variation of the Fleischmann-Pons method?
gnfargbl•4h ago
No, this has absolutely nothing to do with so-called "cold" fusion. Cold fusion was a hypothetical type of room-temperature nuclear fusion. It was reported in 1989 but not successfully replicated. It can't possibly work because of the Coulomb repulsion between nuclei is far too strong for them to come into contact at our everyday energy levels.

This work is related to actual genuine nuclear fusion, the kind that occurs at energy scales sufficient to overcome that Coulomb barrier. At those energy scales it becomes very hard to manage the plasma in which fusion occurs. This is a claimed advance in plasma management.

pfdietz•4h ago
Ordinary fusion doesn't overcome the Coulomb barrier either. In a purely classical sense, fusion wouldn't happen, since the thermal energies are well below the height of the Coulomb barrier.

What happens is that thermal energies get high enough that the nuclei get close enough to have a significant rate of tunneling through the barrier. It's a quantum mechanical effect.

There is a nonzero rate of tunneling through the barrier even at room temperature -- just extremely low, far lower than putative cold fusion claims.

Sniffnoy•4h ago
> It can't possibly work because of the Coulomb repulsion between nuclei is far too strong for them to come into contact at our everyday energy levels.

Worth noting that (while obviously not what is normally meant by "cold fusion") muon-catalyzed fusion is possible and is cold, so the above statement can't be quite right.

gnfargbl•3h ago
Technically correct, yes, but muonic atoms have a lifetime on the order of microseconds. They aren't really relevant to the everyday-scale physics I was discussing.

There is however Lattice Confinement Fusion [1] which claims to overcome the Coulomb barrier through some kind of "screening" from the electron cloud in the lattice. That seems more like it would work on at everyday scales, though I don't understand it nearly enough to offer any opinion on viability.

[1] https://www1.grc.nasa.gov/space/science/lattice-confinement-...

bell-cot•3h ago
True...but without an extremely cheap source of muons (half-life: 2 microseconds), muon-catalyzed fusion will forever be condemned to "in theory, you could..." purgatory.
scythe•5h ago
It is a little jarring to hear "data-driven" and "nonperturbative" in the same sentence. It sounds a little bit like saying you designed a boat with a better lift-to-drag ratio. "Wait, is it a boat or a plane?". So, I opened the paper fully expecting to not understand anything, and I was pleasantly surprised.

> First we deduce formally-exact non-perturbative guiding center equations of motion assuming a hidden symmetry with associated conserved quantity J. We refer to J as the non-perturbative adiabatic invariant.

Simply: this is not just some kind of unsupervised ML black-box magic. There is a formal mathematical solution to something, but it has a certain gap, namely precisely what quantity is conserved and how to calculate it.

> Then we describe a data-driven method for learning J from a dataset of full-orbit α-particle trajectories. [...] Our proposed method for learning J applies on a per-magnetic field basis; changing B requires re-training. This makes it well-suited to stellarator design assessment tasks, such as α-loss fraction uncertainty quantification.

With the formal simplification of the dynamics in hand, the researchers believe that a trained model can then give a useful approximation of the invariant, which allows the formal model, with its unknown parameters now filled in, to be used to model the dynamics.

In a crude way, I think I have a napkin-level sketch of what they're doing here. Suppose we are modeling a projectile, and we know nothing of kinematics. They have determined that the projectile has a parabolic trajectory (the formal part) and then they are using data analysis to find the g coefficient that represents gravitational acceleration (the data-driven part). Obviously, you would never need machine learning in such a very simple case as I have described, but I think it approximates the main idea.

ChrisMarshallNY•4h ago
One of the nice things about LLMs/ML, is that they can pound away at something for a billion cycles, and do exactly the same things that you or I would do.

for _ in 0..<1000000000000 { do_something_complicated() }

kjkjadksj•2h ago
Isn’t that one of the nice things of computers in general not a feature of llm?
ChrisMarshallNY•2h ago
The difference is the complexity of the repeated task
elcritch•33m ago
Often in physics the equations are already known or can be derived. However, taking a formula, generally a PDE, and solving it efficiently is the real trick. Also as you point out, formulating the equation in terms of core invariants you wish to hold, plays an important part.

Finding simplified easy to solve solutions and using them to estimate solutions and using adjustments to get closer to the real solution is a baselime technique. That's the core of the pertubative approach in physics which uses : https://en.wikipedia.org/wiki/Perturbation_theory#:~:text=Pe...

However, now it's possible to train AI models to learn much more complex approximations that allow them to run much quicker and more accurately. A prime example is DeepMinds AlphaFold, IMHO.

I haven't read up on the research to much, but I'd place firm bets that AI models will be critical in controlling any viable fusion technology.

red75prime•5h ago
> high-energy electrons that can punch a hole in the surrounding walls.

What does it mean? Beta radiation can cause structural damage? Is it really a problem?

regularfry•4h ago
The electrons are high enough energy that they can damage the wall, yes. But also they're simply a route for energy loss from the plasma that you don't want. E.g. https://www.nature.com/articles/s41598-023-48672-7
jmyeet•4h ago
Yes. It's a significant problem for two reasons:

1. High energy particles destroy the container. Alpha particles, which are just Helium nuclei, are quite small and can in between metal atoms. Neutrons too. High energy electrons too; and

2. It's an energy loss for the system to lose particles this way.

Magnetic confinement works for alpha and beta particles because they're electrically charged. Neutrons are a far bigger problem, such that you have fun phrases like "neutron embrittlement".

chiffre01•4h ago
TLDR for the paper and article:

The paper introduces a new, data-driven method for simulating particle motion in fusion devices that is much more accurate than traditional models, especially for fast particles, and could significantly improve fusion reactor design.

nk8620•4h ago
Is that what the paper is about? I thought there was some heavy physics breakthrough. I wanted to read the paper, but given this TLDR, I'm having second thoughts. I'll probably just use an LLM instead now.
jmyeet•4h ago
I remain skeptical that fusion will ever be a commercially viable energy source. I'd love to be wrong.

The engineering challenges are so massive that even if they can be solved, which is far from certain, at what cost? With a dense high-energy plasma, you're dealing with a turbulent fluid where any imperfection in your magnetic confinement will likely dmaage the container.

People get caught up on cheap or free fuel and the fact that stars do this. The fuel cost is irrelevant if the capital cost of a plant is billions and billions of dollars. That has to be amortized over the life of the plant. Producing 1GW of power for $100 billion (made up numbers) is not commercially viable.

And stars solve the confinement problem with gravity and by being really, really large.

Neutron loss remains one of the biggest problems. Not only does this damage the container (ie "neutron embrittlement") but it's a significant energy loss for the system and so-called aneutronic fusion tends to rely on rare fuels like Helium-3.

And all of this to heat water to create steam and turn a turbine.

I see solar as the future. No moving parts. The only form of direct power generation. Cheap and getting cheaper and there are solutions to no power generation at night (eg batteries, long-distance power transmission).

lordfrito•4h ago
No one wants to acknowledge that the economics will likely never work out for the reasons you mentioned. Too much maintenance -- and very expensive maintenance at that. It's far cheaper cost per watt to build a traditional fission reactor and run/maintain that.

Another reason is that ̶t̶r̶a̶n̶s̶m̶i̶s̶s̶i̶o̶n̶ distribution costs are half of your energy bill... so even if you could theoretically get fusion energy generation for "free" (which is impossible) you've still only cut your power bill in half.

Edit: I meant to say distribution costs not transmission. Looking at last months bill I paid $66.60 to deliver $51.76 of energy (about 56% of my total bill was delivery). The raw distribution charge was $49.32 or 42% of the bill. I'm not alone in these numbers, but your mileage may vary.

cmrdporcupine•3h ago
And the transmission costs argument is precisely why we'd likely be better off solving the problem of distributing power production across a more decentralized grid with a lot of wind and solar and battery all over the place
bell-cot•3h ago
Problem: the capital & maintenance costs of the grid vary very little with its utilization %.

So if you build loads of wind & solar & battery all over - either (1) you've got to build so much battery capacity, all over, that you'll never need the grid, or (2) you've still got to build the grid to get you through occasional "calm & dark" periods.

Either way, you're looking at vastly higher capital expenses.

markvdb•15m ago
Not necessarily. A slightly different approach might become lower TCO in the medium term:

- moderately overbuild solar

- batteries for short term storage

- natural gas for seasonal storage

WillAdams•3h ago
Excellent points.

One wonders if this is why Lockheed-Martin dropped their effort:

https://www.lockheedmartin.com/en-us/products/compact-fusion...

(that page is still up, but news reporting indicates it has been dropped)

jmyeet•3h ago
Transmission is a really interesting problem that creates all kinds of distortions.

Say a house uses 10,000kWh per year at $0.10/kWH so $1000/year electrcitiy bill. Now say you get a solar system that produces 5,000kWh per year, focused in the summer months (where your power bill tends to be higher anyway). You may even export some of that power back to the grid. Have you cut your power bill in half? No. It's probably down ~20-25%.

Why? Because regardless of how much power you use (within limits) you still need a connection to the power grid and that needs to be maintained. You'll often even see this on the electricity bill: fixed charges like "access charge" per month.

We benefit from being on a connected grid. Your own power generation might be insufficient or need maintenance. It's inefficient if everyone is storing their own power. So it's unclaer what the future of the power grid is. Should there be large grids, small grids or no grid?

VagabundoP•3h ago
There also resilience. Having small to medium local storage increases the stability of the grid.

Renewables and something like Iron-Salt battery containers, would be pretty efficient over all. Easy to roll-out, very safe.

We'll still need some sort of base load somewhere and backup to restart everything obviously. But the big giant power plants (with the huge capital costs, delays and NIMBY headaches) might become less necessary.

robertlagrant•2h ago
> the summer months (where your power bill tends to be higher anyway)

This depends on where you live!

rixed•2h ago
> transmission costs are half of your energy bill

Wait, what?

Wikipedia[0] seems to disagree:

> Long-distance transmission (hundreds of kilometers) is cheap and efficient, with costs of US$0.005–0.02 per kWh, compared to annual averaged large producer costs of US$0.01–0.025 per kWh

Do you maybe mean that half electrical energy dissipate between production plant and consummer? But that figure seems quite large compared to what I can find online, and this would not be a problem with "free fusion".

Care to explain?

[0]: https://en.wikipedia.org/wiki/Electric_power_transmission

entropicdrifter•2h ago
Where I live I pay about $0.09 per kWh for generation and about that much for transmission as well. I think that's what they're referring to, the literal bill they get from their current provider.
lordfrito•2h ago
I meant to say distribution costs not transmission. Looking at last months bill I paid $66.60 to deliver $51.76 of energy (about 56% of my total bill was delivery). The raw distribution charge alone was $49.32 or 42% of the bill. I'm not alone in these numbers, but your mileage may vary.

My point is that the infrastructure related to the delivery of energy to a physical location is a non trivial part of an energy bill, and that this part doesn't go away magically because "fusion".

bell-cot•38s ago
Long-distance transmission, of huge quantities of electrical energy, IS very efficient.

Distributing tiny fractions of all that energy to each of millions of individual residences, then maintaining all the short/complex/low-capacity wiring needed to do that - that part ain't the least bit efficient.

bryanlarsen•4h ago
We're at a point where even "free hot water" is not competitive with solar for power generation. It costs more to build a 1GW coal power plant than it does to build a 3GW solar power plant (the 3X is capacity factor compensation). And most of the cost of that coal power plant is the steam turbine and its infrastructure.

We're not at that point yet with natural gas because a combined cycle turbine is more efficient than a steam turbine.

nothercastle•3h ago
People really don’t understand how huge that is. There is no way to make the math on nuclear or fusion work when the power extraction portion of the plant costs more than solar even if you zero out the generation costs
doctorwho42•3h ago
I see this is fallacy, there are a ton of industrial processes that use a ton of power just to produce heat. A great early use case for fusion will directly use the heat for these industrial processes. For example, aluminum requires ~14-17MWh to produce 1 ton... If you use the heat directly you reduce your processes inefficiency by removing the conversions: heat to steam to electric to heat.

Yeah, next 50 years you might not see coal/nat gas being replaced by fusion. But you will see fusion displacing chunks of what those powerplants will be powering

nothercastle•3h ago
To take advantage of this you would need to build an integrated power/manufacturing hub. The project would be extremely expensive and difficult to finance in places that don’t have strong central planning.
hwillis•2h ago
> A great early use case for fusion will directly use the heat for these industrial processes.

There is no chance that early fusion plants will be small enough to justify building them in the same building as a factory. They will start large.

> For example, aluminum requires ~14-17MWh to produce 1 ton

The Hall–Héroult process runs at 950 C, just below the melting point of copper. It is close to twice the temperature of steam entering the turbines. It is not something that can be piped around casually- as a gas it will always be at very high pressure because lowering the pressure cools it down. Molten salt or similar is required to transport that much heat as a liquid. Every pipe glows orange. Any industrial process will effectively be a part of the power plant because of how difficult it is to transport that heat away.

Also NB that the Hall–Héroult process is for creating aluminum from ore, and recycling aluminum is the primary way we make aluminum.

o1inventor•46m ago
> Every pipe glows orange. Any industrial process will effectively be a part of the power plant because of how difficult it is to transport that heat away.

Industrial parks centered around power plants might become a thing in the future, being looked at as essential infrastructure investment.

Heat transport could be seen as an entire sub-industry unto itself, adding efficiency and cost-savings for conglamorates that choose to partner with companies that invest in and build power plants.

megaman821•2h ago
Agreed, fusion is a cool physics problem for now. In the far futrue, if it can scale down, it my have applications in shipping or space.
chasil•3h ago
However, solar caused problems in Spain recently due to its lack of mechanical inertia, which brought their grid down due to frequency instability.

Fusion would use a conventional turbine with boiling water. Is this a better source of mechanical inertia than hydropower or fission?

Is there a better way to solve the problem of frequency instability?

Why is this fact downvoted? This article mentions "synthetic inertia;" what are its drawbacks?

https://www.bloomberg.com/news/articles/2025-05-09/spain-bla...

https://archive.ph/VI32e

bryanlarsen•3h ago
Solar caused problems in Spain because it was misconfigured. AC inverters are a fabulous source of power stabilization; many grids choose to install batteries and inverters for grid stabilization.
chasil•3h ago
The article mentions that largish batteries are needed for synthetic inertia, which I am guessing use A/C inverters. Spain appeared to lack sufficient batteries.

Obviously, this configuration of solar and battery banks will work more optimally when they are closer to the equator.

Will different types of power grids be required for areas further away, or is it practical to ship power long distances to far Northern/Southern areas?

bryanlarsen•3h ago
Synthetic inertia needs a large DC source. At the time of the outage, solar power was a large DC source.
belter•2h ago
Nobody knows the cause of the energy outage in Spain, Portugal and France... except the U.S. Energy Secretary Chris Wright, a chill for the oil and fracking industry.

Could you point to the outage conclusion report?

lossolo•2h ago
> It costs more to build a 1GW coal power plant than it does to build a 3GW solar power plant (the 3X is capacity factor compensation)

That “3X” figure assumes a high‐insolation region (CF ~25 %). In Central Europe, where solar CF is only ~12 %, you’d need about 5x the PV capacity to equal a 1 GW coal plant’s annual generation. How does scaling up to 5 GW of PV change the cost comparison vs a coal plant?

fakedang•2h ago
> We're at a point where even "free hot water" is not competitive with solar for power generation.

You're making the obvious mistake here of equating 1 GW solar with 1 GW of any other source with a 95-99% baseload capacity. To achieve the equivalent result, you'll need to have at least >2 GW actual solar power to equally compare the two.

Granted, in most developed places, solar still beats coal, but this is why in many developing economies with ample coal resources, it makes more sense economically to go with the coal plants.

Take any other resource, say hydel or geothermal - solar and wind quickly go down in economic efficiency terms compared to these, in most cases almost doubling or tripling in costs.

bryanlarsen•2h ago
> To achieve the equivalent result, you'll need to have at least >2 GW actual solar power to equally compare the two.

Which is why I compared 1GW of coal power to 3GW of solar power.

bee_rider•1h ago
I can’t really imagine how the person who responded to you managed to miss that, it was like the middle 1/5’th of your post. Oh well, I guess it is impossible to write a post well enough that somebody won’t jump in with a correction… right or wrong!
ryao•2h ago
Comparing solar power generation to solar hot water seems wrong to me because there is solar hot water:

https://www.energy.gov/energysaver/solar-water-heaters

I recall hearing that they are 80% efficient while photovoltaics tend to be around 20% efficient.

bryanlarsen•2h ago
We're talking about electricity generation here, not heat generation. People have tried generating electricity using solar heat, but we've stopped doing that because it's too expensive.

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

aziaziazi•1h ago
> We're talking about electricity generation here, not heat generation

As a peer post noted (without back it up but seems reasonable):

> Only 20% of our energy needs are supplied by electricity.

It is a fair viewpoint to talk about energy instead of only electricity. For exemple the current EV are build using charcoal (steel and cement for the infrastructure) and parts/final product are moved around continent with oil (ships). Same for solar panels and their underlying steel structure. Same for the road were using those EV, etc… there’s technical solutions for those, but they didn’t prove to be economically competitive yet. So I’ll happily take that 80% efficiency when we need relatively low heat : domestic and commercial AC and water heating. Those are by far the most energy intensive usage in the residential sector when there isn’t an electric vehicle and are most needs in pick time (mornings, evening at winter). We better take that +60%.

bryanlarsen•1h ago
Any low heat solution is going to have a very difficult time competing economically with heat pumps, which often have an efficiency > 300%.

The most economical solution for reducing our carbon emissions by 95% is doing these two steps in parallel:

1. Use electricity instead of fossil fuel 2. Generate electricity in carbon free manner

Yes, there are some use cases this doesn't work well at yet: steel & ocean transport are two you listed. But it does cover the 4 biggest sources of carbon emissions: ground transport, heating, electricity generation and agriculture. The big 4 are 95% of our carbon emissions.

ryao•15m ago
The Rheem heat pump for domestic hot water that I have in my home claims a maximum energy savings of 75%. That implies that at 20% efficiency out of my solar panels, the efficiency of photovoltaic panels + the heat pump is equal to the 80% efficiency of solar hot water. However, this ignores losses from DC to AC and the lines.

The photovoltaic panels have the added bonus that the energy can be used for other purposes (e.g. transport, HVAC, computers, cooking, laundry, A/V equipment) should my hot water needs be low compared to what the system is designed to produce. However, from a pure efficiency standpoint, it is unclear to me which approach is better. They seem to be a rough tie, with losses for both approaches making the real world worse than ideal conditions. I am not sure if one is better than the other in the actual real world and if anyone who knows the answer is kind enough to share it, I would find the answer enlightening.

SigmundA•1h ago
Doesn't matter that much if you have excess solar available, beyond that many who do solar also tend to go to a heat pump water heater which is 400% efficient bringing photovoltaics in line with solar hot water without running plumbing up to the roof and now that roof space can be used to power many things rather than just hot water.

https://www.energy.gov/energysaver/heat-pump-water-heaters

BurningFrog•2h ago
A 3GW solar power plant takes up a lot of land. Around 360km² of land according to my AI, FWIW.

We can live with huge land areas converted to power generation, but more space efficient alternatives will be a big improvement.

thinkcontext•2h ago
40% of US corn acreage is used for something like 10% of gasoline. This is an unfathomable amount of land. Solar yields 20x the amount of energy per acre. On top of that many are finding efficiencies of colocating solar with agricultural activities (agrivoltaics). And there's also replacing agricultural activities on marginal or water stressed land.

Conclusion, land isn't really a constraint in the US.

bee_rider•2h ago
I don’t have any reason to doubt it, but it seems like a basically easy computation to verify or for the AI to show its work.

Anyway, the area issue seems not too bad. In the US as least, we have places like the Dakotas which we could turn like 70% of into a solar farm and nobody would really notice.

triceratops•1h ago
What if you include all the parking lots and warehouses and large commercial facilities in the world too?
bryanlarsen•57m ago
Your AI is messing with you. 1MW requires ~6 acres, so a GW requires 6000. A square mile is 640 acres. Being generous, let's round up to 10 square miles. Times 3 and convert to square kilometers gives 78.
hovering_nox•3h ago
Nobody is building commercial plants any time soon; it's still in the experimental phase, with new discoveries happening almost every month.

I see it similarly to the difference between a car with a combustion engine and an electric one. Combustion engines are fully developed. We're reaching the maximum possible performance and utilisation. It's a dead end. However, with electric cars, for example, new battery development is far from over. E.g sodium batteries.

And just off the top of my head, in fusion, the discovery of better electromagnets, as happened a while back, can quadruple energy output.It's not a dead end, and writing it off would be short-sighted.

CGMthrowaway•3h ago
They are building a commercial plant right now, and it will come online in the next 10 years. https://news.mit.edu/2024/commonwealth-fusion-systems-unveil...
Lutzb•3h ago
Unless I missed something they haven’t even completed their technology demonstrator (planned for 2026). No construction has taken place in 2025.
bell-cot•3h ago
Yep.

But so long as there is a boatload of prestige and funding to be harnessed via fusion research, it'll be a Really Big Thing.

Centuries ago, an ambitious and clever alchemist could harness a fair quantity of those things via transmutation research. Vs. these days, we have repeatedly demonstrated the ability to transmute lead into gold. But somehow, there's no big talk about, or prestige in, or funding for scaling that process up to commercial viability.

jmyeet•3h ago
There are a couple of factors in play with any research, including fusion. If there's money to be had for funding then somebody will research it.

But another more nefarious factor is the nexus of fusion energy research and nuclear weapons research [1]. To build and maintain a stockpile of nuclear weapons (specificially thermonuclear weapons) you need appropriate trained nuclear energy physicists.

[1]: https://thebulletin.org/premium/2024-11/the-entanglement-of-...

AntiEgo•3h ago
The steam reactor I guess you might be describing is tokamak, which i agree will be a dead end technology.

There are interesting small fusion reactors that skip the steam step. They compress plasma magnetically, and when the fusion happens, the expanding plasma in turn expands the magnetic field, and the energy is harvested directly from the field. No steam and turbines.

Here is the video where I learned about it: https://www.youtube.com/watch?v=_bDXXWQxK38

Maybe any physicists in this thread could share insight on how feasible this is?

Your main point stands of course: this is a moonshot project, and solar works TODAY!

HarHarVeryFunny•3h ago
> With a dense high-energy plasma, you're dealing with a turbulent fluid where any imperfection in your magnetic confinement will likely dmaage the container.

This is true of Tokamak type designs based around continuous confinement, but perhaps less so with something like Helion's design which is based on magnetically firing plasma blobs at each other and achieving fusion through inertial confinement (cf NIF laser-based fusion), with repeated/pulsed operation rather rather than continuous confinement.

No doubt the containment vessel will still suffer damage, but I guess it's a matter of degree - is it still economically viable to operate or not, which I guess needs to be verified experimentally by scaling up and operating for a sufficiently long period of time. Presumably they at least believe the approach is viable or they'd not be pursuing it (and have an agreement in place with Microsoft to power one of their data centers with one of the early units).

fpoling•3h ago
There are serious theoretical objections to Helion approach so I am very sceptical to their approach. Stellarators on other hand do not have any known theoretical obstacles and avoid the problem of plasma instabilities.
HarHarVeryFunny•2h ago
What are the theoretical problems? Aren't they already achieving fusion with their test reactors, so what's the problem with scaling up and producing net energy?
hwillis•2h ago
A 12 year old achieved fusion with a test reactor he built himself: https://www.npr.org/2020/10/09/922065766/tennessee-teen-beco...
HarHarVeryFunny•1h ago
OK, and hobby rocketists have nailed a SpaceX style landing too, but so what?

Have you seen the videos of Helion's reactor - hardly a basement project. Sam Altman (OpenAI) also has personally invested hundreds of millions of dollars into Helion, presumably after some due diligence!

roarcher•37m ago
High-profile investors are not a signal that something will be successful, no matter how smart they may be in some other domain. Lots of people who should have known better invested in Theranos, too.
hwillis•2m ago
Helion's device is a toy. They have nothing that would let them scale past designs of the 70s and say a lot of very suspect things, like that they want to use worse fuel mixes and calling one of the oldest and simplest designs "new" and "unique".
hwillis•3h ago
IMO Helion should not be taken seriously: https://www.youtube.com/watch?v=3vUPhsFoniw
aeve890•3h ago
>And stars solve the confinement problem with gravity and by being really, really large.

Kinda. The main catalyst of stellar fusion is quantum tunneling. Temperature and gravity together are not enough to overcome the Coulomb barrier.

snowwrestler•1h ago
Quantum tunneling does not work differently in the core of the Sun than it does on the surface of the Earth.

So what is the difference between those two places? Temperature and pressure. In the Sun those arise from gravity. On the Earth, we need to create them mechanically.

perrygeo•3h ago
There are three main hurdles here

First, actually getting fusion to positive energy ROI. That's step zero and we're not even close.

Second, scaling the production of fusion in an safe and economical way. Given the utter economic failure of fission nuclear power (there has never been a profitable one), my priors are that the fusion advocates are vastly underestimating, if not willfully ignoring, this part.

Finally, even if we do get to "too cheap to meter" energy, what then? Limitless electricity is not the same thing as limitless stored energy. Only 20% of our energy needs are supplied by electricity. To wit, the crucial industrial processes required to build the nuclear power plant in the first place can only be accomplished with combustible carbon. A power plant cannot generate the energy to build another power plant. Please let that sink in.

We're already seeing countries with photovoltaic and wind hitting $0/kW on sunny windy days - the grid is nearly saturated for daytime load. There isn't enough demand! This makes the economic feasibility of fusion even less attractive. No one is going to make money from it.

Vanclief•2h ago
Where did you get the data that there has never been a profitable one? Not calling you out, but curious of where you are getting this data.

I would expect that there have been multiple nuclear power plants that provide a net positive return, specially on countries like France where 70% of their energy is nuclear.

Retric•2h ago
France lost an incredible amount of money on nuclear through capacity factor issues. The numbers are so bad they don’t want to admit what they are.

However a reasonable argument can be made the public benefited from externalities like lower pollution and subsidized electricity prices even if it was a money pit and much of the benefit was exported to other countries via cheap off peak prices while France was forced to import at peak rates.

amenhotep•1h ago
Regulatory burdens on fission account for negative externalities to an arguably overzealous degree, whereas fossil fuel energy has been until recently allowed to completely ignore them. Doesn't seem like a fair comparison.
Retric•41m ago
Regulatory burdens on fission result from the inherent risks and negative externalities. You’re never going to see huge long term exclusion zones with coal, but nuclear has two of them right now (Ed: Overkill though the current size may be) which also have massive government funded cleanup efforts.

So while regulations may be overkill it’s not arbitrary only hydro is really comparable but hydro also stores water and reduces flood risks most years. Fusion sill had real risks, but there’s no concern around $500+ Billion cleanup efforts.

bpfrh•1h ago
Not really in the sense that the owning company has managed to survive without the state stepping in and give them money.

Most reactors are old and in need of repair, most of these earlier than planned afaik.

There is also the bigger issue that some reactors are shut down in the summer because cooling water would leave the reactor so hot that it would be a danger to the animals living in the river.

psunavy03•2h ago
I won't dispute that fission power has enormous capital costs. But how much of its alleged "failure" has been the utter FUD that's been pushed for the past 50+ years about how we'd all be glowing if nuclear power was widespread?

I mean sure, waste disposal is a serious issue that deserves serious consideration. But fission waste contaminates a discrete area. Fossil fuels at scale cause climate change that contaminates the entire freaking planet. It's a travesty we haven't had a nuclearized grid for 20-30 years at this point.

jMyles•2h ago
Agreed.

The problem(s) of scale are not only those of scaling up, but also scaling down.

One of the best and most unsung benefits of solar is that it is profoundly easy and intuitive to build a very small (ie, vehicle- or house-sized) grid.

In an increasingly decentralized and stateless world, it makes sense to look for these qualities in an energy source.

onlyrealcuzzo•2h ago
You realize this is what people said about solar energy and nuclear energy at one point, right

And before someone chimes in and says Nuclear doesn't make sense - it made sense at plenty of times and in different places.

It doesn't make sense in Western countries that are hell bent on making it as expensive as possible, strictly to ensure it doesn't get built, so we stick on fossil fuels as long as possible.

Projectiboga•1h ago
There are multiple potential fusion reactions, duterium and tritium like in our home star The Sun is the most researched. There is also research into ones with Lithium and other left side elements. Finally the one I think has the best future is aneutronic fusion with Boron11 plus hydrogen, it gives off three alpha particles which can be converted directly to electricity. the leading model is Field Reversed Fusion. https://spectrum.ieee.org/aneutronic-fusion
snowwrestler•1h ago
> I remain skeptical that fusion will ever be a commercially viable energy source. I'd love to be wrong.

I’m also skeptical, but I think the emphasis of my skepticism is on “commercially viable” as opposed to an available energy source. That is, I think fusion development will (and should) proceed anyway.

There’s a good argument that nuclear fission is not really commercially viable in its current form. Yet it provides quite a lot of commercially available electricity. And it also powers aircraft carriers and submarines. And similar technology produces plutonium for weapons. In other words, I don’t think fission’s continued availability as a power source is a strictly commercial decision.

I think there’s a quite a lot of technology that is not directly commercially viable, like high energy physics, or the space program. But they remain popular and funded. And they throw off a lot of commercial side benefits.

The growth of solar for domestic consumer power will certainly continue and that is a good thing. But I bet we’ll have fusion too in the long run. There’s no lack of ideas for interesting things to do with extreme amounts of heat and power. For example I’m hopeful that humanity eventually figures out space propulsion powered by fusion.

o1inventor•48m ago
I wonder how much research has gone into neutron-deficient materials for shielding?

Depleted uranium is one example but that has terrible implications due to radioactive pollution that would result, disposal costs and risks, etc.

Surprised theres not more research into meta-materials and alloys that are neutron-resistant, neutron-slowing, or neutron-absorbing.

emtel•13m ago
I have no idea why you are being downvoted. The chances of a power source that _doesn't even work yet_ will out-compete one that is currently on both an exponential price decline curve and exponential capacity growth curve are pretty close to 0.
blindriver•3h ago
Can someone tell me what the likelihood of a humongous explosion from nuclear fusion could be? All these nuclear physicists dealing with enormous amounts of energy, like the LHC or China with their attempts at nuclear fusion really terrify me that it might provoke a huge reaction that will devastate the planet. Is this possible or do they have a true fail-safe in place that prevents it?
ahazred8ta•3h ago
There's nothing to 'prevent'. There's not enough energy in the hydrogen in the chamber to cause an explosion. Your high school science teacher could have explained this to you.
hwillis•2h ago
> All these nuclear physicists dealing with enormous amounts of energy, like the LHC

The LHC uses ~86 megawatts, about the same power as a 747's engine at full throttle. It's about the same as a small natural gas powered turbine. GE builds gas turbines that produce 800+ MW.

The LHC is just a controlled environment to study the kind of particle collisions that are happening all over the earth every day. We live next to a giant fusion reaction, and freak particles come in from outer space all the time. We have detected many particles with millions of times more energy than the particles in the LHC- the Oh-My-God particle had 20 million times more energy.

> Can someone tell me what the likelihood of a humongous explosion from nuclear fusion could be?

Fission self-sustains. Each reaction produces 3 neutrons that can start another reaction. It explodes because the neutrons grow like 3, 9, 27 etc.

Fusion does not. You have a number of atoms, and 2 of those atoms have to find each other to fuse. One reaction does not make any other reactions more likely. Unlike fossil fuels or fission reactions, the fuel cannot be lit. It can only burn when carefully confined. You can only build up enough flame to break the containment vessel, at which point it goes out. Since the inside of the vessel is basically a vacuum, it will implode instead of exploding.

blindriver•5m ago
Thank you for the great answer, unlike the other responser.
munchler•2h ago
> This work was supported by the U.S. Department of Energy.

Unfortunately, sentences like this are going to be way less common soon.

libraryatnight•2h ago
It's been sad reading the posts of the various people in the sciences and academics that I follow.
gosub100•1h ago
They (along with all the other giv agencies and "programs") shouldn't have wasted the money they got. They got way to comfy with abuse of taxpayer money and this is the consequence.
jpalawaga•1h ago
That's not really born out by... anything. Well, born out by people who have something to gain by privatizing the public good.
vjvjvjvjghv•1h ago
They may even have women on the team!
hdivider•41m ago
Yes indeed, what a travesty. :) Or they may study misinformation, another affront to civilization itself, because of course we know exactly how it works in this ultra-fast AI era with several competing superpowers.
hdivider•46m ago
You are typing this with software built on top of an incredibly vast technology stack which simply would not exist without federal R&D funding. May be worth remembering this fact. In the next few hours, you will almost certainly use non-digital technology essential to life which simply did not originate from commercial R&D (such as it is).

The beginning is nearly always federal R&D funding. Much of it won't work, sure, and that's fine. It's not wasted, because when it works, it creates such a massive everlasting surplus and opportunity machine that it overcomes all past failures by orders of magnitude. Such as, computers, and all they enabled over the last 100-ish years.

The myth of the lone inventor in the garage should have been updated even in the pre-WW2 era.

agumonkey•59m ago
Hopefully this will be short lived, like financial crisis. Hopefully.
KennyBlanken•15m ago
You can't just hit "pause" on this stuff.

I have at least one friend who runs a biomedical research lab.

From conversations, here is what it going on:

- incoming students and researchers have been retracting their applications because of fear of ending up in detention for having something the regime doesn't like on their phone or on social media, or having their photo snapped at a protest about something the regime doesn't like, or their research being on a subject the regime doesn't like...or even something as stupid as the letters "trans" appearing as part of a word like "transgenic." (That's actually happened.)

- the schools have had to retract offers for others because there's no money to pay their stipends or for their lab/office space

- meeting with their administrations to discuss how long their schools can float salaries for lab staff. Admin assistants, scientific support staff like lab and animal technicians, and so on.

- planning phases of the euthanization of their organism / animal models

- planning phasing of the liquidation of lab equipment (in a market being flooded with such equipment)

My friends are talking about not being able to bear making their techs or researchers mass-euthanize research animal populations (typically rodents) and doing it themselves, in tears. Many of them justify the normal 'sacrifice' of research animals because their deaths help us advance science - but in this case, it's just because some transactional dickhead can't directly draw a crayon line between their research and GDP. But it's also because it's a visceral representation of scientific progress being destroyed. All to "own the libs" (but really to give billionaires tax cuts.)

One said they are trying to figure out what to do now that their career, which they have spent two decades of 60+ hour weeks on, is basically over - what little positions are left will see hundreds if not thousands of applicants. Salaries will plunge both out of necessity and a saturated labor supply.

The damage that has been done in less than 6 months to scientific research is immesurable and the consequences will be generational.

If you don't believe me, go through your list of friends, coworkers, family, etc and see who works in research and see what they're posting on social media or talk with them.

Got any friends who work in companies that make scientific equipment, reagents, etc? They might not have a job already, or soon.

Kids get into science in part because their parents or a family member is in science. Or they see a cool show on PBS about science. All that's going away. We're going to see a precipitous drop in the number of people pursuing scientific educations and careers.

Billionaires are about to find out that it doesn't matter how much money you have if your kid has cancer and there's nobody to treat them, no drugs being researched or manufactured, no diagnostic equipment (that was in part funded by research project grants), and o on.

misja111•37m ago
Well as long as they carefully avoid phrases like climate change or energy transition, they might be able to avoid the wrath of the Trump administration.
whatshisface•41s ago
That was what the NSF director may have thought during the first 100 or so days of the administration, but he resigned because he believed that the 55% budget cut wasn't preventable through negotiation or by supporting the administration's goals.

I hacked a dating app (and how not to treat a security researcher)

https://alexschapiro.com/blog/security/vulnerability/2025/04/21/startups-need-to-take-security-seriously
285•bearsyankees•2h ago•150 comments

Embeddings Are Underrated

https://technicalwriting.dev/ml/embeddings/overview.html
259•jxmorris12•3h ago•83 comments

The Barbican

https://arslan.io/2025/05/12/barbican-estate/
182•farslan•3h ago•60 comments

RIP Usenix ATC

https://bcantrill.dtrace.org/2025/05/11/rip-usenix-atc/
62•joecobb•2h ago•10 comments

HealthBench

https://openai.com/index/healthbench/
25•mfiguiere•1h ago•9 comments

Launch HN: ParaQuery (YC X25) – GPU Accelerated Spark/SQL

59•winwang•3h ago•15 comments

A community-led fork of Organic Maps

https://www.comaps.app/news/2025-05-12/3/
222•maelito•7h ago•146 comments

Byte Latent Transformer: Patches Scale Better Than Tokens

https://arxiv.org/abs/2412.09871
23•dlojudice•2h ago•8 comments

Show HN: Airweave – Let agents search any app

https://github.com/airweave-ai/airweave
62•lennertjansen•3h ago•20 comments

Legion Health (YC S21) Is Hiring Founding Engineers to Fix Mental Health with AI

https://www.workatastartup.com/jobs/75011
1•the_danny_g•2h ago

Ruby 3.5 Feature: Namespace on read

https://bugs.ruby-lang.org/issues/21311
119•ksec•5h ago•59 comments

Demonstrably Secure Software Supply Chains with Nix

https://nixcademy.com/posts/secure-supply-chain-with-nix/
43•todsacerdoti•4h ago•9 comments

5 Steps to N-Body Simulation

https://alvinng4.github.io/grav_sim/5_steps_to_n_body_simulation/
12•dargscisyhp•2d ago•0 comments

Reviving a Modular Cargo Bike Design from the 1930s

https://www.core77.com/posts/136773/Reviving-a-Modular-Cargo-Bike-Design-from-the-1930s
77•surprisetalk•4h ago•65 comments

Why GADTs matter for performance (2015)

https://blog.janestreet.com/why-gadts-matter-for-performance/
21•hyperbrainer•2d ago•6 comments

University of Texas-led team solves a big problem for fusion energy

https://news.utexas.edu/2025/05/05/university-of-texas-led-team-solves-a-big-problem-for-fusion-energy/
167•signa11•6h ago•120 comments

Tailscale 4via6 – Connect Edge Deployments at Scale

https://tailscale.com/blog/4via6-connectivity-to-edge-devices
56•tiernano•5h ago•17 comments

Universe expected to decay in 10⁷⁸ years, much sooner than previously thought

https://phys.org/news/2025-05-universe-decay-years-sooner-previously.html
109•pseudolus•9h ago•154 comments

How to title your blog post or whatever

https://dynomight.net/titles/
10•cantaloupe•2h ago•1 comments

Spade Hardware Description Language

https://spade-lang.org/
82•spmcl•6h ago•37 comments

Show HN: CLI that spots fake GitHub stars, risky dependencies and licence traps

https://github.com/m-ahmed-elbeskeri/Starguard
59•artski•6h ago•36 comments

Continuous glucose monitors reveal variable glucose responses to the same meals

https://examine.com/research-feed/study/1jjKq1/
91•Matrixik•2d ago•54 comments

I ruined my vacation by reverse engineering WSC

https://blog.es3n1n.eu/posts/how-i-ruined-my-vacation/
311•todsacerdoti•15h ago•157 comments

Show HN: The missing inbox for GitHub pull requests

https://github.com/pvcnt/mergeable
5•pvcnt•1h ago•0 comments

The Internet 1997 – 2021

https://www.opte.org/the-internet
11•smusamashah•2h ago•1 comments

The FTC puts off enforcing its 'click-to-cancel' rule

https://www.theverge.com/news/664730/ftc-delay-click-to-cancel-rule
243•speckx•5h ago•137 comments

OpenEoX to Standardize End-of-Life (EOL) and End-of-Support (EOS) Information

https://openeox.org/
19•feldrim•3h ago•13 comments

A Typical Workday at a Japanese Hardware Tool Store [video]

https://www.youtube.com/watch?v=A98jyfB5mws
97•Erikun•2d ago•38 comments

Optimizing My Hacker News Experience

https://reorientinglife.substack.com/p/optimizing-my-hacker-news-experience
37•fiveleavesleft•4d ago•17 comments

Ash (Almquist Shell) Variants

https://www.in-ulm.de/~mascheck/various/ash/
63•thefilmore•2d ago•3 comments