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Fei-Fei Li: Spatial intelligence is the next frontier in AI [video]

https://www.youtube.com/watch?v=_PioN-CpOP0
93•sandslash•1d ago•37 comments

Writing Code Was Never the Bottleneck

https://ordep.dev/posts/writing-code-was-never-the-bottleneck
20•phire•2d ago•1 comments

Astronomers discover 3I/ATLAS – Third interstellar object to visit Solar System

https://www.abc.net.au/news/science/2025-07-03/3i-atlas-a11pl3z-interstellar-object-in-our-solar-system/105489180
105•gammarator•5h ago•54 comments

Whole-genome ancestry of an Old Kingdom Egyptian

https://www.nature.com/articles/s41586-025-09195-5
97•A_D_E_P_T•8h ago•46 comments

Trans-Taiga Road (2004)

https://www.jamesbayroad.com/ttr/index.html
101•jason_pomerleau•8h ago•41 comments

Next month, saved passwords will no longer be in Microsoft’s Authenticator app

https://www.cnet.com/tech/microsoft-will-delete-your-passwords-in-one-month-do-this-asap/
93•ColinWright•2d ago•133 comments

I scanned all of GitHub's "oops commits" for leaked secrets

https://trufflesecurity.com/blog/guest-post-how-i-scanned-all-of-github-s-oops-commits-for-leaked-secrets
134•elza_1111•2h ago•60 comments

Exploiting the IKKO Activebuds “AI powered” earbuds (2024)

https://blog.mgdproductions.com/ikko-activebuds/
505•ajdude•19h ago•190 comments

Nano-engineered thermoelectrics enable scalable, compressor-free cooling

https://www.jhuapl.edu/news/news-releases/250521-apl-thermoelectrics-enable-compressor-free-cooling
63•mcswell•2d ago•33 comments

That XOR Trick (2020)

https://florian.github.io//xor-trick/
115•hundredwatt•2d ago•60 comments

ASCIIMoon: The moon's phase live in ASCII art

https://asciimoon.com/
203•zayat•1d ago•69 comments

Gmailtail – Command-line tool to monitor Gmail messages and output them as JSON

https://github.com/c4pt0r/gmailtail
66•c4pt0r•9h ago•10 comments

There's no such thing as a tree (phylogenetically) (2021)

https://eukaryotewritesblog.com/2021/05/02/theres-no-such-thing-as-a-tree/
24•afunk•2d ago•9 comments

Demonstration of Algorithmic Quantum Speedup for an Abelian Hidden Subgroup

https://journals.aps.org/prx/abstract/10.1103/PhysRevX.15.021082
16•boilerupnc•4h ago•5 comments

Show HN: CSS generator for a high-def glass effect

https://glass3d.dev/
304•kris-kay•17h ago•86 comments

Conversations with a hit man about a notorious cold case

https://magazine.atavist.com/confessions-of-a-hit-man-larry-thompson-jim-leslie-george-dartois-louisiana-shreveport-cold-case/
59•gmays•1d ago•5 comments

Couchers is officially out of beta

https://couchers.org/blog/2025/07/01/releasing-couchers-v1
191•laurentlb•15h ago•83 comments

AI note takers are flooding Zoom calls as workers opt to skip meetings

https://www.washingtonpost.com/technology/2025/07/02/ai-note-takers-meetings-bots/
164•tysone•15h ago•183 comments

Features of D That I Love

https://bradley.chatha.dev/blog/dlang-propaganda/features-of-d-that-i-love/
135•vips7L•16h ago•112 comments

LLMs as Compilers

https://resync-games.com/blog/engineering/llms-as-compiler
28•kadhirvelm•7h ago•37 comments

Vitamin C Boosts Epidermal Growth via DNA Demethylation

https://www.jidonline.org/article/S0022-202X(25)00416-6/fulltext
88•gnabgib•12h ago•33 comments

A Higgs-Bugson in the Linux Kernel

https://blog.janestreet.com/a-higgs-bugson-in-the-linux-kernel/
117•Ne02ptzero•14h ago•13 comments

The uncertain future of coding careers and why I'm still hopeful

https://jonmagic.com/posts/the-uncertain-future-of-coding-careers-and-why-im-still-hopeful/
31•mooreds•7h ago•53 comments

Serenading Cells with Audible Sound Alters Gene Activity

https://www.scientificamerican.com/article/cells-can-hear-sounds-and-respond-genetically/
7•Bluestein•2d ago•0 comments

The Evolution of Caching Libraries in Go

https://maypok86.github.io/otter/blog/cache-evolution/
107•maypok86•3d ago•26 comments

What to build instead of AI agents

https://decodingml.substack.com/p/stop-building-ai-agents
168•giuliomagnifico•9h ago•98 comments

Websites hosting major US climate reports taken down

https://apnews.com/article/climate-change-national-assessment-nasa-white-house-057cec699caef90832d8b10f21a6ffe8
360•geox•12h ago•174 comments

Sony's Mark Cerny Has Worked on "Big Chunks of RDNA 5" with AMD

https://overclock3d.net/news/gpu-displays/sonys-mark-cerny-has-worked-on-big-chunks-of-rdna-5-with-amd/
87•ZenithExtreme•17h ago•93 comments

Gene therapy restored hearing in deaf patients

https://news.ki.se/gene-therapy-restored-hearing-in-deaf-patients
330•justacrow•18h ago•79 comments

The Zen of Quakerism (2016)

https://www.friendsjournal.org/the-zen-of-quakerism/
105•surprisetalk•3d ago•83 comments
Open in hackernews

Nano-engineered thermoelectrics enable scalable, compressor-free cooling

https://www.jhuapl.edu/news/news-releases/250521-apl-thermoelectrics-enable-compressor-free-cooling
63•mcswell•2d ago
Research paper: https://www.nature.com/articles/s41467-025-59698-y

Comments

Spivak•6h ago
So it's a better Peltier element? The article only seems to compare it to existing thermoelectric devices and not standard refrigeration units so I'm going to assume they haven't gotten even close to that efficiency. If they had I would assume they wouldn't shut up about the fact.

Also one of the biggest if not the biggest downside of these chips is, unlike a split refrigeration circuit, the front gets cold while the back gets hot which means you can't move the heat very far.

porphyra•5h ago
One step at a time... it would be astonishing if any thermoelectric device can leapfrog mechanical compressors.
adrian_b•4h ago
Also in the article, it is implied that there is no chance to replace mechanical compressors for great thermal powers, but for small thermal powers, from a few watt to a few hundred watt, thermoelectric devices may become preferable, due to small size, simplicity and reliability
markhahn•3h ago
just noting that household fridge/freezers are in that power range...
nandomrumber•59m ago
Yeah but, household freezers are typically capable of freezing many tens of kilograms of material down to -18 to -24 degrees C / 0 to -10 F

Peltier coolers aren’t anywhere near this.

speed_spread•5h ago
> can't move the heat very far.

Heat pipes (as in CPU heatsinks) can passively move the heat up to a feet away. Far enough to allow effective insulation between cold and hot side. From there you can move the heat further away with a fan.

adrian_b•4h ago
Heat pipes only reduce the thermal resistance between 2 points. They cannot cool something below ambient temperature.

Thermoelectric coolers do not compete with heat pipes. They are useful only when you want to obtain a temperature lower than the ambient temperature. Otherwise, heat pipes or liquid flow cooling are the right solutions.

scotty79•1h ago
You could have heat pipe filled with liquid that evaporates at 5 degrees. This way it would draw heat from ambient level temperature and lead it to peltier device that would cool it below 5 deg and liquefy it back again. This way you could have peltier in the middle of your thick insulation layer with heat pipes drawing the heat into it from the cooled space and drawing the heat from the other side of it outside (using traditional heat pipes this time).
nandomrumber•54m ago
I think you may have just reinvented absorption refrigeration, previously invented by Ferdinand Carré in 1858.

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

petermcneeley•6h ago
> the APL team achieved nearly 100% improvement in efficiency over traditional thermoelectric materials at room temperature

Peltier effect refrigeration has very low efficiencies (5%) so while this is an amazing accomplishment it will not replace other more mechanical cooling methods.

mitthrowaway2•6h ago
For sure this doesn't replace mechanical cooling.

But efficiency is extremely important in this context, not just for saving energy, but because the inefficiency manifests as heat generated, which undermines the intended refrigeration. So as far as Peltiers go, a doubling of efficiency is like a 3x ~ 4x improvement in effectiveness. Peltiers are already used for cooling in some contexts (eg. cooling CCDs) and this greatly grows the envelope for where they can be effectively employed.

VladVladikoff•6h ago
IIRC there is an application in solar panels where thermo electric cooling could play a role if we could get the efficiency just slightly higher.
fnordpiglet•6h ago
Thermoelectric cooling needs as much research as possible. Mechanical cooling is extraordinarily space consuming. CHESS has the potential over the next 10 years to largely replace vapor compression in most systems other than the most extreme gradients or scales. They are small enough to incorporate into most devices and would allow smaller devices more thermal load. In some ways I think efficient TEC like CHESS could be more useful than room temperature super conductors.
vlovich123•3h ago
Nah. Heat pumps are ~10-100x more efficient than thermoelectric. Thermoelectric is just inefficient mechanism and is inherently difficult to scale up as the more electricity gets generated so does more heat which inhibits the temperature gradient you’re trying to utilize. There’s a reason water cooling is preferred instead of peltier to ferry heat away from electronic.

Magnetocaloric is super interesting though as an alternative to heat pumps. Likely the next big revolution in this space.

leptons•2h ago
>Heat pumps are ~10-100x more efficient than thermoelectric.

Peltier junctions are a type of heat pump.

vlovich123•2h ago
Mechanical heat pumps are 10x-100x more effective than peltier heat pumps.
leptons•55s ago
That doesn't change the fact that Peltier junctions are a type of heat pump.
nandomrumber•1h ago
Further to that, have a look at the refrigeration units on chest type portable fridges. They’re really not very big, compressor smaller than a roast chicken, small low speed fan similar to an auxiliary cooling fan in a PC, a controller board, and a few meters of metal tubing.

They typically consume around the 50 to 80 watts while the compressor and fan are running, and generate two to four times that in cooling capacity.

Surely people have adapted these in to PC cooling units?

audunw•7m ago
It’s really, really weird to comment on the efficiency of these devices on an article like this, without actually checking the paper being referenced. Like, we know traditional thermoelectric are inefficient. But that’s the whole point of this research. To improve it.

It seems like they achieve a CoP of 1.3-6.8 (depending on heat transfer load) versus e.g. - CoP of 2-4 which is common for a household refrigerator. So we are already in similar territory.

The article also references a Samsung refrigerator already in the market using a hybrid system with thermoelectric to achieve higher efficiency. So clearly commercial thermoelectics are already efficient enough to have a role in efficient cooling.

https://news.samsung.com/global/samsung-unveils-new-refriger...

The article has the CoP numbers for the thermoelectric element used in that Samsung refrigerator as well, if you’re interested.

audunw•1m ago
It’s really, really weird to comment on the efficiency of these devices on an article like this, without actually checking the paper being referenced. Like, we know traditional thermoelectric are inefficient. But that’s the whole point of this research. To improve it.

It seems like they achieve a CoP of 1.3-6.8 (depending on heat transfer load) versus e.g. - CoP of 2-4 which is common for a household refrigerator. So we are already in similar territory.

The article also references a Samsung refrigerator already in the market using a hybrid system with thermoelectric to achieve higher efficiency. So clearly commercial thermoelectics are already efficient enough to have a role in efficient cooling.

https://news.samsung.com/global/samsung-unveils-new-refriger...

I think the role of the peltier is to allow them to design the compressor to be more efficient in a temperature maintenance mode.. so their peltier is probably not more efficient than the compressor in low heat transfer mode. That’s exactly the mode where the CHESS device is making massive improvements, so clearly it unlocks the potential for a thermoelectric-only refrigerator that’s more efficient than one using a compressor

The article has the CoP numbers for the thermoelectric element used in that Samsung refrigerator as well, if you’re interested.

bob1029•2h ago
> Mechanical cooling is extraordinarily space consuming.

You'd wind up taking up even more space with a TEC solution at these efficiencies. To replace a 5-ton condensing unit you'd have to reject on the order of 50-100kW of heat.

ThrowawayTestr•5h ago
Most IR cameras use Peltier cooling so better coolers should lead to better cameras.
willvarfar•1h ago
Presumably night vision on drones and missiles and things suddenly gets a lot smaller and deadlier?
magicalhippo•5h ago
The paper[1] has some actual details, like this:

Under low-heat-pumping, with minimal role of parasitics, TFTEC modules offer four times the Coefficient of Performance (CoP) advantage over bulk devices. As an example, system-level CoP with a 16-couple TFTEC module is ~ 15 for small temperature differentials of 2 °C, pumping about 1.2 W heat load using 80 mW of electric power. Such small-scale high-CoP cooling is relevant for distributed refrigeration or compartmentalized refrigeration as well as for use in future electronic thermal management

They also note that the maximum cooling power density depends inversely on thickness, and this is where the thin-film TECs like this gets most of their improvements from, compared to millimeter thick regular TECs.

Just a quick scan before going to bed, but looks interesting for certain applications.

[1]: https://www.nature.com/articles/s41467-025-59698-y

scythe•5h ago
From the abstract:

>system-level coefficient-of-performance is ~15 for temperature differentials of 1.3 °C.

There's a long way to go. As far as I know, the leader in condensed-phase refrigeration cycles is still the sodium iodide ionocaloric method, which blew past all of the competing methods (magnetocaloric, elastocaloric, thermoelectric) when it was announced in 2022:

https://www.science.org/doi/10.1126/science.ade1696

...but the temperature drop of 25 C is just barely practical for air conditioning in warm (but not desert) climates.

actinium226•4h ago
So, these devices.... turn heat into electricity? Where does the electricity go, back into the system it's powering?
doctoboggan•4h ago
> turn heat into electricity?

No, they turn a temperature gradient into electricity. If one side is heated and the other cooled, you can get current flow on the two leads. And as with many electrical devices, it can also be run in reverse: if you put a voltage across the leads then one side will get hot and the other side will get cold.

minimaxir•4h ago
Obligatory video on the inefficiencies of thermoelectric cooling/Peltier elements from Techonology Connections: https://www.youtube.com/watch?v=CnMRePtHMZY
nandomrumber•53m ago
Down the heat pump rant rabbit hole we go.
mkw5053•3h ago
I need this for my compact compost freezer [1]

[1] https://www.envirofreezely.com/

nandomrumber•1h ago
I’ll watch your video later when I get home. Mostly leaving a comment so I can find it easier later.

Freezing food waste prior to composting it results in much faster breakdown in the compost.

s_tec•3h ago
Thermoelectric cooling is pretty inefficient, because the materials need to balance competing requirements:

- Good thermal insulator - Good electrical conductor - Good semiconductor

This is because the hot & cold sides are sandwiched closely together as a PN junction, so once you move heat from one side to the other, it just leaks right back. Mechanical cooling doesn't have this problem, because the hot & cold sides are separated by thin bits of tubing. This makes the thermal leakage a "minor annoyance" in a mechanical system as opposed to "literally the whole problem we're trying to solve" as it is with thermoelectrics.

One work-around is to stack lots & lots of thermoelectric coolers on top of each other. That reduces the temperature difference at each individual PN junction, which in turn lowers the leakage. That's what this team is doing, but using layers that are only a few nanometers thick, so they can fit dozens or hundreds of junctions in a single package.

ajb•1h ago
Twenty years ago there was a company trying to commercialise thermoelectric cooling based on a vacuum gap: https://web.archive.org/web/20031213235132/http://www.coolch...

They claimed 55% Carnot efficiency based on a 30-100 angstrom gap maintained by piezoelectric controllers, and a method to construct large electrodes with matched surfaces so that the gap could be maintained over a large area. It all sounded plausible but never went anywhere as far as I know.