Wifi Signals Can Measure Heart Rate
Key topics
Researchers at UCSC have developed a technology that can measure heart rate using WiFi signals, sparking both interest in its potential health monitoring applications and concerns about its implications for privacy and surveillance.
Snapshot generated from the HN discussion
Discussion Activity
Very active discussionFirst comment
-144238s
Peak period
127
0-12h
Avg / period
32
Based on 160 loaded comments
Key moments
- 01Story posted
Sep 4, 2025 at 10:53 AM EDT
4 months ago
Step 01 - 02First comment
Sep 2, 2025 at 6:49 PM EDT
-144238s after posting
Step 02 - 03Peak activity
127 comments in 0-12h
Hottest window of the conversation
Step 03 - 04Latest activity
Sep 8, 2025 at 5:33 PM EDT
4 months ago
Step 04
Generating AI Summary...
Analyzing up to 500 comments to identify key contributors and discussion patterns
Want the full context?
Jump to the original sources
Read the primary article or dive into the live Hacker News thread when you're ready.
At least they got OLED style touch screens, and for a while it looked like everything would go that way but at least in cars some are going back to physical buttons.
On that note, physical buttons are tactile and easier to navigate while driving and thus safer. You don't have to take your eyes off the road and worry about a fussy touchscreen registering your tap. You just feel around for the control and manipulate it.
The appeal of a touchscreen is that you can change the interface. It can assume a wide range of control panels, which, in a car, isn't always useful. For functions you need immediately, you can't beat a fixed physical widget.
Now, what would be interesting is a surface whose physical texture and physical controls could be dynamically changed and reconfigured. So, a flat surface becomes a series of buttons, and then maybe a rotating knob in the next. Perhaps tactile holograms. I don't think something like this could beat physical controls for reliable and lasting function either, however.
(2023)
https://www.engadget.com/2015-09-23-geltouch.html
(2015)
We could many centuries from now have "warp drive" but GRAVITY PLATING is completely implausible
Yet it makes every episode of each ST series watchable so we just accept "the future"
It doesn't come with nearly the same level of implausibility (causality problems) that FTL does IMHO.
PADD was still futuristic enough at that time but what they didn't predict behind scenes was multitasking in software. Characters in old series were seen working on multiple devices like on multi-page documents. Tho, you can always say that it was just a gimmick to show character being really busy.
Some 30 years ago there was this Australian tv show for kids created where by sheer luck a damaged satellite fixed itself and let group of random kids around the world magically have a Zoom-like meetings for education and... making art thieves lives miserable. Prop department utilized still new at that time Sharp OZ-7000 (one of first such devices, before even PDA was coined) as communication device equipped with small colored LCD and weird looking "gem" camera. Back then that was a futuristic fantasy that seem impossible. And here we are, with smartphones that can make video calls at ease by Internet for last few years.
People do that in real life all the time even with the ability to do everything on one handheld device today. People pick up preferences for using "apps" on specific devices, or have multi-tasking use cases where flowing across devices feels nice or makes the most sense.
For instance: Using an iPad to read a kitchen recipe and calling to Alexa or Siri on a nearby Echo or HomePod to set a kitchen timer while watching a show on a kitchen screen, say powered by an Apple TV. The iPad could picture-in-picture the show and track the timer and show the recipe all at the same time, but that's not the experience everyone wants. It's not even the experience that Apple wants to sell to people. If you've got an iPad and HomePod in the same room and call for Siri, the software is built to prefer the HomePod and its smarter array of microphones to listen for what comes next. It's better, more dedicated hardware to help the software deliver a better experience.
It's great that one device can do everything, but we rarely want to use one device to do everything when we don't have to. Especially because human memory is contextual and spatial it becomes easier to remember where we "left" things if they are on different devices in different places.
Especially in TNG it feels like a lot of the screens are designed for exactly that: the screens can change to other displays but most often don't because they are very specifically tailored to each specific place they are. That seems somewhat intentionally designed to help the human memory and better muscle memory, knowing what we knew in the 90s and knowing what we know today. "I don't want to lose my place in this recipe just to set a timer or to catch up on TV" is a human problem and TNG showing "I don't want to lose my place on this PADD so I'll ask the computer to do something or walk to engineering to touch a specific dedicated panel that my fingers have already memorized" is maybe just a reflection that in Star Trek's future humans are still, you know, human.
I also have to wonder what the 'dead' guy's plan was after Kirk would get convicted for his death. Presumably he'd need to climb out of whatever rathole he was hiding in for breakfast, and I'd presume someone on the ship would notice that the dead guy is alive, and that the conviction should be overturned.
---
Truly, the level of and attention to security on the Enterprise-C was shameful. In "The Conscience of a King" (an excellent episode), one of the traveling actors manages to - not only steal a weapon - presumably from the armory - but also rig it to explode and plant it in the Captain's quarters.
Starfleet in that era should have seriously formed an independent, no-bullshit, no-nonsense commission to ask the relevant enlisted and commissioned officers pressing questions, like 'Did you, or did you not leave the hatch coaming on Deck C open, thus allowing an enemy agent access to the arms locker? Are you in collusion with enemy agents?'
But yeah, the story went pretty much like this. I prefer that second episode much more than first one with 33 minutes theme.
My headcannon for this is that even though it's technically possible, it's so unethical they just choose to never do it.
[0] https://memory-alpha.fandom.com/wiki/Valiant_(episode)#:~:te...
DS9 is great because it showed us the darker side of the federation. They can afford to be like this because they've got Space CIA committing atrocities behind the scenes since day one.
IF theres something unethical that they choose not to do, you can be sure Sisko is doing it.
https://news.ycombinator.com/item?id=37469920 (from the same org)
https://news.ycombinator.com/item?id=45121617
And that 99% or social media users have their phone on them at all times.
Sure, you can attribute a good chance of success to the movement of the phone equating a strike on the person, but it's still _just a phone_ that you're triangulating.
Or we're speaking about striking civilians posting on social media - where I'm not sure drone strikes are very cost effective or pertinent.
My understanding is that drone strikes aren't a thing done because you just got a hit on social media of a precise location, but more of a somewhat long investigation into the activity and identity of the target, their habits and movements (both to confirm their value and maximise sucess) - and then a calculated drone strike that both maximizes sucess and minimizes collateral.
Of course Israel does not do this and is more into the "paint a bullseye around the victim" kind of doctrine, but that's outside the scope of this discussion.
We are now in an era where we all need to learn how to regulate and modulate our own heartbeats.
Will we at some point have any rights over our biorhythmic signatures?
If not, then I will have to learn how to apply a modulation to my own internal oscillations, such that the algorithm is gonna have to use quantum power to decrypt how I'm feeling.
This is the funniest thing I've read so far today. BOTN
[1] - https://ieeexplore.ieee.org/document/6847948
You can delegate to your doctor the right to delegate to other specialists without consulting you.
Other humans can delegate to the agents of their choice.
This is why the first step is for you to have control of your data, then you can specify/revoke who-does-what with it.
Linksys Aware (-2024): https://www.google.com/search?q=Linksys+Aware
From this thread https://news.ycombinator.com/item?id=45129817 :
> 802.11bf
802.11bf: https://www.google.com/search?q=802.11bf
"Whole-home gesture recognition using wireless signals" (2013) https://dl.acm.org/doi/abs/10.1145/2500423.2500436 .. https://scholar.google.com/scholar?cites=1386163076039493879...
From https://news.ycombinator.com/item?id=38246722 re: a stylus with accelerometer with many degrees of freedom and inertial measurement:
> /? wireless gesture recognition RSSI:
> /? wireless gesture recognition RSSI site:github.com
> Awesome-WiFi-CSI-Sensing: https://github.com/Marsrocky/Awesome-WiFi-CSI-Sensing
> 3D Scanning > Technology, Applications [...]
Marsrocky/Awesome-WiFi-CSI-Sensing#gesture-recognition: https://github.com/Marsrocky/Awesome-WiFi-CSI-Sensing#gestur... :
> "Real-time Cross-Domain Gesture and User Identification via COTS WiFi" (2025)
> "One is Enough: Enabling One-shot Device-free Gesture Recognition with COTS WiFi" (2024) https://ieeexplore.ieee.org/abstract/document/10621091 .. https://scholar.google.com/scholar?cites=5141488558554953622...
the FCC "considers 50 watts to be the lowest power above which radiation must be considered [...]" for radio transmitters. in 1996.
further:
> Conversely, lower frequencies penetrate deeper; at 5.8 GHz (3.2 mm) the depth most of the energy is dissipated in the first millimeter of the skin; the 2.45 GHz frequency microwaves commonly used in microwave ovens can deliver energy deeper into the tissue; the generally accepted value is 17 mm for muscle tissue.
> The damage can be spread over a large area, when the source is a relatively distant energy radiator, or a very small (though possibly deep) area, when the body comes to a direct contact with the source (e.g. a wire or a connector pin).
note the microwave 2.45GHz part says frequency, not wattage, power, whatever. a home router's antenna's radome (or rubber duck or whatever) touching your arm will penetrate it quite far.
anyhow i've gotten RF burns before, just to see if it was BS or not, at real low wattage (around 1W at the terminal) and it leaves a discolored mark on your skin in a straight line between the contact points and feels like you got a small burn there. The frequency i "burned" myself with was ~145MHz.
This is all to say "it doesn't matter if it's ionizing, it still heats things up."
ETA:
> Frequencies considered especially dangerous occur where the human body can become resonant, at 35 MHz, 70 MHz, 80-100 MHz, 400 MHz, and 1 GHz
https://news.ycombinator.com/newsguidelines.html
I mean, heart rate? Do we have a giant network that can tell where everybody is and whether they are having a strong emotional response to anything?
I'll try to find the model to rescue your post. People can be so fucking unreasonable here it makes me sad.
But I know exactly what you're referring to.
Note: it's also worth considering its applications in parallel construction and that it's indeed so rarely known, that it doesn't require a warrant.
Edit: https://en.m.wikipedia.org/wiki/Range-R
Edit II: they were, at one time around 2011 definitely having a lot of fun with these devices in my town here in Florida.
Edit III: also of interest, https://camero-tech.com/
Edit IV: https://www.policemag.com/technology/article/15541542/first-... - Detex Pro, by MaXentric
Am so confused.
Mobile phone spyware can attack poorly patched or corporate controlled WiFi radio basebands, for 3D imaging of human user behavior.
> heart rate
Laptop demo (2022), https://www.intel.com/content/www/us/en/research/respiration... | https://community.intel.com/t5/Blogs/Tech-Innovation/Client/...
> With recent advancements, the wireless local area network (WLAN) or wireless fidelity (Wi-Fi) technology has been successfully utilized to realize sensing functionalities such as detection, localization, and recognition. However, the WLANs standards are developed mainly for the purpose of communication, and thus may not be able to meet the stringent requirements for emerging sensing applications. To resolve this issue, a new Task Group (TG), namely IEEE 802.11bf, has been established by the IEEE 802.11 working group, with the objective of creating a new amendment to the WLAN standard to meet advanced sensing requirements while minimizing the effect on communications. […]
* https://ieeexplore.ieee.org/document/10547188
> In recent years, Wi-Fi has been shown to be a viable technology to enable a wide range of sensing applications, and Wi-Fi sensing has become an active area of research and development. Due to the significant and growing interest in Wi-Fi sensing, Task Group IEEE 802.11bf was formed to develop an amendment to the IEEE 802.11 standard that will enhance its ability to support Wi-Fi sensing and applications such as user presence detection, environment monitoring in smart buildings, and remote wellness monitoring. In this paper, we identify and describe the main definitions and features of the IEEE 802.11bf amendment as defined in its first draft. Our focus is on the Wireless Local Area Network (WLAN) sensing procedure, which supports bistatic and multistatic Wi-Fi sensing in license-exempt frequency bands below 7 GHz (specifically, 2.4, 5, and 6 GHz). We also present an overview of basic sensing principles, and provide a detailed discussion of features defined in the IEEE 802.11bf amendment that enhance client-based Wi-Fi sensing.
* https://www.nist.gov/publications/ieee-80211bf-enabling-wide...
* https://www.cognitivesystems.com/how-does-802-11bf-enhance-l...
(See also perhaps IEEE 802.11bi, Enhanced Data Privacy.)
But not all of them are good for doing stuff like this.
You need full raw I/Q and DAC access to sweep the frequency.
"Inside a $1 radar motion sensor" (2024), 100 comments, https://news.ycombinator.com/item?id=40834349
"mmWave radar, you won't see it coming" (2022), 180 comments, https://news.ycombinator.com/item?id=30172647
"What Is mmWave Radar?: Everything You Need to Know About FMCW" (2022), 30 comments, https://news.ycombinator.com/item?id=35312351
Chinese vendors sell uC+Radar-Module units on Aliexpress for around ~20-30€. They Infineon-based boards are super easy to spot by looking at the Antenna-on-Chip layout.
You can cut off their head (microcontroller) and directly attach your favorite uC onto the SPI bus to talk to them. Or use the existing one.. not overly complicated to reverse engineer the schematic.
Example: MicRadar RA60ATR2
Some places, adding wires is expensive and given that wifi has improved over the years, it might not be worth the cost of adding wires.
[1] https://www.technologyreview.com/2019/06/27/238884/the-penta...
> Researchers.. developed.. a biometric identifier for people based on the way the human body interferes with Wi-Fi signal propagation.. CSI in the context of Wi-Fi devices refers to information about the amplitude and phase of electromagnetic transmissions.. interact with the human body in a way that results in person-specific distortions.. processed by a deep neural network, the result is a unique data signature.. [for] signal-based Re-ID systems
Any active RF broadcasting device would function as a "look at me" homing beacon.
And we've been laughing all this time at tinfoil hat types..
https://news.ycombinator.com/item?id=12353605
https://www.theatlantic.com/technology/archive/2016/08/wi-fi...
https://archive.is/XnHUV
1: https://ieeexplore.ieee.org/document/7457075
2: https://dl.acm.org/doi/10.1145/2789168.2790109
3: https://archive.is/mFSDq
4: https://archive.is/sNVcM
For practical applications right now, you'd want a dedicated radar unit at 24GHz or so, probably with two separate reception paths too.
Eventually, we might get usable radar functionality in default Wi-Fi chips with 5GHz/6GHz Wi-Fi and MIMO - but it's not there yet.
https://github.com/espressif/esp-csi
> “The signal is very sensitive to the environment, so we have to select the right filters to remove all the unnecessary noise,” Bhatia said.
AKA "it barely works and we had to filter the signal to the gills to get anything at all".
It's a really impressive tech demo but the article is selling it as if this might actually work in the real world and it clearly won't.
https://doi.org/10.1109/GLOBECOM38437.2019.9014297 https://doi.org/10.1109/CCNC.2018.8319181 https://dl.acm.org/doi/abs/10.1145/3286978.3287003 ..... many more.
I'd say this is far more interesting, does not use ML and credits the tech stacks that it leverages . https://people.csail.mit.edu/davidam/docs/WiMic_final.pdf
102 more comments available on Hacker News