Police seek Amazon Echo data in murder case
engadget.com
engadget.com
[1] https://www.amazon.com/gp/help/customer/display.html?nodeId=... and https://www.washingtonpost.com/news/the-switch/wp/2014/11/11...
The important question here is "What happens to the audio data streamed to the cloud, a few seconds AFTER the query has been identified (or not identified) and the results sent back to the Alexa device?"
The nieve assumption is "all audio data is deleted after processing". The reality is that data is still valuable to Amazon for a variety of uses such as
(1) further training their voice recognition software
(2) advertising data mining [how many people are in the room, things they are talking about --- note, Facebook's mobile app infamously does this]
If they just store the query text, that is 'best case' from a privacy perspective. If they just store query text and query audio, that is less than ideal, but not too bad. If they store all audio, ever recorded, for an indefinite period of time... that is what this police request could reveal: Audio data stored for a non-keyword-trigger, and for days/weeks after the fact.
1) Put the speech to text. 2) Put the text to speech. 3) Send the data over Tor.
Although #3 would use a Tor exit node and would allow packet sniffing/logging/mangling etc, it'd at least be more anonymous.
Thing is, this is in nobody's interest. Not in the police or Amazon's interest. For the owner, it'd depend on if they are the defendant/suspect or the victim. The victim is not always the person who owns the Amazon Echo. But an Amazon Echo is a nice point of defense because the proof cannot be deleted anymore. All one has to say during a robbery is "Alexa, call the cops". That's quicker than having to dial the number. And at any point, if you do say Alexa, you can also trigger a warning or proof. Ultimately, if you could change the keyword to something more generic you could trigger it without a robber noticing, or by tricking them. A keyword like "put your hands up"? I don't know.
The speech recognition part could run on a Pentium 133 in the nineties (Nuance software, Dragon naturally speaking), the Echo device has probably a more powerful CPU than that.
The NLP part could run on the device as well, it's mainly a storage problem, you need dozens of GB, at least 32GB sdcard.
Ideally only the search phrases would be sent to Google/Amazon/etc. That's also how Bill Gates vision was described in his 1995 book The Road Ahead. A personal agent in a wallet PC would surf the information super highway for you. ...well we are "almost" there but with a different solution.
Echo "just works", and is clearly doing it by punting to the cloud.
"You can delete specific voice recordings associated with your account by going to History in Settings in the Alexa App, drilling down for a specific entry, and then tapping the delete button. Or, you can delete all voice recordings associated with your account for each of your Alexa-enabled products, by selecting the applicable product at the Manage Your Content and Devices page at www.amazon.com/mycd or contacting customer service."
It's a serious question, and one that I think Amazon (and anyone else streaming audio to the cloud, Siri and Google Voice Search are only slightly less constrained) needs to have an answer for.
[1] Or, y'know, about some subject more subpoenable or privacy-sensitive.
[2] Or, y'know, not including the word Alexa but triggering the on-device recognition anyway. "Alex, uh, here's your payment for murder."
It's possible that they keep a rolling buffer of all audio in the device though. There could be legitimate reason to hold onto such a window of audio. Would make for an interesting discovery.
Even if the trigger word is Alexa, different languages, dialects, and slang might vary quite a bit. Some significant portion of people might use "Yo, Alexa...", vs "Hey Alexa...", vs. <a second or two pause> "Alexa...". I'm sure someone with a spouse or child named "Alex", "Alexander", "Alexandra" and so on might also trigger it by accident a bunch, e.g. "Alex, uh, who called?".
Matching all of those trigger patterns would help filter out false positive matches, or take false negatives and refine them so more people can use the product with their own language style and be less frustrated.
By saying "Alexa" first, it gives me a chance to hear the wake-up tone before I continue my sentence.
So if I'm saying to my friend Alex "Alex uuh, tomorrow we will rob the bank", I have a chance to stop before incriminating myself. But if I say "Tomorrow we'll rob the bank Alex uh... are you in?" and the Echo interprets that as a command, then it's too late, it's already been sent and analyzed.
I trust Amazon more than Samsung, Chevy or, well, Samsung. But at least I can verify that my Echo is not sending home unusual amounts of data when it's not in use.
Sometimes the wake-word detection is mistakenly triggered and some unrelated audio gets streamed to Amazon, but the LEDs will still light up, and at times it'll even reply to a query that was never intended (I've been watching TV when my Echo will hear something and reply that I don't have any timers set, or whatever) but these recordings would still be covered by the link I pasted in the help text above.
I think a lot of the HN paranoia about these devices is overblown. All of this functionality is provided by devices that you already own, including hardware wake-word detection on all modern smartphones, which I assume everyone here carries around everywhere and recharges daily without much concern.
Because the wake word is able to be processed offline, there is no need for the Echo device to record and transmit audio all the time. While the hardware is physically capable of doing this (and therefore, it will never be possible to fully eliminate doubt in the device's security) it would not be in Amazon's or the customer's best interest. Talk about a waste of resources, and a privacy nightmare!
They could do sneaky stuff like upload the audio after the wake word + a few seconds BEFORE the wake word. The cost benefit of this doesn't seem high especially if you consider that Amazon says all the time that they want to 'earn customer trust'.
Do you trust them not to waste this opportunity to get more user info? What about future software updates and especially user targeted software updates? They could avoid detection by only doing surveillance on selected targets. When they are caught, they can justify it with some "improving services" or "software bug" bullshit excuse.
This is an unquestioned assumption actually.
I think it's way more to do with the NLP system being very very proprietary.
I wouldn't be surprised if it could be done locally, computing is pretty powerful, but they never bothered to even try and make it work locally. Because "cloud computing" is a dream come true for businesses, hiding their special sauce, not having to explain what they're doing (whether it's hard or not) and always maintain control.
You do understand that it is trivial to operate the LED lights and microphone independently, right? The hardware /could/ be designed so that the microphone can't be activated without also turning on the LEDs, but I'm guessing they're independently controlled by a microcontroller, and that it's the hidden software which is responsible for turning the LEDs on when the microphone is in use.
Yes, this is a concern for smartphones as well. The capability, even if it is not currently in use, is a concern.
1: http://www.macrumors.com/2013/12/18/software-allows-hackers-...
I would be very surprised if Amazon sends everything up to the cloud; it would be very expensive to do so. Looking for "Alexa" in the audio is done locally, and probably triggers recording then.
As others have pointed out, network monitoring has shown the Echo only transmits after it's heard the wake-word, so it would appear Amazon doesn't capture everything.
I won't be surprised if we find out this is happening. They'll probably call it a "bug", fix it in an OTA, but then accidentally regress 6 months later.
I'd be very surprised if this is happening -- Amazon knows people are watching, and it would erode trust with customers if it's found out that they are spying.
I'd be much more concerned about whether or not my phone is spying on me, even if it says it's only listening if I say "Ok Google" or "Siri". It's much harder for me to see what traffic my phone is sending across the cellular network than to snoop Amazon Echo's wifi traffic. And phone malware (sometimes baked in by the manufacturer) is increasingly common. Since the Echo does not allow user-installed Apps, at least it's less vulnerable to malware.
A big part of customer obsession is not eroding the trust of customers by treating their privacy as extremely important. For example, I've never heard of an incident in the more than two decades that Amazon.com has been in business of them selling customer data to a 3rd party for marketing purposes or otherwise. They wouldn't do something that could erode customer trust, or would be anti-customer, because they are in business for the long haul. Customer trust can only be earned slowly, over time, but can evaporate instantly with one mistake.
I trust Amazon more than Google and others to protect my customer data, because they've frankly earned this trust over 20+ years.
It is also true that if Alexa was listening in on conversations so as to have "social conversation context" for "improved processing of commands" ... well.
Ummm source? I know there has been a bunch of paranoid conspiracy theories about this that are mostly backed by confirmation bias, but I don't believe anyone has actually came out with any proof.
Facebook as denied they are doing this, so I guess you're saying they're lying? http://www.theverge.com/2016/6/3/11854860/facebook-smartphon...
That doesn't solve a murder.
/sarcasm
"Hey we allow you to delete past recordings associated with your account and as far as you are concerned they will be, but we're gonna keep a copy for ourselves right over here, that you'll never know about."
Maybe the cops are just hoping to get lucky.
Can the device monitor for other words that trigger other UX sequences? Of course it can!
Can Amazon deliver an OTA update to this network connected device to change behavior after it leaves the factory? There is no reason to believe that they cannot.
So, no, I don't believe the police are wrong here. In fact, I would be in favor of law enforcement having the ability to "tap" these network-attached microphone appliances with a warrant. Then, perhaps, people will begin to understand what they've really bought.
EDIT: Passive monitoring ("listening") is not the same thing as storage ("recording"). In some cases below, these are being conflated.
1) The device is storing any amount of locally recorded audio. So far evidence says no.
2) Amazon would OTA all echos to upload everything it hears. So far evidence says this hasn't happened. It also likely won't because IMO security people monitor these devices more than anything else on the planet. Some I believe for good reasons, the others just want to play gotcha.
3) If 1 and 2 are true, Amazon keeps the data for an extended period of time.
Can we please not tinfoil hat the hell out of these devices like we do the rest of IoT sometimes?
I'm all for people being suspicious, but the intent of this was to say "the cops are hoping it might catch something" as in it was accidentally triggered.
edit: I misread the comment as, "without a warrant"! Ugh
Are you disputing that LE does not have the ability to request a wire tap from a judge with a warrant?
Wouldn't you want the police be able to intervene when they hear or observe shouting or fighting through an open door or window?
Are you suggesting that a network-attached microphone is not equivalent to an open window? (https://en.wikipedia.org/wiki/Third-party_doctrine)
Different things. In a closed room, there is expectation of privacy. It is not the same for what can be seen from an open window. Also, there is no assurance that LE won't misuse this to crush any dissent or silence somebody they don't like. It is easy to take something said at home out of context or doctor it to sound like something else.
I meant to convey the idea of imminent and threatening speech.
Justice Sonia Sotomayor is right to challenge it. I fear that she is one of a narrow generation that is young enough to understand digital technology, and old enough to remember the right to privacy in personal effects.
All your arguments apply equally to any smart phone. It's another network attached microphone. Are you in favor of it there too?
It's actually hard to get it to capture this much. Take a breath or pause to long and capture stops sooner.
The request of the police is nutty and indicative of not understanding the technology. Unless the murdered woman yelled out "Alexa {pause a little bit for wakeword recognition} Heeelp, my husband is killing me, call the police" or the husband asked "Alexa, how do I clean a bloody hottub", nothing material will be discovered.
I have 4 of them. After the first one I checked what was captured, what was stored, what was streamed. Nothing that mattered.
I was thinking that too, but realistically, someone would eventually discover this (consider how much outbound traffic would have to go at once in order to store that much audio).
>push an update that changes how much they listen after your traffic monitoring is done.
Again, someone would eventually discover this. It wouldn't be hard to constantly monitor network traffic for noticeable discrepancies in outbound activity.
Furthermore, a discovery like this would not go overlooked by the general public. Amazon would be doing a serious disservice to their reputation by going about extracting the audio in such a mischievous manner.
Additionally, just because they have it always recorind for one person, doesn't mean they have the same software running for everyone else.
PS I'd love to call mine 'Computer' or 'Hal'.
> As most owners probably have experienced, the microphones can often be triggered inadvertently. And those errant recordings, like ambient sound or partial conversations, are sent to Amazon’s servers just like any other.
When I use my Echo in my apartment alone I don't have a lot of false positives on the wake-word detector. This past week I've been in my family's home and very frequently when more than one person is talking Alexa has butted in (and tried its hardest to understand what we're saying, listening for the maximum time it can).
I think the hope is that if some ruckus was happening in the home, the Echo might've accidentally woken up at some point and recorded a small bit they can use to help piece together the crime.
Of course there's the possibility that they have something to hide and are actually collecting more data than we all think they are.
>Bentonville issued a warrant for Amazon to hand over any audio or records from an Echo belonging to James Andrew Bates.
I had this exact same conversation with a number of people when the news came out about the Echo being in the Wynn Hotel in Vegas.
There is really only one question: can this device be remotely modified to passively monitor a specific device in a way that is relatively undetectable to the end user?
If the answer is no, then fine. If the answer is yes, then what guarantee do you have that the ratchet of tyranny will not eventually deploy those capabilities? "I'm not hiding anything" is a poor response.
https://www.reddit.com/r/netsec/comments/4inesj/rooting_the_...
Am I saying people shouldn't be skeptical? No. But I'm saying people are focusing on a subset of devices when they've had cordless phones, cell phones, and PCs in their homes for decades.
I just get tired of the constant fear-mongering, if we have evidence of a problem, call out Amazon and have them fix it.
The cops in this story are banking mostly on the fact that it was accidentally triggered and they have some kind of audio, that's legit. Yet this article was written as if Amazon might magically expose some recording capability.
These microphone devices are new. People, even HNers, mistakenly think that these devices are not listening until a magic word is uttered (full stop). Many people will not realize that the connection to the internet is bidirectional for data AND code (updates). That's really bad - it means that people don't understand the capabilities of the device they've brought into their homes.
There is a problem here and the evidence is plain: (a) wide spread ignorance about how these things work, and (b) the hot mic combined with the network connection imply a capability, even if currently unexpressed. Device manufactures are not adequately informing the public of the possible side effects of these products.
Therefore, I believe that LE should gain access to these devices with a warrant under the Third Party Doctrine, and that these warrants should be published on sites like HN so that people may become aware just as they are aware of taps on phones.
Your claim that "these microphone devices are new" seems to imply you're excluding almost every smart phone we already have in our pocket, with the exact same network attached hot mic concerns.
The police often check search histories in murder investigations. Do you also suppose that is only useful if the victim googled "Help, my husband is murdering me!" ?
Maybe you should leave the policing to the police.
The victim is named Victor Collins; probably not a woman.
It only records after hearing the wake-word. It listens all the time.
> After the first one I checked what was captured, what was stored, what was streamed.
How did you MitM the SSL?
This sounds like a small distinction, but it is critical to a clear discussion of what's going on.
If you review the interaction history in the Alexa app or on Amazon's web site, you won't see those utterances that did not result in detection of the wake word, because that audio was not streamed to the cloud.
* Technically, there is a very short buffer of audio that is captured on a rolling basis in order to detect and stream the front of the wake word sound.
We all laughed but it made a few of us nervous. Brave new world we live in!
Edit: not just my opinion, it's a matter of law. (thanks @mnm1) https://en.wikipedia.org/wiki/Third-party_doctrine
Alexa Terms of Use: https://www.amazon.com/gp/help/customer/display.html?nodeId=...
Only Alexa privacy policy I can find links to generic Amazon privacy policy: https://www.amazon.com/gp/help/customer/display.html?nodeId=...
1. http://www.un.org/en/universal-declaration-human-rights/ (Article 12)
'The third-party doctrine is a United States legal theory that holds that people who voluntarily give information to third parties—such as banks, phone companies, internet service providers (ISPs), and e-mail servers—have "no reasonable expectation of privacy."'
You are absolutely not consenting to send full transcripts of your conversations to Amazon. If they are in possession of it, it's entirely illegal, and the third party doctrine doesn't apply.
This isn't Apple fighting encryption backdoors. This is Amazon impeding justice.
"1.3 Voice Services. You control Alexa with your voice. Alexa streams audio to the cloud when you interact with Alexa. Alexa processes and retains your voice input and other information, such as your music playlists and your Alexa to-do and shopping lists, in the cloud to respond to your requests and improve our services."
https://www.amazon.com/gp/help/customer/display.html?nodeId=...
I've started smart-devicing my home and a little wary about that, not from a privacy perspective, but from a hacking perspective. I can almost imagine a sci-fi/horror movie there somewhere.
with an echo, you can't claim "why was it listening!?" because you knew it was and that was the reason you bought it.
granted, I dont think Amazon is doing anything nefarious at this point (other than what they normally do, building an advertising repertoire about you). Also, most people seem to agree that it only transmits data to Amazon after being triggered. but thats not to say they couldnt start listening to everything in the future to "improve the product experience". And if you think they are just using the data to answer your immediate question and not to build a profile on you, youre in denial. A smartphone company has no reason to build a profile on you. An advertising/sales company does.
Siri isn't the main selling point of buying an iphone. cellular communications (data, sms, or voice) are. Whereas Alexa is 100% the reason to buy an echo. You can't really make the claim you didn't know the echo was listening (since it was the reason you got it), but a person could reasonably make the claim they bought a phone without realizing it was more than just a phone.
There is no data for the police to have, because beyond requests, there is no data.
Unless someone knows more about this than Amazon is telling us?
Depends, first of all storing compressed audio isn't that space-expensive, especially in some long term data storage like s3. Additionally they could only be storing the transcriptions, but not the voice behind them, which would be a lot less data.
We don't know as Amazon hasn't been very forthcoming about the privacy aspects of Alexa. I personally suspect they are keeping some voice information so they can use it to improve their NLP. I hope they are doing so in a way that is detached from accounts / IDs, but you never know.
Additionally, you can indeed delete a record of the query from the app, but who knows if the voice data or even the query itself is still stored after deletion, just not visible to us end users.
Almost definitely yes. I've never known a tech company that truly deletes anything
Sometimes deleted stuff is archived offline or in slow warehouse databases that are not live, etc.
Basically, Facebook's always-on audio listening on their mobile app (Messenger I believe, but might be both these days) was giving this data. I can't remember the name of the company, but here is another tech company doing the same:
> Symphony uses just one: an app, downloaded to the cellphones of its more than 15,000 panelists. Audio recognition software then picks up whatever people are tuning into, wherever they’re tuning into it: their TV sets, their laptops, or their smartphones. “[It] measures everything you want to measure from one approach,” says Bill Harvey, a media research consultant who’s worked with Symphony
https://theringer.com/tv-ratings-streaming-nielsen-symphony-...
I could imagine some sort of log data being used to refute an alibi but what is implied by what is missing from the article, that it could be used as an after the fact witness, is not really feasible.
[1] e.g. https://en.wikipedia.org/wiki/Adaptive_Multi-Rate_audio_code...
Would it be possible to test this? Check the battery life of the Dot in a completely silent room vs the battery life of a Dot listening to an audiobook played on repeat. If it is actually listening and transcribing it should have a higher power consumption and thus die faster - right?
Questions for anyone in the field: how much is preserved? Is there a < audio but > text form that allows for iterative testing? Maybe the output of a first-pass pheneme decoder? If so, what kind of space requirements?
Speaking of which I wonder what the net traffic usage of the Echo is?
People only speak a few hours per day and "interesting" conversations could be sampled from time to time and some Alexa stations flagged for full upload, if they want to know.
Average man uses 15,669 words/day, woman uses 16,215. Let's say average household has two people and half those words are spoken at home, 31,884/2 = 15,942. Let's say 8 bytes per word on average, just under 128k/day. That's a little under 47 MB/year. Not too expensive.
Edited with better source/numbers.
Edit: Done
Storing a year's worth of 96kbps audio costs 380GB. If you don't record silence and you assume the people around an Alexa are only speaking for at most 4 hours a day on average, that goes down to 76GB a year.
So if you then assume 5m Alexa's are active at any given point in time that works out to 380k PB. Ok, that doesn't work yet.
However, if you then layer on a flagging system, where only certain users' full record is stored, or only "suspicious incidents" are stored, and you get this down to only flagging 0.1% of all data, you arrive at 380PB of storage.
Amazon Glacier costs about $88.000 a year per PB, but there's a profit margin included in that, so I'll assume it costs Amazon just $75k a year.
In conclusion, it would cost Amazon about $28.5m a year to run such a system. That's certainly within the realm of possibility and of what LE/SIGINT clients would pay; I assume the NSA would gladly pay that sum x100 for that capability. Sounds like it'd be booming business for Amazon.
It is also the case that a consumer level service like glacier presumably has more redundancy than what might be needed for best-effort storage of these recordings, where losing any fraction of them wouldn't really be a problem.
I've chosen to err on the side of estimating it to be more expensive, because I think that makes the end result more convincing:
30m is chump change for parties like Amazon, and in reality it'll cost significantly less. 1m might well do. Maybe it's less still. You could combine flagging users with flagging low-certainty or keyword-containing transcriptions.
Either way, you don't need collusion with intelligence parties, just an unscrupulous or naive exac at Amazon that thinks the data might be worth a lot for training future learning models. Of course the more sinister but legal reselling to government agencies is a financially attractive option as well.
1200 bits per second is almost enough for toll-quality speech -- and I'm referring to the state of the art a few years ago. Speech codecs are probably better now. But let's stick with 1200 bps. That's enough to store continuous speech in the vicinity of the device for a year, using only about 5 GB.
My guess is that if you cared only about intelligibility and not fidelity, you could do the job with 10%-20% of that space.
So yes: Alexa could easily be collecting and storing a vast amount of data that isn't immediately transmitted or used.
What about abduction cases, inside trading, tax fraud, drug and human smuggling? There it could help to have data from months ago, so any newly discovered targets instantly come with a bunch of evidence.
"Get BGP+IPv6+IPv4 for $0.25/Mbps!"
I thought it was HE, but it must have been someone else that had a 10Gig deal for $2,000. Either way, that's for a single 10Gig link. If you're buying 100Gb - 1Tbps like Amazon is, you're probably getting an even better deal.
We just signed a contract with Level 3 for slightly more than the price you mentioned, but they had to build into us; which costs them ~$120k out of pocket, thus the higher price.
About $2.55 / year [0][1][2], or, storing in AWS S3 "Infrequent access storage", about $180 after 5 years of recording [3][4].
[0]: https://www.amazon.com/dp/B00684XVFS/
[1]: https://wiki.xiph.org/Opus_Recommended_Settings#Recommended_...
[2]: https://www.wolframalpha.com/input/?i=0.027+USD%2FGB+*+24+Kb...
[3]: https://aws.amazon.com/s3/pricing/
[4]: https://www.wolframalpha.com/input/?i=(1%2F2)*(0.0125+USD%2F...
Actually it would be less than 60 GB per device per year for 24 hour recording at 15 kilobits per second CBR. This includes all silent hours.
My guess would be less than 5 GB per device per year to record all spoken words.
Maybe it also wakes on "bomb" and "infidel".
It cannot be updated remotely by firmware.
Crack open the device, test the analog component and confirm the signal only fires when you speak alexa and nothing else.
Having said all that, I wouldn't buy it. NSA is known to temper with devices behind the back of companies (no matter how trustworthy you think Amazon/Google/Apple are). Check what they did with Cisco equipment sold to foreigners. They intercepted the shipment, tempered with the device and no one was any wiser until the Snowden leaks. Cisco now ships via proxy to guarantee no tempering.
American businesses shouldn't fear globalization or chinese disregard for intellectual property; their own government is fucking them.
I used to think that about my phone, that it was hard-wired to "OK, Google". I had a Moto X (first generation), which is one of the first phones to have this always-listening feature. They claimed that it had special hardware that allowed it to work using very little power.
But after a software update, they added a feature that allowed me to retrain the activation phrase to whatever I wanted. They recommend using something with 5 syllables or more. It works. I haven't addressed my phone with "OK, Google" for years.
If Motorola (owned by Google at the time) can do it with Moto X, I'm sure Amazon could do it with Alexa too.
Yes, phones generally can do that, but it doesn't mean we shouldn't be concerned about what the Echo is doing.
You're seriously willing to carry smartphones, which have both microphones and cameras, and give no indication visible or otherwise, of when they are listening or recording or sending data, and run whatever dodgy code some asian device manufacturer wanted it to run, but you won't trust a device made by Amazon that people have run wireshark captures against and lights up with big blue LEDs whenever it is listening.
Reality called - it wants the tinfoil hat back.
Additionally, I'm pretty sure the Amazon Echo is just rebranded third party mic / soc boards put together by Amazon. It is still "asian device manufacturer" firmware.
https://news.ycombinator.com/item?id=117171
But saying "Reality called - it wants the tinfoil hat back." seems like bad manners to me.
I don't disagree. If there was a legitimate alternative, I would use that, but there isn't. I do everything I can to make sure it runs as much FOSS as it can.
> Reality called - it wants the tinfoil hat back.
How can you claim that attitude? You just admitted we have 2 giant vectors for attack/compromise, then dismiss them without any reasoning?
uh... there's tons of people complaining about that all the time. I don't know about you, but that's a constant criticism of both companies that I see.
When every house is IoT connected, we will be very close to a 'post-crime' world.
You log into http://alexa.amazon.com/spa/index.html#cards and you see all sorts of queries Alexa/Echo heard from you but didn't understand complete with the audio snippet.
If Amazon gave them the account details they just need to log-in to hear them.
I wonder if they've received a lot of these requests and/or if they have an emergency team on standby.
Alternatively, Amazon should have a log of music you asked it to play. The suspect is named Bates. If you were being chased by him, could you yell "Alexa, play music by The Police!" followed with "Alexa, play the soundtrack of Bates Motel!"? You'd be dead but at least there'll be a hint for the police somewhere in the cloud.
"Alexa, play James Blunt!"
"Alexa, play Bates Motel!"
"Alexa, play The Killing Hand by Dream Theater!"
Also interesting that the lawyer is going for the reasonable expectation of privacy regarding that data, if that holds, then it could allow them to argue due protections from the 4th amendment.
But let's ask the question here; is data regarding usage of utilities private? It seems that something that you installed for water usage, should be. Could this data not have been acquired from the water department?
>"A ring on the top of the device turns blue to give a visual indication that audio is being recorded. Those clips, or "utterances" as the company calls them, are stored in the cloud until a customer deletes them either individually or all at once."
Is there a technical reason for storing this after NLP processing has been completed on the "utterance."? Wouldn't an ephemeral cache be sufficient?
"I'm sorry, I can't find the answer to the question you asked."