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DiligenceSquared uses AI, voice agents to make M&A research affordable | TechCrunch

DiligenceSquared uses AI, voice agents to make M&A research affordable | TechCrunch

A typical merger-and-acquisition process is time-consuming and expensive, even for the largest, well-staffed private equity firms. In addition to spending countless hours meeting with senior executives of potential targets and modeling financial outcomes, these groups spend millions of dollars on external advisers: accountants, lawyers, and management consultants.

Since expenses for external advisers are not reimbursed if a deal falls through, PE firms wait until they are certain of their interest before engaging costly specialists such as consultants from McKinsey, BCG, or Bain to perform extensive commercial research on the market and the target company.

DiligenceSquared, a startup that was part of YC’s Fall 2025 cohort, says that with the help of AI, it can provide top-tier consultancy-quality commercial research at a fraction of the traditional cost.

The startup’s co-founders, Frederik Hansen and Søren Biltoft, possess deep expertise in private equity due diligence. Hansen was formerly a principal at Blackstone, where he commissioned these reports for multiple billion-dollar buyouts. Meanwhile, Biltoft spent seven years in BCG’s private equity practice leading these types of diligence efforts.  

Since launching in October, Hansen’s and Biltoft’s industry experience has helped DiligenceSquared complete multiple projects for several of the world’s largest PE firms and mid-market funds, Hansen tells TechCrunch.

That early traction convinced Damir Becirovic, a former Index Ventures partner, to lead DiligenceSquared’s $5 million seed round out of his new VC firm, Relentless.

Instead of relying on expensive management consultants, the startup uses AI voice agents to conduct interviews with customers of the companies the PE firms are considering buying.

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DiligenceSquared is applying the same AI-interview model seen in consumer research startups like Keplar, Outset, and Listen Labs, which in January raised $69 million at a $500 million valuation. But Hansen and Biltoft argue that their due-diligence process and final outputs are fundamentally different from the consumer research produced by these startups.

PE firms can pay $500,000 to $1 million for McKinsey, Bain, or BCG to interview dozens of corporate customers, including C-suite executives, and produce 200-page reports synthesizing those insights with proprietary market data, Hansen said. To ensure the quality of the analysis, DiligenceSquared involves senior human consultants who verify the accuracy and commercial insights of the final output.

Since AI is doing a lot of the groundwork, the startup claims it can provide the analysis for just $50,000.

“We are taking these great insights that were previously reserved for the very big decisions, and now we make them more accessible,” Hansen said. Because of the lower price point, PE firms are now far more willing to engage DiligenceSquared earlier in the process, well before they have high conviction in a deal.

DiligenceSquared isn’t the only company trying to disrupt the diligence market. Its main competitor, Bridgetown Research, raised a $19 million Series A co-led by Accel and Lightspeed in February 2026.

In addition to Hansen and Biltoft, DiligenceSquared was co-founded by Harshil Rastogi, a former Google engineer.

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#DiligenceSquared #voice #agents #research #affordable #TechCrunch

flagship range with new models soon. It looks like the Oppo Find X9 Ultra will launch alongside the Find X9s. Along with these phones, the company may also introduce other products, such as the Oppo Watch X3 and Enco Clip 2, at the same event.

Rumored Specifications of Oppo Find X9 Ultra

Oppo Find X9 Ultra and Find X9s Series Global Launch Rumoured for April 21
	
Oppo is gearing up to expand its flagship range with new models soon. It looks like the Oppo Find X9 Ultra will launch alongside the Find X9s. Along with these phones, the company may also introduce other products, such as the Oppo Watch X3 and Enco Clip 2, at the same event.



Rumored Specifications of Oppo Find X9 Ultra 







The Oppo Find X9s is expected to feature a flat display design, which many users prefer for everyday use. The bezels are quite slim at 1.15mm, adding to its premium look. On the front, a hole-punch cutout will house the selfie camera. Moreover, the phone stands out for its button placement: the power and volume buttons are on the left, while another button is on the right.



For photography, Oppo is adding a Hasselblad-tuned triple camera system to the Find X9s. It will feature a 50MP main camera designed to capture clear and sharp images. The camera setup sits inside a square module, and an LED flash is also included.



Another important feature of the phone is its battery, which comes with an impressive capacity of 7,025 mAh. The device will easily handle any task thanks to its powerful battery, whether it’s gaming or video streaming. However, details about the phone’s chipset and performance features remain unknown.



What to Expect from the Find X9s Pro



As of now, it appears the Oppo Find X9s Pro will be released only in China. Among other things, the smartphone will reportedly feature a quadruple-camera module with two 200MP lenses. In addition, it could integrate Oppo’s LUMO image-sensing tech to deliver high-quality shots. As for the display panel, it is expected to be 6.3 inches.





#Oppo #Find #Ultra #Find #X9s #Series #Global #Launch #Rumoured #AprilOppo

The Oppo Find X9s is expected to feature a flat display design, which many users prefer for everyday use. The bezels are quite slim at 1.15mm, adding to its premium look. On the front, a hole-punch cutout will house the selfie camera. Moreover, the phone stands out for its button placement: the power and volume buttons are on the left, while another button is on the right.

For photography, Oppo is adding a Hasselblad-tuned triple camera system to the Find X9s. It will feature a 50MP main camera designed to capture clear and sharp images. The camera setup sits inside a square module, and an LED flash is also included.

Another important feature of the phone is its battery, which comes with an impressive capacity of 7,025 mAh. The device will easily handle any task thanks to its powerful battery, whether it’s gaming or video streaming. However, details about the phone’s chipset and performance features remain unknown.

What to Expect from the Find X9s Pro

As of now, it appears the Oppo Find X9s Pro will be released only in China. Among other things, the smartphone will reportedly feature a quadruple-camera module with two 200MP lenses. In addition, it could integrate Oppo’s LUMO image-sensing tech to deliver high-quality shots. As for the display panel, it is expected to be 6.3 inches.

#Oppo #Find #Ultra #Find #X9s #Series #Global #Launch #Rumoured #AprilOppo">Oppo Find X9 Ultra and Find X9s Series Global Launch Rumoured for April 21
	
Oppo is gearing up to expand its flagship range with new models soon. It looks like the Oppo Find X9 Ultra will launch alongside the Find X9s. Along with these phones, the company may also introduce other products, such as the Oppo Watch X3 and Enco Clip 2, at the same event.



Rumored Specifications of Oppo Find X9 Ultra 







The Oppo Find X9s is expected to feature a flat display design, which many users prefer for everyday use. The bezels are quite slim at 1.15mm, adding to its premium look. On the front, a hole-punch cutout will house the selfie camera. Moreover, the phone stands out for its button placement: the power and volume buttons are on the left, while another button is on the right.



For photography, Oppo is adding a Hasselblad-tuned triple camera system to the Find X9s. It will feature a 50MP main camera designed to capture clear and sharp images. The camera setup sits inside a square module, and an LED flash is also included.



Another important feature of the phone is its battery, which comes with an impressive capacity of 7,025 mAh. The device will easily handle any task thanks to its powerful battery, whether it’s gaming or video streaming. However, details about the phone’s chipset and performance features remain unknown.



What to Expect from the Find X9s Pro



As of now, it appears the Oppo Find X9s Pro will be released only in China. Among other things, the smartphone will reportedly feature a quadruple-camera module with two 200MP lenses. In addition, it could integrate Oppo’s LUMO image-sensing tech to deliver high-quality shots. As for the display panel, it is expected to be 6.3 inches.





#Oppo #Find #Ultra #Find #X9s #Series #Global #Launch #Rumoured #AprilOppo

with new models soon. It looks like the Oppo Find X9 Ultra will launch alongside the Find X9s. Along with these phones, the company may also introduce other products, such as the Oppo Watch X3 and Enco Clip 2, at the same event.

Rumored Specifications of Oppo Find X9 Ultra

Oppo Find X9 Ultra and Find X9s Series Global Launch Rumoured for April 21
	
Oppo is gearing up to expand its flagship range with new models soon. It looks like the Oppo Find X9 Ultra will launch alongside the Find X9s. Along with these phones, the company may also introduce other products, such as the Oppo Watch X3 and Enco Clip 2, at the same event.



Rumored Specifications of Oppo Find X9 Ultra 







The Oppo Find X9s is expected to feature a flat display design, which many users prefer for everyday use. The bezels are quite slim at 1.15mm, adding to its premium look. On the front, a hole-punch cutout will house the selfie camera. Moreover, the phone stands out for its button placement: the power and volume buttons are on the left, while another button is on the right.



For photography, Oppo is adding a Hasselblad-tuned triple camera system to the Find X9s. It will feature a 50MP main camera designed to capture clear and sharp images. The camera setup sits inside a square module, and an LED flash is also included.



Another important feature of the phone is its battery, which comes with an impressive capacity of 7,025 mAh. The device will easily handle any task thanks to its powerful battery, whether it’s gaming or video streaming. However, details about the phone’s chipset and performance features remain unknown.



What to Expect from the Find X9s Pro



As of now, it appears the Oppo Find X9s Pro will be released only in China. Among other things, the smartphone will reportedly feature a quadruple-camera module with two 200MP lenses. In addition, it could integrate Oppo’s LUMO image-sensing tech to deliver high-quality shots. As for the display panel, it is expected to be 6.3 inches.





#Oppo #Find #Ultra #Find #X9s #Series #Global #Launch #Rumoured #AprilOppo

The Oppo Find X9s is expected to feature a flat display design, which many users prefer for everyday use. The bezels are quite slim at 1.15mm, adding to its premium look. On the front, a hole-punch cutout will house the selfie camera. Moreover, the phone stands out for its button placement: the power and volume buttons are on the left, while another button is on the right.

For photography, Oppo is adding a Hasselblad-tuned triple camera system to the Find X9s. It will feature a 50MP main camera designed to capture clear and sharp images. The camera setup sits inside a square module, and an LED flash is also included.

Another important feature of the phone is its battery, which comes with an impressive capacity of 7,025 mAh. The device will easily handle any task thanks to its powerful battery, whether it’s gaming or video streaming. However, details about the phone’s chipset and performance features remain unknown.

What to Expect from the Find X9s Pro

As of now, it appears the Oppo Find X9s Pro will be released only in China. Among other things, the smartphone will reportedly feature a quadruple-camera module with two 200MP lenses. In addition, it could integrate Oppo’s LUMO image-sensing tech to deliver high-quality shots. As for the display panel, it is expected to be 6.3 inches.

#Oppo #Find #Ultra #Find #X9s #Series #Global #Launch #Rumoured #AprilOppo">Oppo Find X9 Ultra and Find X9s Series Global Launch Rumoured for April 21

Oppo is gearing up to expand its flagship range with new models soon. It looks like the Oppo Find X9 Ultra will launch alongside the Find X9s. Along with these phones, the company may also introduce other products, such as the Oppo Watch X3 and Enco Clip 2, at the same event.

Rumored Specifications of Oppo Find X9 Ultra

Oppo Find X9 Ultra and Find X9s Series Global Launch Rumoured for April 21
	
Oppo is gearing up to expand its flagship range with new models soon. It looks like the Oppo Find X9 Ultra will launch alongside the Find X9s. Along with these phones, the company may also introduce other products, such as the Oppo Watch X3 and Enco Clip 2, at the same event.



Rumored Specifications of Oppo Find X9 Ultra 







The Oppo Find X9s is expected to feature a flat display design, which many users prefer for everyday use. The bezels are quite slim at 1.15mm, adding to its premium look. On the front, a hole-punch cutout will house the selfie camera. Moreover, the phone stands out for its button placement: the power and volume buttons are on the left, while another button is on the right.



For photography, Oppo is adding a Hasselblad-tuned triple camera system to the Find X9s. It will feature a 50MP main camera designed to capture clear and sharp images. The camera setup sits inside a square module, and an LED flash is also included.



Another important feature of the phone is its battery, which comes with an impressive capacity of 7,025 mAh. The device will easily handle any task thanks to its powerful battery, whether it’s gaming or video streaming. However, details about the phone’s chipset and performance features remain unknown.



What to Expect from the Find X9s Pro



As of now, it appears the Oppo Find X9s Pro will be released only in China. Among other things, the smartphone will reportedly feature a quadruple-camera module with two 200MP lenses. In addition, it could integrate Oppo’s LUMO image-sensing tech to deliver high-quality shots. As for the display panel, it is expected to be 6.3 inches.





#Oppo #Find #Ultra #Find #X9s #Series #Global #Launch #Rumoured #AprilOppo

The Oppo Find X9s is expected to feature a flat display design, which many users prefer for everyday use. The bezels are quite slim at 1.15mm, adding to its premium look. On the front, a hole-punch cutout will house the selfie camera. Moreover, the phone stands out for its button placement: the power and volume buttons are on the left, while another button is on the right.

For photography, Oppo is adding a Hasselblad-tuned triple camera system to the Find X9s. It will feature a 50MP main camera designed to capture clear and sharp images. The camera setup sits inside a square module, and an LED flash is also included.

Another important feature of the phone is its battery, which comes with an impressive capacity of 7,025 mAh. The device will easily handle any task thanks to its powerful battery, whether it’s gaming or video streaming. However, details about the phone’s chipset and performance features remain unknown.

What to Expect from the Find X9s Pro

As of now, it appears the Oppo Find X9s Pro will be released only in China. Among other things, the smartphone will reportedly feature a quadruple-camera module with two 200MP lenses. In addition, it could integrate Oppo’s LUMO image-sensing tech to deliver high-quality shots. As for the display panel, it is expected to be 6.3 inches.

#Oppo #Find #Ultra #Find #X9s #Series #Global #Launch #Rumoured #AprilOppo

It seemed like this might have been a rare week without a “robot doing dumb shit” story—but never fear, because Jeff Bezos’s squadron of airborne delivery drones is here to save the day. Prime Air, Amazon’s drone delivery service, has been rolling out in a number of US cities over the last few months and—surprise!—it looks like they kinda suck compared to their human equivalents. (And that’s really saying something considering those human equivalents’ propensity for running up to your front door, whacking a “Sorry we missed you!” sticker right below the note you left saying “BUZZER DOESN’T WORK—PLEASE CALL THIS NUMBER”, and then driving away.)*

Still, whatever else your local Amazon driver might do, one thing they won’t do is casually drop your precious package onto concrete from 10 feet in the air. Amazon’s drones, however…

Several stories videos have surfaced of late, apparently showing Amazon-branded drones hovering above customers’ driveways/stoops/etc and then just dropping their cargo onto the ground below. In one video, YouTuber Tamara Hancock orders a plastic bottle of blue raspberry syrup—which is apparently a substance one can order—and watches as the drone dumps it unceremoniously on her driveway. She opens the package and, sure enough, the video depicts a smashed and leaking screw top.

Given the unholy racket these things make, you can probably hear them approaching a mile off, so perhaps the best course of action is to just run outside and try to catch your package before it smashes into the ground. This isn’t the seamless service Amazon promised, but then again, it’s not all that different from waiting to hear the delivery driver approaching and then booking it outside to grab your package before he gets a chance to whack the dreaded “Sorry we missed you!” sticker on your door. Plus ça change, etc.

Anyway, it’s not easy to see how this issue might be mitigated. The obvious answer is “hover closer to the ground”, but given delivery robots’ record in failing to detect obstacles in their path, it feels like that strategy would eventually result in a headline like “Florida Grandmother Beheaded by Drone As She Tries to Collect Her Order of Trump Memorabilia.”

All jokes aside, the question of how drones actually avoid doing things like beheading grandmothers is, unsurprisingly, controversial. Last week Chad Butler, a former head of information security at Amazon’s commercial drone program, posted a video about the regulatory regime surrounding drones like the ones Amazon use, which are referred to as “beyond visual line of sight”, or BVLOS, drones. As the name suggests, these are drones that are able to fly autonomously beyond the line of sight of a human operator. Without a human directing them, drones need to be able to ensure they don’t fly into a wall.

Butler explains that there are two competing schools of thought about how to do this. The first requires the use of a system called ADS-B, which maintains a consistent broadcast of the drone’s altitude, heading and air speed, creating a sort of virtual environment that lets every drone know where every other drone is. The second, championed by Amazon, is more like the technology used on ground-based robots—it uses onboard “detect and avoid” systems like camera and radar, which allow drones to “see” what’s around them and navigate themselves around obstacles.

Amazon recently left the Commercial Drone Alliance, which advocates for the first system, and Butler actually endorses his former employer’s stance. He argues that if drones are constantly broadcasting an unencrypted record of their position, and they have no independent on-board methods to verify that position, then it becomes pretty easy for hackers to hijack them by simply spoofing a GPS signal. This scenario certainly sounds credible—and, frankly, kinda frightening. (Reassuringly, Butler says, “This is not a drone problem—it’s a design pattern problem, and I see it everywhere in AI and autonomous system design.” So that’s great.)

Having said that, we’ve seen with ground-based robots that the use of on-board sensors alone is also, um, less than perfect—and if navigating a drone in two dimensions is hard, adding a whole other dimension seems to just increase the difficulty and the chance of things going wrong. And on that note, there does seem to be one straightforward way of avoiding the possibility of a hacked delivery drone delivering a bomb to the White House or something, which is just getting rid of the bloody things. However, capitalism will not abide such good sense, so I guess we’ll just see how this whole thing pans out.

*To be clear, we don’t necessarily blame drivers working to insane schedules for doing this; it is frustrating, though.

#Amazon #Delivery #Drones #Involve #Perilous #10Foot #Drop #Users #Posting #Apparent #ResultsAmazon,Prime Air">Amazon Delivery Drones Involve a Perilous 10-Foot Drop. Users Are Posting the Apparent Results
                It seemed like this might have been a rare week without a “robot doing dumb shit” story—but never fear, because Jeff Bezos’s squadron of airborne delivery drones is here to save the day. Prime Air, Amazon’s drone delivery service, has been rolling out in a number of US cities over the last few months and—surprise!—it looks like they kinda suck compared to their human equivalents. (And that’s really saying something considering those human equivalents’ propensity for running up to your front door, whacking a “Sorry we missed you!” sticker right below the note you left saying “BUZZER DOESN’T WORK—PLEASE CALL THIS NUMBER”, and then driving away.)* Still, whatever else your local Amazon driver might do, one thing they won’t do is casually drop your precious package onto concrete from 10 feet in the air. Amazon’s drones, however…  Several stories videos have surfaced of late, apparently showing Amazon-branded drones hovering above customers’ driveways/stoops/etc and then just dropping their cargo onto the ground below. In one video, YouTuber Tamara Hancock orders a plastic bottle of blue raspberry syrup—which is apparently a substance one can order—and watches as the drone dumps it unceremoniously on her driveway. She opens the package and, sure enough, the video depicts a smashed and leaking screw top.

 Given the unholy racket these things make, you can probably hear them approaching a mile off, so perhaps the best course of action is to just run outside and try to catch your package before it smashes into the ground. This isn’t the seamless service Amazon promised, but then again, it’s not all that different from waiting to hear the delivery driver approaching and then booking it outside to grab your package before he gets a chance to whack the dreaded “Sorry we missed you!” sticker on your door. Plus ça change, etc. Anyway, it’s not easy to see how this issue might be mitigated. The obvious answer is “hover closer to the ground”, but given delivery robots’ record in failing to detect obstacles in their path, it feels like that strategy would eventually result in a headline like “Florida Grandmother Beheaded by Drone As She Tries to Collect Her Order of Trump Memorabilia.”

 All jokes aside, the question of how drones actually avoid doing things like beheading grandmothers is, unsurprisingly, controversial. Last week Chad Butler, a former head of information security at Amazon’s commercial drone program, posted a video about the regulatory regime surrounding drones like the ones Amazon use, which are referred to as “beyond visual line of sight”, or BVLOS, drones. As the name suggests, these are drones that are able to fly autonomously beyond the line of sight of a human operator. Without a human directing them, drones need to be able to ensure they don’t fly into a wall.

  Butler explains that there are two competing schools of thought about how to do this. The first requires the use of a system called ADS-B, which maintains a consistent broadcast of the drone’s altitude, heading and air speed, creating a sort of virtual environment that lets every drone know where every other drone is. The second, championed by Amazon, is more like the technology used on ground-based robots—it uses onboard “detect and avoid” systems like camera and radar, which allow drones to “see” what’s around them and navigate themselves around obstacles. Amazon recently left the Commercial Drone Alliance, which advocates for the first system, and Butler actually endorses his former employer’s stance. He argues that if drones are constantly broadcasting an unencrypted record of their position, and they have no independent on-board methods to verify that position, then it becomes pretty easy for hackers to hijack them by simply spoofing a GPS signal. This scenario certainly sounds credible—and, frankly, kinda frightening. (Reassuringly, Butler says, “This is not a drone problem—it’s a design pattern problem, and I see it everywhere in AI and autonomous system design.” So that’s great.)

 Having said that, we’ve seen with ground-based robots that the use of on-board sensors alone is also, um, less than perfect—and if navigating a drone in two dimensions is hard, adding a whole other dimension seems to just increase the difficulty and the chance of things going wrong. And on that note, there does seem to be one straightforward way of avoiding the possibility of a hacked delivery drone delivering a bomb to the White House or something, which is just getting rid of the bloody things. However, capitalism will not abide such good sense, so I guess we’ll just see how this whole thing pans out. *To be clear, we don’t necessarily blame drivers working to insane schedules for doing this; it is frustrating, though.      #Amazon #Delivery #Drones #Involve #Perilous #10Foot #Drop #Users #Posting #Apparent #ResultsAmazon,Prime Air

stories videos have surfaced of late, apparently showing Amazon-branded drones hovering above customers’ driveways/stoops/etc and then just dropping their cargo onto the ground below. In one video, YouTuber Tamara Hancock orders a plastic bottle of blue raspberry syrup—which is apparently a substance one can order—and watches as the drone dumps it unceremoniously on her driveway. She opens the package and, sure enough, the video depicts a smashed and leaking screw top.

Given the unholy racket these things make, you can probably hear them approaching a mile off, so perhaps the best course of action is to just run outside and try to catch your package before it smashes into the ground. This isn’t the seamless service Amazon promised, but then again, it’s not all that different from waiting to hear the delivery driver approaching and then booking it outside to grab your package before he gets a chance to whack the dreaded “Sorry we missed you!” sticker on your door. Plus ça change, etc.

Anyway, it’s not easy to see how this issue might be mitigated. The obvious answer is “hover closer to the ground”, but given delivery robots’ record in failing to detect obstacles in their path, it feels like that strategy would eventually result in a headline like “Florida Grandmother Beheaded by Drone As She Tries to Collect Her Order of Trump Memorabilia.”

All jokes aside, the question of how drones actually avoid doing things like beheading grandmothers is, unsurprisingly, controversial. Last week Chad Butler, a former head of information security at Amazon’s commercial drone program, posted a video about the regulatory regime surrounding drones like the ones Amazon use, which are referred to as “beyond visual line of sight”, or BVLOS, drones. As the name suggests, these are drones that are able to fly autonomously beyond the line of sight of a human operator. Without a human directing them, drones need to be able to ensure they don’t fly into a wall.

Butler explains that there are two competing schools of thought about how to do this. The first requires the use of a system called ADS-B, which maintains a consistent broadcast of the drone’s altitude, heading and air speed, creating a sort of virtual environment that lets every drone know where every other drone is. The second, championed by Amazon, is more like the technology used on ground-based robots—it uses onboard “detect and avoid” systems like camera and radar, which allow drones to “see” what’s around them and navigate themselves around obstacles.

Amazon recently left the Commercial Drone Alliance, which advocates for the first system, and Butler actually endorses his former employer’s stance. He argues that if drones are constantly broadcasting an unencrypted record of their position, and they have no independent on-board methods to verify that position, then it becomes pretty easy for hackers to hijack them by simply spoofing a GPS signal. This scenario certainly sounds credible—and, frankly, kinda frightening. (Reassuringly, Butler says, “This is not a drone problem—it’s a design pattern problem, and I see it everywhere in AI and autonomous system design.” So that’s great.)

Having said that, we’ve seen with ground-based robots that the use of on-board sensors alone is also, um, less than perfect—and if navigating a drone in two dimensions is hard, adding a whole other dimension seems to just increase the difficulty and the chance of things going wrong. And on that note, there does seem to be one straightforward way of avoiding the possibility of a hacked delivery drone delivering a bomb to the White House or something, which is just getting rid of the bloody things. However, capitalism will not abide such good sense, so I guess we’ll just see how this whole thing pans out.

*To be clear, we don’t necessarily blame drivers working to insane schedules for doing this; it is frustrating, though.

#Amazon #Delivery #Drones #Involve #Perilous #10Foot #Drop #Users #Posting #Apparent #ResultsAmazon,Prime Air">Amazon Delivery Drones Involve a Perilous 10-Foot Drop. Users Are Posting the Apparent ResultsAmazon Delivery Drones Involve a Perilous 10-Foot Drop. Users Are Posting the Apparent Results
                It seemed like this might have been a rare week without a “robot doing dumb shit” story—but never fear, because Jeff Bezos’s squadron of airborne delivery drones is here to save the day. Prime Air, Amazon’s drone delivery service, has been rolling out in a number of US cities over the last few months and—surprise!—it looks like they kinda suck compared to their human equivalents. (And that’s really saying something considering those human equivalents’ propensity for running up to your front door, whacking a “Sorry we missed you!” sticker right below the note you left saying “BUZZER DOESN’T WORK—PLEASE CALL THIS NUMBER”, and then driving away.)* Still, whatever else your local Amazon driver might do, one thing they won’t do is casually drop your precious package onto concrete from 10 feet in the air. Amazon’s drones, however…  Several stories videos have surfaced of late, apparently showing Amazon-branded drones hovering above customers’ driveways/stoops/etc and then just dropping their cargo onto the ground below. In one video, YouTuber Tamara Hancock orders a plastic bottle of blue raspberry syrup—which is apparently a substance one can order—and watches as the drone dumps it unceremoniously on her driveway. She opens the package and, sure enough, the video depicts a smashed and leaking screw top.

 Given the unholy racket these things make, you can probably hear them approaching a mile off, so perhaps the best course of action is to just run outside and try to catch your package before it smashes into the ground. This isn’t the seamless service Amazon promised, but then again, it’s not all that different from waiting to hear the delivery driver approaching and then booking it outside to grab your package before he gets a chance to whack the dreaded “Sorry we missed you!” sticker on your door. Plus ça change, etc. Anyway, it’s not easy to see how this issue might be mitigated. The obvious answer is “hover closer to the ground”, but given delivery robots’ record in failing to detect obstacles in their path, it feels like that strategy would eventually result in a headline like “Florida Grandmother Beheaded by Drone As She Tries to Collect Her Order of Trump Memorabilia.”

 All jokes aside, the question of how drones actually avoid doing things like beheading grandmothers is, unsurprisingly, controversial. Last week Chad Butler, a former head of information security at Amazon’s commercial drone program, posted a video about the regulatory regime surrounding drones like the ones Amazon use, which are referred to as “beyond visual line of sight”, or BVLOS, drones. As the name suggests, these are drones that are able to fly autonomously beyond the line of sight of a human operator. Without a human directing them, drones need to be able to ensure they don’t fly into a wall.

  Butler explains that there are two competing schools of thought about how to do this. The first requires the use of a system called ADS-B, which maintains a consistent broadcast of the drone’s altitude, heading and air speed, creating a sort of virtual environment that lets every drone know where every other drone is. The second, championed by Amazon, is more like the technology used on ground-based robots—it uses onboard “detect and avoid” systems like camera and radar, which allow drones to “see” what’s around them and navigate themselves around obstacles. Amazon recently left the Commercial Drone Alliance, which advocates for the first system, and Butler actually endorses his former employer’s stance. He argues that if drones are constantly broadcasting an unencrypted record of their position, and they have no independent on-board methods to verify that position, then it becomes pretty easy for hackers to hijack them by simply spoofing a GPS signal. This scenario certainly sounds credible—and, frankly, kinda frightening. (Reassuringly, Butler says, “This is not a drone problem—it’s a design pattern problem, and I see it everywhere in AI and autonomous system design.” So that’s great.)

 Having said that, we’ve seen with ground-based robots that the use of on-board sensors alone is also, um, less than perfect—and if navigating a drone in two dimensions is hard, adding a whole other dimension seems to just increase the difficulty and the chance of things going wrong. And on that note, there does seem to be one straightforward way of avoiding the possibility of a hacked delivery drone delivering a bomb to the White House or something, which is just getting rid of the bloody things. However, capitalism will not abide such good sense, so I guess we’ll just see how this whole thing pans out. *To be clear, we don’t necessarily blame drivers working to insane schedules for doing this; it is frustrating, though.      #Amazon #Delivery #Drones #Involve #Perilous #10Foot #Drop #Users #Posting #Apparent #ResultsAmazon,Prime Air

It seemed like this might have been a rare week without a “robot doing dumb shit” story—but never fear, because Jeff Bezos’s squadron of airborne delivery drones is here to save the day. Prime Air, Amazon’s drone delivery service, has been rolling out in a number of US cities over the last few months and—surprise!—it looks like they kinda suck compared to their human equivalents. (And that’s really saying something considering those human equivalents’ propensity for running up to your front door, whacking a “Sorry we missed you!” sticker right below the note you left saying “BUZZER DOESN’T WORK—PLEASE CALL THIS NUMBER”, and then driving away.)*

Still, whatever else your local Amazon driver might do, one thing they won’t do is casually drop your precious package onto concrete from 10 feet in the air. Amazon’s drones, however…

Several stories videos have surfaced of late, apparently showing Amazon-branded drones hovering above customers’ driveways/stoops/etc and then just dropping their cargo onto the ground below. In one video, YouTuber Tamara Hancock orders a plastic bottle of blue raspberry syrup—which is apparently a substance one can order—and watches as the drone dumps it unceremoniously on her driveway. She opens the package and, sure enough, the video depicts a smashed and leaking screw top.

Given the unholy racket these things make, you can probably hear them approaching a mile off, so perhaps the best course of action is to just run outside and try to catch your package before it smashes into the ground. This isn’t the seamless service Amazon promised, but then again, it’s not all that different from waiting to hear the delivery driver approaching and then booking it outside to grab your package before he gets a chance to whack the dreaded “Sorry we missed you!” sticker on your door. Plus ça change, etc.

Anyway, it’s not easy to see how this issue might be mitigated. The obvious answer is “hover closer to the ground”, but given delivery robots’ record in failing to detect obstacles in their path, it feels like that strategy would eventually result in a headline like “Florida Grandmother Beheaded by Drone As She Tries to Collect Her Order of Trump Memorabilia.”

All jokes aside, the question of how drones actually avoid doing things like beheading grandmothers is, unsurprisingly, controversial. Last week Chad Butler, a former head of information security at Amazon’s commercial drone program, posted a video about the regulatory regime surrounding drones like the ones Amazon use, which are referred to as “beyond visual line of sight”, or BVLOS, drones. As the name suggests, these are drones that are able to fly autonomously beyond the line of sight of a human operator. Without a human directing them, drones need to be able to ensure they don’t fly into a wall.

Butler explains that there are two competing schools of thought about how to do this. The first requires the use of a system called ADS-B, which maintains a consistent broadcast of the drone’s altitude, heading and air speed, creating a sort of virtual environment that lets every drone know where every other drone is. The second, championed by Amazon, is more like the technology used on ground-based robots—it uses onboard “detect and avoid” systems like camera and radar, which allow drones to “see” what’s around them and navigate themselves around obstacles.

Amazon recently left the Commercial Drone Alliance, which advocates for the first system, and Butler actually endorses his former employer’s stance. He argues that if drones are constantly broadcasting an unencrypted record of their position, and they have no independent on-board methods to verify that position, then it becomes pretty easy for hackers to hijack them by simply spoofing a GPS signal. This scenario certainly sounds credible—and, frankly, kinda frightening. (Reassuringly, Butler says, “This is not a drone problem—it’s a design pattern problem, and I see it everywhere in AI and autonomous system design.” So that’s great.)

Having said that, we’ve seen with ground-based robots that the use of on-board sensors alone is also, um, less than perfect—and if navigating a drone in two dimensions is hard, adding a whole other dimension seems to just increase the difficulty and the chance of things going wrong. And on that note, there does seem to be one straightforward way of avoiding the possibility of a hacked delivery drone delivering a bomb to the White House or something, which is just getting rid of the bloody things. However, capitalism will not abide such good sense, so I guess we’ll just see how this whole thing pans out.

*To be clear, we don’t necessarily blame drivers working to insane schedules for doing this; it is frustrating, though.

#Amazon #Delivery #Drones #Involve #Perilous #10Foot #Drop #Users #Posting #Apparent #ResultsAmazon,Prime Air

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