Labor shortages are still fueling growth at automation firms like GrayMatter

Image Credits: GrayMatter Robotics

Robotics funding has broadly cooled off since its 2021-2022 peaks, but plenty of the issues exposed by the pandemic remain firmly in place. The biggest push behind venture funding in the category is an ongoing labor shortage. Analyst firm Garner forecasts that by 2028, half of large enterprise companies will employ robots in their warehouse and manufacturing processes.

The other key factor that warehouse and logistics robotics has going for it is a proven track record. While many approaches to automation presently have theoretical ROI, warehouse robots are out there doing the work right now, from Amazon on down.

GrayMatter is among those with a proven track record in the field. The Southern Californian firm self-reports that its systems currently produce “a 2~4x improvement in production line productivity [and a] 30% or more reduction in consumable waste.” Big names including 3M currently utilize its systems.

This is all in spite of the fact that GrayMatter is a young company, having only been founded toward the outset of the pandemic in 2020.

“We founded GrayMatter to enhance productivity while prioritizing workforce well-being,” co-founder and CEO Ariyan Kabir says in a release. “With our physics-based AI-powered systems, we are fulfilling our mission while unlocking new levels of efficiency and productivity. With our investors’ support, we are making a real difference for shop workers and addressing the critical labor shortages in manufacturing today.”

What, then, is a “physics-based” robotics system? GrayMatter contrasts its approach from the purely data-driven method used by others. The company explains:

Consider the problem of predicting process output based on the input. If the output is expected to increase with an increase in the input, then the underlying model space is limited, and a smaller amount of data can train it. We don’t need to consider arbitrarily complex models. On the other hand, this requires more complex representations and associated solution generation methods to handle constraints to produce acceptable computational performance. We cannot train a simple neural network with observed input and output data. In this case, there is no guarantee that it would preserve the process constraint if the output used during training is noisy.

Interest in the company has propelled growth. GrayMatter is a regular in our robotics job opening posts. The roundup we posted in May listed 20 open roles, among the highest of those listed.

That growth, in turn, is supported by ongoing funding. On Thursday, GrayMatter announced a $45 million Series B round, led by Wellington Management, with participation from NGP Capital, Euclidean Capital, Advance Venture Partners, SQN Venture Partners, B Capital, Bow Capital, Calibrate Ventures, OCA Ventures and Swift Ventures.

The round nearly doubles the $25 million Series A the company closed in 2022.

peregrine astrobotic ula vulcan. lunar laner loaded in nose of rocket

Astrobotic’s Peregrine lunar lander still operating on orbit, defying all odds

peregrine astrobotic ula vulcan. lunar laner loaded in nose of rocket

Image Credits: Astrobotic (opens in a new window)

Astrobotic’s Peregrine lunar lander is still operating on orbit, with the company saying there is “growing optimism” that the spacecraft could survive in space longer than the current estimate.

The Pittsburgh-based startup has been releasing a series of updates to social media platform X since the spacecraft’s launch in the early hours of Monday morning. Shortly after separating from the launch vehicle, United Launch Alliance’s Vulcan Centaur, engineers immediately started encountering issues. Ultimately, those issues revealed a dire fuel leak in the spacecraft’s propellant system.

But despite all odds, Peregrine has been operational in space for more than four days, and the estimated operational time remaining continues to extend. Two days ago, Astrobotic said the spacecraft has around 36 hours of propellant remaining; but today, the company updated that estimate to 52 hours remaining as the leak continues to slow.

Astrobotic has also managed to receive critical data from many of the payloads on board, including scientific payloads from NASA, the German Aerospace Center and the European Space Agency. The company said yesterday that it has received data from all of the payloads designed to communicate with the lander, and has provided power to the 10 payloads requiring it. The remaining 10 payloads on board are passive, and do not require power or communications from the spacecraft.

“These payloads have now been able to prove operational capability in space and payload teams are analyzing the impact of this development now,” Astrobotic said in a statement. “We are proud of the mission team for achieving this incredible feat under such challenging circumstances.”

While a soft landing on the moon is still off the table, and a shortened lifetime is still a certainty due to the leak, extending the operational life is no doubt still a boon for both the Astrobotic team and the payload contributors.

peregrine astrobotic ula vulcan. lunar laner loaded in nose of rocket

Astrobotic’s Peregrine lunar lander still operating on orbit, defying all odds

peregrine astrobotic ula vulcan. lunar laner loaded in nose of rocket

Image Credits: Astrobotic (opens in a new window)

Astrobotic’s Peregrine lunar lander is still operating on orbit, with the company saying there is “growing optimism” that the spacecraft could survive in space longer than the current estimate.

The Pittsburgh-based startup has been releasing a series of updates to social media platform X since the spacecraft’s launch in the early hours of Monday morning. Shortly after separating from the launch vehicle, United Launch Alliance’s Vulcan Centaur, engineers immediately started encountering issues. Ultimately, those issues revealed a dire fuel leak in the spacecraft’s propellant system.

But despite all odds, Peregrine has been operational in space for more than four days, and the estimated operational time remaining continues to extend. Two days ago, Astrobotic said the spacecraft has around 36 hours of propellant remaining; but today, the company updated that estimate to 52 hours remaining as the leak continues to slow.

Astrobotic has also managed to receive critical data from many of the payloads on board, including scientific payloads from NASA, the German Aerospace Center and the European Space Agency. The company said yesterday that it has received data from all of the payloads designed to communicate with the lander, and has provided power to the 10 payloads requiring it. The remaining 10 payloads on board are passive, and do not require power or communications from the spacecraft.

“These payloads have now been able to prove operational capability in space and payload teams are analyzing the impact of this development now,” Astrobotic said in a statement. “We are proud of the mission team for achieving this incredible feat under such challenging circumstances.”

While a soft landing on the moon is still off the table, and a shortened lifetime is still a certainty due to the leak, extending the operational life is no doubt still a boon for both the Astrobotic team and the payload contributors.

TikTok logo encircled by a "prohibited" symbol

Some IRS employees still access TikTok despite ban on government devices

TikTok logo encircled by a "prohibited" symbol

Image Credits: TechCrunch

The TikTok ban on U.S. government devices is proving hard to enforce. A month after the IRS was found to be in non-compliance with the federally mandated ban on the Beijing-based video app, two Republican senators are asking the IRS why it’s still allowing some of the agency’s employees to access the social network, and what that means for the security of Americans’ IRS data.

The letter, announced today, was sent to the IRS on Thursday by U.S. Senators Marsha Blackburn (R-TN), a member of the Subcommittee on Taxation and IRS Oversight, and John Thune (R-SD), ranking member of the Subcommittee on Taxation and Internal Revenue Service (IRS) Oversight. In it, they press the IRS to respond to questions about why the ban is not being upheld, suggesting that the confidential nature of taxpayer data could be compromised by TikTok’s data collection practices.

In fact, The Wall Street Journal reported today that TikTok employees still sometimes shared data with their China-based parent company ByteDance, despite the operation code-named “Project Texas” that TikTok implemented to keep U.S. user data on Oracle servers in the states. That initiative had been designed to convince the U.S. government that U.S. user data was safe. The WSJ found that, instead, managers would sometimes instruct employees at TikTok to share data with others through unofficial channels, including private data, like a user’s email, birth date or IP address.

The timing of the report around IRS use of TikTok may raise concern among lawmakers that TikTok’s U.S. user data isn’t as protected as once hoped. It also demonstrates how unenforceable such bans could be amid the U.S. government’s bureaucracy and red tape, offering a preview of what it could be like to enforce such a ban at the federal level for all Americans — a move that some politicians from both parties believe should take place.

As for the IRS, a report from the Treasury Inspector General for Tax Administration (TIGTA) last month found that the IRS’ Criminal Investigation unit’s staff were still able to access TikTok on both their computers and mobile devices, long after The Office of Management and Budget (OMB) issued its “No TikTok on Government Devices” guidance in February 2023. The IRS hadn’t asked for the Criminal Investigation division to be exempt from the ban through official channels, nor had it cut off employees’ TikTok access, the report said.

The IRS countered it didn’t need an exception because the TikTok app was only used via third-party software — in other words, their devices weren’t directly connecting with TikTok. It also pushed back at the idea that the Criminal Investigation division chief should come up with a plan to fully cut off employee access to the app, saying it would use its own internal process to determine exceptions. In total, 2,800 mobile devices in the division were found to be able to access TikTok, TIGTA said.

In other areas, the IRS largely complied with the ban. When TIGTA found that TikTok was accessible on 23 phones used by employees in the Communications and Liaison group, which monitors social media, they were cut off from the app. The agency also said that it would update its “Bring Your Own Device” (BYOD) policy guidance to align with the ban by October 2024.

In the senators’ letter to TikTok, they pressed the IRS on its delay for implementing the ban within its BYOD program and the exception made for Criminal Investigation staff, writing, “Not only has the IRS failed to comply with the law, but its lack of action with regard to implementation of the No TikTok on Government Devices Act has potentially compromised confidential taxpayer information located on devices that have TikTok, which has close ties to the Chinese Communist Party and alarming data practices.”

The letter asks the IRS to respond to a series of questions by February 8, 2024. These include questions about how many IRS employees use their own devices, how many of those access TikTok with the same devices they use for IRS-related functions and what security protocols IRS employees must follow to protect taxpayer data, among other things. The senators also want to know if the IRS has removed TikTok from the Criminal Investigation mobile devices, and why they needed it in the first place.

TikTok has been asked for comment, but one was not provided by the time of publication.

The IRS is only one facet of the wider U.S. TikTok ban on government devices, which last February gave government agencies 30 days to ensure they no longer had the app on their employees’ phones and computers. The order had followed similar bans from dozens of U.S. states and others from outside the U.S., including the EU, Canada, India and more. However, many bans are being challenged in the courts. For instance, Montana’s ban on TikTok is now on hold, a federal judge ruled last month.

Letter to Daniel Werfel Commissioner, Internal Revenue Service by TechCrunch on Scribd

Hester Peirce, commissioner of the U.S. Securities and Exchange Commission at Georgetown University’s McDonough School of Business 2024

SEC’s Hester Peirce still plans to push for a token ‘safe harbor’ plan

Hester Peirce, commissioner of the U.S. Securities and Exchange Commission at Georgetown University’s McDonough School of Business 2024

Image Credits: Crescite Innovation Corporation (opens in a new window)

The work of creating crypto- and investor-friendly legal frameworks in the United States continues. Thankfully for the web3 community, they have friends in high places.

It’s been almost three years since Hester Peirce, a commissioner of the U.S. Securities and Exchange Commission (SEC), released her updated Token Safe Harbor Proposal 2.0.

While the proposal hasn’t made headway in its prior forms, the commissioner is not giving up. “I think we would definitely need a 3.0 version if the government wants to keep crypto innovation alive in the U.S.,” she said during an exclusive fireside chat with TechCrunch at Georgetown University’s McDonough School of Business.

“There’s room for something to address the legitimate concerns that crypto-skeptics have, while addressing the legitimate concerns of innovators,” Peirce added.

The proposal’s previous versions aimed to “answer the question a lot of people had” surrounding the issuance of tokens, Peirce said. She explained that she built an earlier iteration of the concept after the initial coin offering (ICO) boom of 2017, when a lot of startups launched their own tokens, and there was “not a lot of disclosure around them.”

The safe harbor plan aimed to provide initial development teams with a three-year grace period during which they could participate in and create a decentralized network and be exempt from “registration provisions of the federal securities laws so long as certain conditions are met,” according to a GitHub document.

Peirce’s proposal aimed to require people to make disclosures for the initial period when they were selling tokens. From there, the idea was that “if the blockchain was really decentralized, so that no one had any more information [i.e., insider information] than anyone else, the disclosures wouldn’t be necessary anymore because all the information would be out there and available to anyone.”

While the commissioner said she hasn’t laid out the details for 3.0 yet, she is open to people tossing ideas her way. “I welcome ideas not only on the Token Safe Harbor, but more generally — if the SEC were to wake up tomorrow and say, ‘We want to take a more productive approach,’ what would ideas look like [and] where would we need to spend our time?”

It’s unreasonable to expect a new token project to have the same kind of disclosures and legal understanding as a company that’s been around for 15 years and is doing an IPO, Peirce thinks. “There’s just a real mismatch between the expectations that some people would like to put on these token projects and the reality,” Peirce said. “The result is, we end up in the worst of both worlds: We don’t get any disclosure and we get companies moving outside the U.S.”

Crypto’s developer ecosystem is continuing to expand globally, with 74% of developers outside of North America, according to Maria Shen, general partner at Electric Capital. As a result, the share of U.S. blockchain active developers declined to 24% last year, down from 40% in 2017, and fell 5% from the previous year, according to the firm’s 2023 developer report.

The US is losing crypto talent as blockchain devs seek safer havens

“I think the message that has been sent is that it’s really complicated to do business in the U.S.,” Peirce said. “So a lot of people are looking elsewhere or looking to just do something different, and I think that’s problematic.”

If there aren’t clear rules, it makes it harder for both startups and regulators to sort through what’s good versus bad “by the book,” she added.

“People spend a lot of time spinning their wheels thinking about regulation, which they could spend thinking about what real things could be done with the technology,” Peirce said.

She joked that it would be “very optimistic” to assume there’s a “new day dawning at the SEC” after the agency approved 11 spot bitcoin ETF issuers last month. But on the flip side, she added, “We need to be ready to go when that day happens.”

This story was inspired by an episode of TechCrunch’s podcast Chain Reaction. Subscribe to Chain Reaction on Apple Podcasts, Spotify or your favorite pod platform to hear more stories and tips from the entrepreneurs building today’s most innovative companies.

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Apple MacBook Air M3

Apple M3 MacBook Air review: Still the best Mac for most

Apple MacBook Air M3

Image Credits: Brian Heater

Before we go any further, a question: What makes a computer an AI computer? Is it simply the ability to execute AI-powered tasks? To run LLMs locally? Is it something deeper? Is any computer that is capable of running any form of artificial intelligence/machine learning fundamentally an AI computer?

It’s a simple question on the face of it. But the truth is, we’ll probably never have a satisfying answer. Still, it’s important to calibrate as we head deeper into the year of “AI everything.”

If you’ve been playing along at home, you weren’t too surprised when Apple humbly crowned the new M3 MacBook Air as the “World’s Best Consumer Laptop for AI” in a recent press release. The qualifications “laptop” and “consumer” are primarily meant to distinguish the new notebooks from other Apple products, which one assumes are the best AI desktop and laptop, respectively.

It’s not so much that there’s anything inherent to this update that makes the new 13- and 15-inch MacBook Air an AI powerhouse, per Apple’s description. Rather, it’s the implication that the building blocks have been there the whole time — specifically in the form of the Neural Engine. This element has been a fixture of Mac silicon for years but often gets overshadowed by the CPU and GPU, which are generally easier for both consumers and reviewers to wrap their brains around.

The feature is harder to quantify in terms of real-world performance versus, say, a graphics chip but is perhaps best understood as something along the lines of a GPU targeting machine learning. It’s been clear for some time that this will be an increasingly essential aspect of day-to-day computing, a fact that the arrival of ChatGPT and its ilk has brought into sharp focus for many consumers.

So, what is an “AI laptop” anyway?

Image Credits: Brian Heater

Apple is leaning so heavily into the concept for the same reason Samsung positioned the S24 as the industry’s first “AI phone” and why Google referred to the Pixel 8 Pro as “the first smartphone with AI built in” last year: zeitgeist. These are marketing concepts to a large extent, but they’re a good barometer for where the industry’s collective head is at.

The sudden explosion of generative AI has transformed artificial intelligence from abstract and theoretical to concrete and tangible for many. Naturally, everyone wants a piece of it. You can expect Apple to lean into the notion even more heavily when the iPhone 16 launches later this year. After all, machine learning has been an important aspect of features like computational photography for some time.

As of right now, however, Apple can’t tell exactly the story it wants to tell. The company’s generative AI narrative is — at the moment — one of delayed gratification. During Apple’s most recent quarterly earnings call, Tim Cook promised “groundbreaking innovation” in the generative AI field, adding, “We continue to spend a tremendous amount of time and effort and we’re excited to share the details of our ongoing work in that space later this year.”

Image Credits: Brian Heater

Apple is no doubt investing boatloads into the category, even funneling members of its ill-fated automotive team into the space. Given the head start currently enjoyed by the competition, however, hardware is something Apple can point to in the here and now. Some of this also likely stems from the fact that the new Airs aren’t fundamentally new pieces of hardware. Rather, they’re refreshes with new(ish) silicon.

That’s to be expected. The Mac line has seen a LOT of change over the past four years. All of that work came together in a brilliant way with last year’s Air models. I don’t hesitate to call them the best consumer laptop Apple has ever made. Depending on where your operating system allegiances lie, it’s not a stretch to call them the best laptops for most people, full stop. They’re not perfect — sacrificing certain “Pro” features for the sake of weight and size has been a longtime feature of the line — but many or most of them are things the average consumer won’t realize are missing.

Mainstreaming the Air

Image Credits: Brian Heater

The 2023 Air benefited greatly from Apple’s work on first-party silicon through the M line of chips, coupled with learning from past stumbles like faulty keyboards and the largely DOA Touch Bar. The end product felt like precisely the MacBook so many of us wanted for so long: lightweight and powerful, with great battery life and a reasonable (in Mac terms) price point, starting at $1,099 for the 13- and $1,299 for the 15-inch. If anything, the line has cemented the Pro as a niche product by comparison, as the Air has replaced the standard MacBook as the model for most.

As a professional writer, I consider myself to be in a fairly creative field. I record and edit podcasts every week, along with the occasional video. I get to test all sorts of laptops for this gig, and I keep coming back to the Air. Certainly my frequent work travel plays a considerable role in the tech I choose, along with some newfound degenerative back problems.

For my money, the 15-inch model gracefully balances the line between screen size and portability. At 3.3 pounds, it never felt like a burden carrying on my back all last week at Mobile World Congress and (don’t tell the Delta flight attendant), it sits comfortably in the seatback pocket.

Image Credits: Brian Heater

There are really only two things that make me miss the Pro at all. The first is the port problem. Both Air models have a pair of USB-C/Thunderbolt 3 ports next to the MagSafe connector. There are times when things get bunched up over there, making me miss the 16-inch Pro’s three ports. That in itself isn’t enough to get me to switch. Nor, for that matter, are the times I miss having an SD slot. Dongles are a pain, but they’re very much part of the modern condition in Apple land. If I was constantly shooting with an SLR, however, I would likely be telling a different story.

Now, the port math changes considerably depending on your home/office setup. I’m lucky (or, perhaps, foolish) enough to have a desktop system at home. Much like the Pro models, this is probably overkill for many or most, especially when factoring in (1) cost and (2) the fact that the M3 chip has support for two external monitors.

Image Credits: Brian Heater

The iPad may have eaten into Mac’s market share among more casual users, but as the laptop line has gotten more powerful, it’s supplanted the need for a devoted desktop for many. There’s great versatility in a device you can travel the world with, take home and dock into a pair of external monitors. In the case of the Studio Display, the process is as simple as connecting to the Thunderbolt port and closing the laptop hood. Not much configuration is needed beyond that, and suddenly you’ve got a ton of screen real estate and an array of freed up ports on the backs of the monitors.

Given the power and performance of even the standard M3, there really is not a compelling reason not to. This is one of the great paradoxes of Apple silicon: The more powerful it becomes at the base, the more niche the high-end devices become for most users.

The only real caveat to all of this is gaming. Apple would never have admitted it, but the $300 billion-odd industry has been an afterthought for most of the Mac’s life. In spite of an early advantage, Apple was lapped and ultimately left behind by the industry. For decades, gaming on the Mac seemed like a lost cause. If you wanted to play anything much more complicated than solitaire, you bought a Windows machine or console. This isn’t to say that Apple’s caught up by any meaningful metric (the gaming library still can’t hold a candle to Windows), but a combination of first-party silicon, Metal and development for the iPhone has, at the very least, put the company back in the conversation for those who want to move beyond mobile.

If gaming is your number one raison d’être, a Mac probably isn’t on your list. If, however, AAA gaming is a slice of your overall computer needs, you can reasonably have that itch scratched. It’s true that the macOS library still pales in comparison to Windows, but Apple has begun remedying that with some day and date releases from big-name studios.

Erring on the side of Air

Image Credits: Apple

The M3 arrived last year as part of Apple’s “Scary Fast” (it was the day before Halloween, mind) event. The company bucked its standard silicon release cadence by introducing three versions at once: the M3, M3 Pro and M3 Max. One gets the sense that ramping up production, coupled with the ongoing supply chain issues of the past four years, has done a number on the release road map.

A refreshed 24-inch iMac was the recipient of the base M3, while new MacBook Pros got the M3, Pro and Max. The base M3 features an 8-core CPU, 8-core GPU (upgradable to 10-core) and 16-core neural engine. Both the 13- and 15-inch models have 8GB of RAM by default, configurable up to 24GB. Likewise, the 256GB of storage goes up to 2TB.

Image Credits: Brian Heater

In fact, beyond display size (technically 13.6- and 15.3-inch, respectively) and starting price, there’s not much in the way of distinction between the two machines. This much was clear last year, when the 15-inch model was announced several months after the 13-inch, sporting the same M2 chip. This joint announcement puts the two models on the same refresh cycle, where they should be.

Even more pronounced is the very narrow gulf between the base 15-inch Air and 14-inch Pro. The specs are near-identical across the board, save for stated 22 hours of battery to the Air models’ 18 hours (you have more room to navigate with a thicker, heavier machine). The Pro also sports a Liquid Retina XDR display, which packs 3024 x 1964 pixels into less screen real estate than the Air’s 2880 x 1864.

It’s hard to recommend the base Pro over the Air. The math changes if you feel the need to upgrade to the M3 Pro, however. At that point you’ll also want to factor in the fact that (somewhat ironically) the Airs are fanless, meaning there’s going to be a thermal bottleneck when you really start pushing the machine. That said, Apple loves to point out how difficult it is to trigger the fan during daily use, meaning most Air users won’t be bothered by its absence most of the time.

Still the best MacBook for most

Image Credits: Brian Heater

When it arrived last year, we declared the 13-inch the best MacBook for most. Since then, it only saw a true challenger in the form of the 15-inch model, which has since become my daily driver. The Air inherited the throne of true mainstream devices from the standard MacBook, and as they’ve flourished, Pro models have increasingly shifted to the margin. The only major change here is the upgraded chip, making the 2024 model little more than a refresh.

In the world of consumer electronics, that’s to be expected. Apple created the best-ever MacBook with the 2023 Air. It was a perfect storm of powerful silicon, great industrial design and lessons learned from recent hardware stumbles. Given all that, it’s ultimately for the best that the company stuck to the formula here. As for the whole “World’s Best Consumer Laptop for AI” bit — that’s pure marketing. Intel made the same claim at the end of last year with its new Meteor Lake chips.

As far as generative AI’s current consumer reach, most modern laptops and phones  are — at very least — serviceable. For now, the conversation largely centers on future-proofing systems for the great leaps to come. It’s certainly something top of mind for Apple, as the company looks to make its first major announcements on the subject later this year (June’s WWDC seems as good a time as any).

Great strides have been made in bringing generative AI to consumers. The day-to-day usefulness of such platforms is another question entirely, but getting the most out of them will require capable machines, and the new Airs fit the bill. There’s novelty in the ability to run large language models (LLMs) locally, though most consumers will continue to rely on cloud-based processing when they use these models.

Programmers who really want to dive in will likely be eyeing Pro models and other high-end machines. For most consumers, however, the Air continues to be the best MacBook — and it’s not even close.

a pattern of the X (formerly Twitter) logo on a cracked wall

X users are still complaining about arbitrary shadowbanning

a pattern of the X (formerly Twitter) logo on a cracked wall

Image Credits: TechCrunch

Users of Elon Musk-owned X (formerly Twitter) continue complaining the platform is engaging in shadowbanning — aka restricting the visibility of posts by applying a “temporary” label to accounts that can limit the reach/visibility of content — without providing clarity over why it’s imposed the sanctions.

Running a search on X for the phrase “temporary label” shows multiple instances of users complaining about being told they’ve been flagged by the platform; and, per an automated notification, that the reach of their content “may” be affected. Many users can be seen expressing confusion as to why they’re being penalized — apparently not having been given a meaningful explanation as to why the platform has imposed restrictions on their content.

Complaints that surface in a search for the phrase “temporary label” show users appear to have received only generic notifications about the reasons for the restrictions — including a vague text in which X states their accounts “may contain spam or be engaging in other types of platform manipulation”.

The notices X provides do not contain more specific reasons, nor any information on when/if the limit will be lifted, nor any route for affected users to appeal against having their account and its contents’ visibility degraded.

“Yikes. I just received a ‘temporary label’ on my account. Does anyone know what this means? I have no idea what I did wrong besides my tweets blowing up lately,” wrote X user, Jesabel (@JesabelRaay), who appears to mostly post about movies, in a complaint Monday voicing confusion over the sanction. “Apparently, people are saying they’ve been receiving this too & it’s a glitch. This place needs to get fixed, man.”

“There’s a temporary label restriction on my account for weeks now,” wrote another X user, Oma (@YouCanCallMeOma), in a public post on March 17. “I have tried appealing it but haven’t been successful. What else do I have to do?”

“So, it seems X has placed a temporary label on my account which may impact my reach. ( I’m not sure how. I don’t have much reach.),” wrote X user, Tidi Grey (@bgarmani) — whose account suggests they’ve been on the platform since 2010 — last week, on March 14. “Not sure why. I post everything I post by hand. I don’t sell anything spam anyone or post questionable content. Wonder what I did.”

The fact these complaints can be surfaced in search results means the accounts’ content still has some visibility. But shadowbanning can encompass a spectrum of actions — with different levels of post downranking and/or hiding potentially being applied. So the term itself is something of a fuzzy label — reflecting the operational opacity it references.

Musk, meanwhile, likes to claim defacto ownership of the baton of freedom of speech. But since taking over Twitter/X the shadowbanning issue has remained a thorn in the billionaire’s side, taking the sheen off claims he’s laser-focused on championing free expression. Public posts expressing confusion about account flagging suggest he’s failed to resolve long-standing gripes about random reach-sanctions. And without necessary transparency on these content decisions there can be no accountability.

Bottom line: You can’t credibly claim to be a free speech champion while presiding over a platform where arbitrary censorship continues to be baked in.

Last August, Musk claimed he would “soon” address the lack of transparency around shadowbanning on X. He blamed the problem being hard to tackle on the existence of “so many layers of ‘trust & safety’ software that it often takes the company hours to figure out who, how and why an account was suspended or shadowbanned” — and said a ground-up code rewrite was underway to simplify this codebase.

But more than half a year later complaints about opaque and arbitrary shadowbanning on X continue to roll in.

Lilian Edwards, an Internet law academic at the University of Newcastle, is another user of X who’s recently been affected by random restrictions on her account. In her case the shadowbanning appears particularly draconian, with the platform hiding her replies to threads even to users who directly follow her (in place of her content they see a “this post is unavailable” notice). She also can’t understand why she should be targeted for shadowbanning.

On Friday, when we were discussing the issues she’s experiencing with visibility of her content on X, her DM history appeared to have been briefly ‘memoryholed’ by the platform, too — with our full history of private message exchanges not visible for at least several hours. The platform also did not appear to be sending the standard notification when she sent DMs, meaning the recipient of her private messages would need to be manually checking to see if there was any new content in the conversation, rather than being proactively notified she had sent them a new DM.

She also told us her ability to RT (i.e repost) others’ content seems to be affected by the flag on her account which she said was applied last month.

Edwards, who has been on X/Twitter since 2007, posts a lot of original content on the platform — including lots of interesting legal analysis of tech policy issues — and is very obviously not a spammer. She’s also baffled by X’s notice about potential platform manipulation. Indeed, she said she was actually posting less than usual when she got the notification about the flag on her account as she was on holiday at the time.

“I’m really appalled at this because those are my private communications. Do they have a right to down-rank my private communications?!” she told us, saying she’s “furious” about the restrictions.

Another X user — a self professed “EU digital policy nerd”, per his platform biog, who goes by the handle @gateklons — has also recently been notified of a temporary flag and doesn’t understand why.

Discussing the impact of this, @gateklons told us: “The consequences of this deranking are: Replies hidden under ‘more replies’ (and often don’t show up even after pressing that button), replies hidden altogether (but still sometimes showing up in the reply count) unless you have a direct link to the tweet (e.g. from the profile or somewhere else), mentions/replies hidden from the notification tab and push notifications for such mentions/replies not being delivered (sometimes even if the quality filter is turned off and sometimes even if the two people follow each other), tweets appearing as if they are unavailable even when they are, randomly logging you out on desktop.”

@gateklons posits that the recent wave of X users complaining about being shadowbanned could be related to X applying some new “very erroneous” spammer detection rules. (And, in Edwards’ case, she told us she had logged into her X account from her vacation in Morocco when the flag was applied — so it’s possible the platform is using IP address location as a (crude) signal to factor into detection assessments, although @gateklons said they had not been travelling when their account got flagged.)

We reached out to X with questions about how it applies these sort of content restrictions but at the time of writing we’d only received its press email’s standard automated response — which reads: “Busy now, please check back later.”

Judging by search results for “temporary label”, complaints about X’s shadowbanning look to be coming from users all over the world (who are from various points on the political spectrum). But for X users located in the European Union there’s now a decent chance Musk will be forced to unpick this Gordian Knot — as the platform’s content moderation policies are under scrutiny by Commission enforcers overseeing compliance with the bloc’s Digital Services Act (DSA).

X was designated as a very large online platform (VLOP) under the DSA, the EU’s content moderation and online governance rulebook, last April. Compliance for VLOPs, which the Commission oversees, was required by late August. The EU went on to open a formal investigation of X in December — citing content moderation issues and transparency as among a longer list of suspected shortcomings.

That investigation remains ongoing but a spokesperson for the Commission confirmed “content moderation per se is part of the proceedings”, while declining to comment on the specifics of an ongoing investigation.

“As you know, we have sent Requests for Information [to X] and, on December 18, 2023, opened formal proceedings into X concerning, among other things, the platform’s content moderation and platform manipulation policies,” the Commission spokesperson also told us, adding: “The current investigation covers Articles 34(1), 34(2) and 35(1), 16(5) and 16(6), 25(1), 39 and 40(12) of the DSA.”

Article 16 sets out “notice and action mechanism” rules for platforms — although this particular section is geared towards making sure platforms provide users with adequate means to report illegal content. Whereas the content moderation issue users are complaining about in respect to shadowbanning relates to arbitrary account restrictions being imposed without clarity or a route to seek redress.

Edwards points out that Article 17 of the pan-EU law requires X to provide a “clear and specific statement of reasons to any affected recipients for any restriction of the visibility of specific items of information” — with the law broadly draft to cover “any restrictions” on the visibility of the user’s content; any removal of their content; the disabling of access to content or demoting content.

The DSA also stipulates that a statement of reasons must — at the least — include specifics about the type of shadowbanning applied; the “facts and circumstances” related to the decision; whether there was any automated decisions involved in flagging an account; details of the alleged T&Cs breach/contractual grounds for taking the action and an explanation of it; and “clear and user-friendly information” about how the user can seek to appeal.

In the public complaints we’ve reviewed it’s clear X is not providing affected users with that level of detail. Yet — for users in the EU where the DSA applies — it is required to be so specific. (NB: Confirmed breaches of the pan-EU law can lead to fines of up to 6% of global annual turnover.)

The regulation does include one exception to Article 17 — exempting a platform from providing the statement of reasons if the information triggering the sanction is “deceptive high-volume commercial content”. But, as Edwards points out, that boils down to pure spam — and literally to spamming the same spammy content repeatedly. (“I think any interpretation would say high volume doesn’t just mean lots of stuff, it means lots of more or less the same stuff — deluging people to try to get them to buy spammy stuff,” she argues.) Which doesn’t appear to apply here.

(Or, well, unless all these accounts making public complaints have manually deleted loads of spammy posts before posting about the account restrictions — which seems unlikely for a range of factors, such as the volume of complaints; the variety of accounts reporting themselves affected; and how similarly confused-sounding users’ complaints are.)

It’s also notable that even X’s own boilerplate notification doesn’t explicitly accuse restricted users of being spammers; it just says there “may” be spam on their accounts or some (unspecified) form of platform manipulation going on (which, in the latter case, walks further away from the Article 17 exemption, unless it’s also platform manipulated related to “deceptive high-volume commercial content”, which would surely fit under the spam reason so why even bother mentioning platform manipulation?).

X’s use of a generic claim of spam and/or platform manipulation slapped atop what seem to be automated flags could be a crude attempt to circumvent the EU law’s requirement to provide users with both a comprehensive statement of reasons about why their account has been restricted and a way to for them to appeal the decision.

Or it could just be that X still hasn’t figured out how to untangle legacy issues attached to its trust and safety reporting systems — which are apparently related to a reliance on “free-text notes” that aren’t easily machine readable, per an explainer by Twitter’s former head of trust and safety, Yoel Roth, last year, but which are also looking like a growing DSA compliance headache for X — and replace a confusing mess of manual reports with a shiny new codebase able to programmatically parse enforcement attribution data and generate comprehensive reports.

As has previously been suggested, the headcount cuts Musk enacted when he took over Twitter may be taking a toll on what it’s able to achieve and/or how quickly it can undo knotty problems.

X is also under pressure from DSA enforcers to purge illegal content off its platform — which is an area of specific focus for the Commission probe — so perhaps, and we’re speculating here, it’s doing the equivalent of flicking a bunch of content visibility levers in a bid to shrink other types of content risks — but leaving itself open to charges of failing its DSA transparency obligations in the process.

Either way, the DSA and its enforcers are tasked with ensuring this kind of arbitrary and opaque content moderation doesn’t happen. So Musk & co are absolutely on watch in the region. Assuming the EU follows through with vigorous and effective DSA enforcement X could be forced to clean house sooner rather than later, even if only for a subset of users located in European countries where the law applies.

Asked during a press briefing last Thursday for an update on its DSA investigation into X, a Commission official pointed back to a recent meeting between the bloc’s internal market commissioner Thierry Breton and X CEO Linda Yaccarino, last month, saying she had reiterated Musk’s claim that it wants to comply with the regulation during that video call. In a post on X offering a brief digest of what the meeting had focused on, Breton wrote that he “emphasised that arbitrarily suspending accounts — voluntarily or not — is not acceptable”, adding: “The EU stands for freedom of expression and online safety.”

Balancing freedom and safety may prove to be the real Gordian Knot. For Musk. And for the EU.

Musk says X will address shadowbanning ‘soon,’ but former Trust & Safety exec explains why that will be difficult

Elon Musk’s X faces first DSA probe in EU over illegal content risks, moderation, transparency and deceptive design

Maven Ventures, Jim Scheinman, Sara Deshpande, Robert Ravanshenas, consumer tech, venture capital

Consumer tech investing is still hot for Maven Ventures, securing $60M for Fund IV

Maven Ventures, Jim Scheinman, Sara Deshpande, Robert Ravanshenas, consumer tech, venture capital

Image Credits: Maven Ventures / Maven Ventures partners, from left, Jim Scheinman, Sara Deshpande and Robert Ravanshenas

When prolific venture capital firms Andreessen Horowitz and Lerer Hippeau announced in early 2024 they were pivoting away from consumer tech, it sparked a social media debate about whether there are still opportunities.

Maven Ventures’ Jim Scheinman and Sara Deshpande say “yes.” And to prove it, they raised $60 million in capital commitments for a fourth fund to back “massive consumer tech trends.”

They say “massive” because this is the firm that seeded companies like videoconferencing giant Zoom and autonomous vehicle maker Cruise. Scheinman, founding managing partner, is even credited for coming up with the Zoom name.

As to the notion that no one wants to invest in consumer tech anymore, Scheinman told TechCrunch “it’s not true.” Like other sectors, this one also has cycles where consumers either think something is “the coolest thing ever” or “the worst.”

Consumer tech is in the trough of the cycle, Scheinman said. As such, he believes this is the best time to be an investor. “It’s less noisy, and there is a lot less competition as less people try to invest,” he said.

When he started investing, the internet was the first major platform. Then came mobile, then cloud and AWS. Scheinman thought web3 was going to be the next thing, but that was eclipsed by artificial intelligence. Jumping in, Maven will be there helping to build the next game-changing health AI company or robotics AI consumer business, he said.

“This is absolutely the time when multibillion-dollar companies are born, from now to over the next three to four years,” Scheinman said. “There are dozens of companies that you’ve never heard of that will be household names with the likes of Zoom, Cruise and Facebook. This is the time to invest in it.”

Any new portfolio business will be in good company. Overall, 16% of Maven’s portfolio companies have reached a minimum $500 million exit or valuation, which is 10x industry average, Scheinman and Deshpande, general partner, told TechCrunch.

Scheinman started the firm in 2013 and brought in Deshpande soon after to focus on consumer AI and personalized medicine. They brought in investment partner Robert Ravanshenas in 2015, and again in 2020 after a stint in a startup operating role, to focus on fintech, longevity and consumer AI.

Together the trio remains committed to seeding similar consumer tech trends, including applications of AI, personalized healthcare, climate and sustainability, family technology and fintech.

Fund IV brings total assets under management to $200 million and more than 50 total investments. The firm makes six to eight investments each year, writing average check sizes between $1 million and $1.5 million.

Maven invested in seven new companies so far from the new fund, including Medeloop, a platform to help improve clinical research; Lutra AI, a startup that creates AI workflows from natural language; and AI agent company MultiOn.

A big theme for this new fund is investing in founders that have unique insight around how this technology can improve life for consumers. In addition, “figuring how, with this new emergence and improvement in AI technology, do we envision that we can actually improve life for consumers all the way to the consumer,” Deshpande said.

“Consumer trends will never go away,” Deshpande said. “Consumers are the spending engine of a healthy economy. We are all consumers. For us, it’s really this knack of being able to see what is changing consumer behavior or a new technology that can massively impact people’s lives. Founders come to us with an amazing vision worth fighting for, and that’s the type of stuff we’re spending a lot of time on right now.”

Consumer tech is bound for a comeback among unicorns, but maybe not just yet

Businessman standing in the mountains watching the distance

Despite recent successes, IPO market still won't fully open until 2025

Businessman standing in the mountains watching the distance

Image Credits: z_wei / Getty Images

This year already proved that startups are willing to go public in a less-than-ideal market — and get rewarded for it, too. But bankers, lawyers and investors said the recent IPO successes aren’t enough to foster more than a dozen tech IPOs this year.

“I don’t think we will have the floodgates open like I might have thought,” Greg Martin, co-founder and managing director at Rainmaker Securities, told TechCrunch. “The trickle was delayed; I thought it would happen sooner in Q1. Because of that, I think the floodgates can’t open til 2025, but we could have a healthy flow of 10 to 15 companies for the year.”

Jeremy Glaser, a lawyer and co-chair of Mintz’s venture capital and emerging companies practice, said that despite how the recent IPOs have performed thus far, people need more data than just a few weeks, or a month, of trading to feel confident.

Looking at how Klaviyo and Instacart are performing today shows why people remain cautious. Klaviyo is currently trading at a $5.94 billion market cap, down from its $9.2 billion IPO price. Instacart is faring better, but still trading under its initial IPO price of $9.9 billion. It’s currently trading at $9.47 billion.

“I’ve lived through a lot of IPO cycles, you really do need an extended period of time where you are seeing multiple IPOs staying above the IPO price,” Glaser said. “I don’t know if we are there yet. We have some positive signs but we need to see more companies staying above the IPO price for an extended amount of time.”

Timing plays a big factor here, too, due to the election. If a couple of companies had come out and made their public debuts at the beginning of the year — and had they done well — it might have given other companies enough time and confidence to get through a full S-1 process before the election. But due to the timing of the recent IPOs, companies would be crunched for time.

Martin added that despite the successes, he’s not sure this is really a good market to go out in anyway. Interest rates aren’t being cut the way many predicted and were hoping for this year, and Martin isn’t convinced that the economy is fully in the clear yet after 2022’s bear market — especially with uncertainty about how the markets will react after the election in November.

“I still feel like recession is not out of the woods yet,” Martin said. “We had, what, 1% growth in Q1? Mostly macro economic factors, it feels like the market is sensing relative stability right now but there [are] a lot of things that could turn that. I’m hopeful [the market] remains stable. I’m remaining optimistic at this point.”

The sentiment from Glaser and Martin seems to align with what other folks in the market are saying, too. A top-tier venture fund recently told TechCrunch that it was advising all of its portfolio companies that could potentially IPO to wait until next year. Colin Stewart, Morgan Stanley’s global head of technology equity markets, recently told CNBC that he thinks 10 to 15 companies could go public this year — right in line with Martin’s prediction — and that 2025 will be better.

Investors weren’t sure what to think about the IPO market heading into 2024. Some thought that activity would start to pick back up while others thought it would be another quiet year, according to a TechCrunch survey. The one thing they all seemed to agree on was that any rise in activity wasn’t likely until the second half of the year.

But then Astera Labs filed to go public in February, and Reddit followed shortly after. Ibotta was next in March, followed by Rubrik just a week later. All four have since floated and popped on their first day of trading. While the respective stocks retreated since then, they are all currently trading above their IPO prices — which were all priced above their initial target ranges.

Watching these four stocks hit the market successfully makes us wonder: Were investors wrong about the timeline of the return of IPOs? But based on sentiment from folks like Martin and Glaser, probably not.

This means that VCs likely have to wait another year for the IPO market to be a meaningful source of liquidity. However, exits aren’t fully off the table this year. Glaser said that he isn’t working on IPOs, but his M&A practice has been the busiest it’s been in a long time. For investors looking for returns this year, that’s good news.