Researchers Turn Old Junk Drawer Smartphones Into a Mini Cloud Computing Platform


E-waste is a pretty serious problem, and researchers have been studying how to reduce, reuse and recycle old tech as long as there has been old tech to recycle. Google Research and UC San Diego came up with a pretty cool way to deal with at least some of it. 

Researchers used 2,000 discarded Google Pixel phones to create a mini computing platform. Unlike the famous Taiwanese grandfather who played Pokemon Go on 64 phones, the old Pixels underwent extensive modifications before being placed in their new home. The motherboards were removed and placed in self-governing clusters comprising 25 to 50 devices, according to the study.

The motherboards had their Android operating systems removed and replaced with Linux, which removed many consumer-facing protections, such as a low-memory killer function that helps phones run more smoothly, but would be counterintuitive in a server context. Everything that was unnecessary, like displays, camera arrays and batteries, was removed, leaving just the motherboards to do their thing. 

uc-san-diego-smartphone-server-farm-2

The Pixel phone server (the blue bars) did surprisingly well on benchmarks compared with an Asus server rack. 

Google

This setup was pretty successful. According to Google, the Pixels performed better or at least on par most of the time with professional server racks like the Asus RS720A, a popular choice for enterprise data centers. This made them viable for UC San Diego’s needs, which included a small-scale cloud computing platform that could run applications for classes. 

UC San Diego says that 20 Pixels were enough to support a class with over 75 students, and with 2,000 Pixels, they could support 100 classes at once.

The big win for UC San Diego was cost. The price of the Pixel phones and the time it took to set them up was “a fraction of the usual cost” of a comparable amount of server computing power. UC San Diego intends to study how long consumer-grade electronics can last in a more intense server environment and plans to launch the system in the fall 2026 semester. 

A small solution to a big problem

While it was small-scale, this experiment has legs when it comes to further use in academia. Google says that the vast majority of school usage, including teaching, grading and even research, is “within the capabilities of a single smartphone to host.” Should UC San Diego’s experiment prove successful, colleges all over the world could use old, discarded smartphones in similar server setups to help reduce costs.

However, this approach isn’t the next big thing in data center or server construction. Data centers can process hundreds of gigabytes per second on the low end. Data centers for AI and other enterprise applications require much larger, stronger and more robust solutions, which bring with them an entirely different set of environmental concerns, like the ridiculous amount of water they need to stay cool and the fact that some data centers use enough electricity to power tens of thousands of homes.

There is no chance that a gaggle of old smartphone motherboards is going to make an impact on the greater data center industry, but it is nice to see that it does work on smaller scales, where businesses and researchers alike often overpay for cloud computing power when they really don’t need that much. 

A drop in the bucket for e-waste

It’s commendable that researchers and companies are seeking ways to use e-waste, but they still have a long way to go. The 2,000-smartphone server farm built by UCSD removed a tiny fraction of the estimated 62 million tons of e-waste entering the garbage stream every year, only 22.3% of which is properly recycled. CNET readers do better than average, recycling old tech 39% of the time, but that’s still a concern. 

An estimated 5.3 billion mobile phones are thrown away every year. That means UCSD would need to make another 2.65 million such server farms per year in perpetuity to clean it all up. There’s no expectation for one university to do so, but it shows just how big the e-waste problem really is. Those numbers also don’t take into account the large number of adults who keep old tech sitting in a closet, collecting dust. 

Other initiatives are helping with this. Right-to-repair laws in the US are slowly making it easier and more affordable to repair tech instead of just throwing it away. Governments and companies are working to raise awareness of proper e-waste recycling so that those metals and chemicals can be reused rather than left to rot in a dump somewhere. 

Should UC San Diego’s experiment prove successful, it may be another in a long line of small initiatives to help clean up a problem that was considered out of control many years ago.





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You should always pay your taxes on time, right? After all, early payment avoids tax penalties and interest, and shows good faith compliance with tax obligations.

This is not always the best approach. Why? Taxpayers who pay early or even on time may be precluded from getting money back from the IRS if they overpaid their tax liability. In some cases, taxpayers who delay making payments to the IRS may have more refund rights than those who pay on time.

This issue typically arises in two scenarios where taxpayers make advance payments to the IRS. First, when taxpayers make payments but fail to file timely returns. Second, when taxpayers make payments and the IRS conducts an audit or makes an adjustment that results in a statutory notice of deficiency. In both cases, the taxpayer may later discover they not only don’t owe additional tax—they actually overpaid and are due a refund. This problem lies with payments made before either the late-filed tax return or the IRS’s notice of deficiency–which taxpayers may not be able to get back from the IRS. The recent Applegarth v. Commissioner, T.C. Memo. 2024-107, provides an opportunity to consider these timing issues.

Note: there are other rules that come into play for refunds in collection due process hearings, which are similar but different than when you have an IRS adjustment or notice of deficiency as we are addressing in this article.

Facts & Procedural History

The taxpayer in this case made estimated tax payments to the IRS for 2014 and 2015. The payments were all made on or before the extended due dates for the tax returns for 2014 and 2015.

The taxpayer then filed his 2014 return in June 2019 and never filed his 2015 return.

In November 2019, the IRS issued notices of deficiency to the taxpayer for both years. The taxpayer filed a petition with the U.S. Tax Court to challenge the IRS’s determinations.

The taxpayer provided an amended return to the IRS attorney during the tax litigation. The parties ultimately agreed that there were significant overpayments–$78,472 for 2014 and $9,603 for 2015. So not only did the taxpayer not owe the amounts asserted by the IRS in its notice, the taxpayer was actually owed money back from the IRS.

The question before the court was whether the U.S. Tax Court could order refunds of the overpayments given the statutory time limitations.

The Refund Claim Framework

This is probably not a surprise, but there are a number of deadlines set out in the tax code. For this case, there are two key provisions to consider, i.e., Section 6511(b)(2) and 6512(b)(3).

Section 6511(b)(2) establishes the “lookback” periods for refund claims. For taxpayers who file a tax return, they can recover payments made within three years plus any extension period before the refund claim. For taxpayers who don’t file a return, they can only recover payments made within two years of their refund claim.

Section 6512(b)(3) applies specifically to cases brought in the U.S. Tax Court. It limits the Tax Court’s ability to order refunds to: (1) payments made after the IRS issues its notice of deficiency, (2) payments that would be refundable if a refund claim had been filed on the notice date, or (3) payments covered by an actual refund claim filed before the notice date.

This creates a connection between the notice date and refund rights. Taken together, these code sections limit refund rights based on when payments were made relative to when refund claims are filed or deemed filed. This is why a taxpayer who files a petition with the U.S. Tax Court in response to a notice of deficiency has to focus on the date of the IRS’s notice of deficiency. The code treats this date as a hypothetical refund claim date and only allows recovery of payments made within specific “lookback” periods measured from this date. For taxpayers who haven’t filed returns, this lookback period is generally just two years before the date of the IRS notice. That is the issue in the Applegarth case.

In Applegarth, the taxpayer’s payments were all made more than two years before the November 2019 notice of deficiency. Because he hadn’t filed returns within the proper timeframe, the two-year lookback period applied. As a result, the U.S. Tax Court could not order refunds of the overpayments, even though everyone agreed that the taxpayer was otherwise entitled to the refunds.

Understanding the Lookback Periods

IIt is helpful to consider an example here. Imagine a taxpayer who paid $10,000 in taxes on April 15, 2020, but later discovers they only owed $5,000. Their ability to get back the $5,000 overpayment depends on when they take action.

If they file a tax return (which serves as a refund claim), they can recover payments made within 3 years plus any extension period before filing the refund claim. So if they file the tax return on April 15, 2023, they can get back the April 2020 payment. The 3-year lookback period protects their refund rights.

The situation is quite different if they never file a return and the IRS sends a notice of deficiency. In this case, they can only recover payments made within 2 years before the notice date. So if the IRS sends a notice on April 15, 2023, they can only get back payments made after April 15, 2021. Their April 2020 payment falls outside this 2-year window and is lost.

This is why the Applegarth case turned out the way it did. Since the taxpayer hadn’t filed returns within the proper timeframe, he was stuck with the shorter 2-year lookback period. His payments were made too early to fall within this window.

Planning Around the Timing Rules

These refund rules create some counterintuitive results. A taxpayer who files their return late but within three years of payment has more refund rights than a taxpayer who doesn’t file at all and waits for an IRS notice. And a taxpayer who pays at the last minute (but within two years of an IRS notice) may have more refund rights than one who paid years earlier.

This doesn’t mean taxpayers should delay payments to the IRS. Late payment penalties and interest usually outweigh any theoretical benefit from preserving refund rights. However, it does mean that taxpayers who have made payments should prioritize filing their returns, even if late. A late-filed return is far better than no return when it comes to preserving refund rights.

Given these concepts, there are a few issues that you may be thinking about. One is situations in which a taxpayer is required to file a return with an estimate, and has to true up the return later? There are situations like this built into our tax laws. We covered that topic here as to fixing estimates.

The other question is whether the taxpayer can argue that they did file a timely tax return, even though they technically did not. If the taxpayer has no other arguments, one argument might be that they did file a tax return as a refund claim, it was just an informal refund claim. There is some chance that something the taxpayer provided to the IRS could count as a refund claim–even if it was just a letter or other correspondence the taxpayer sent to the IRS.

Takeaway

The lesson from this case isn’t that taxpayers should delay paying their taxes. Rather, it highlights the critical importance of filing tax returns, even if they’re late. While timely tax payments are important, they must be paired with a filed return to preserve refund rights. Taxpayers who have made significant payments should file returns or protective claims if they discover potential overpayments. Otherwise, as Applegarth shows, the taxpayers could permanently lose their right to substantial refunds due to timing rules alone.

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