惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

The Hacker News
The Hacker News
C
Cisco Blogs
P
Privacy & Cybersecurity Law Blog
Cloudbric
Cloudbric
S
Security Affairs
PCI Perspectives
PCI Perspectives
The Last Watchdog
The Last Watchdog
AWS News Blog
AWS News Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
N
News and Events Feed by Topic
W
WeLiveSecurity
T
Tenable Blog
L
LINUX DO - 最新话题
T
Tor Project blog
Help Net Security
Help Net Security
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
P
Proofpoint News Feed
爱范儿
爱范儿
O
OpenAI News
Hacker News - Newest:
Hacker News - Newest: "LLM"
Y
Y Combinator Blog
I
Intezer
C
Check Point Blog
Stack Overflow Blog
Stack Overflow Blog
Recent Announcements
Recent Announcements
Google DeepMind News
Google DeepMind News
S
Securelist
P
Privacy International News Feed
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
V
Vulnerabilities – Threatpost
Schneier on Security
Schneier on Security
量子位
SecWiki News
SecWiki News
L
Lohrmann on Cybersecurity
T
Threat Research - Cisco Blogs
Recent Commits to openclaw:main
Recent Commits to openclaw:main
M
MIT News - Artificial intelligence
H
Hackread – Cybersecurity News, Data Breaches, AI and More
Scott Helme
Scott Helme
H
Help Net Security
Vercel News
Vercel News
云风的 BLOG
云风的 BLOG
Spread Privacy
Spread Privacy
Know Your Adversary
Know Your Adversary
I
InfoQ
TaoSecurity Blog
TaoSecurity Blog
Blog — PlanetScale
Blog — PlanetScale
N
News | PayPal Newsroom
小众软件
小众软件
C
CERT Recently Published Vulnerability Notes

The Register - Special Features

Troops’ phones gave away location data to foreign adversaries Qualcomm picks bad time to pitch a $300 laptop platform AI agents get their own phone directory built atop DNS Carnival confirms ShinyHunters cruised off with 6M customer records after April breach Google engineer accused of turning Year in Search secrets into Polymarket payday Are we human? India's cyber agency sets clock at 12 hours to tackle exploited bugs as AI turns up the heat Broadcom gets early start on WiFi 8 with next-gen wireless routing kit Are we human? Microsoft Excel champ proves he still has the formula Anthropic co-founder hallucinates ghost in the machine Anthropic co-founder hallucinates ghost in the machine NASA plans Moon Base buildout with rovers, drones, cargo landers MyPillow must decide whether to be firm or soft as ransomware crims demand pay Starship shows it can deploy satellites, but Moon mission clock still ticks Huawei's chip law looks less like Moore and more like marketing Experts pour cold borscht on Farage's Russian hack claim Logitech unveils a cushioned mouse for all-day use AI eyes scanning for bugs create a worrisome Linux security trend A Russian speaker and jailbroken Gemini went on a hacking spree and emptied at least one MAGA victim's crypto wallets AI datacenter boom collides with US grid reality Media giant settles for $930k amid user-snooping allegations AT&T sues to ditch Cali copper phone lines to save billions FBI warns of Kali365 as device code phishing soars Techie claims Trump Mobile website was leaking thousands of people's data BOFH: Vibe-coded solutions arrive for problems nobody has Dems slam Trump for making cybersecurity hold out the tin cup while splurging on ballroom and Jan. 6 'slush fund' Google explains how it will infuse ads into AI answers AI is getting pricey, but relief is coming, but not for you Deus ex machina: Half of US Christians trust AI's spiritual advice Attackers spill plaintext passwords of 46k Myspace93 users after 2021 breach Apple adds AI smarts to Voice Control, VoiceOver and Magnifier ahead of Accessibility Day Microsoft open-sources agentic AI safety tools OpenAI wants upfront cash for guaranteed AI capacity Fedora: Microsoft is all aboard, but Deepin is dumped Bye-bye, Gemini CLI; Google nudges devs toward Antigravity Plex appeal fades as Lifetime Pass jumps to $750 AI sackings reach New Zealand, which will use it to eject 14 percent of government staff Anthropic’s Stainless steal tightens grip on AI dev tooling Are we human? Google touts tokenmaxxing, huge capex, and AI agents at I/O America's top cyber-defense agency left a GitHub repo open with with passwords, keys, tokens – and incredibly obvious filenames America's top cyber-defense agency left a GitHub repo open with passwords, keys, tokens – and incredibly obvious filenames Shadow AI invades the workplace, up 4x in the last year Microsoft refreshes Surface for Business lineup, starts AI PC upsell at $1,499 Broadcom finds a VMware customer willing to stick around: London Stock Exchange 468k records allegedly stolen from Portugal’s postal carrier Baidu says the quiet part out loud – you can’t build AI infrastructure, so clouds can cash in Shai-Hulud copycat worm infects yet another npm package Uncle Sam's next big super might not use GPUs Are we human? Datacenters slurping up so much juice they boosted prices 75% in largest US energy market MPs want social media treated more like unsafe toys than harmless apps Cerebras’ wafer-scale AI bet delivers blockbuster IPO Nobody believes the 'criminals and scumbags' who hacked Canvas really deleted stolen student data Anthropic tosses agents into the API billing pool Jen Easterly, cybersecurity's 'relentless optimist,' hopes feds come back to RSAC next year Jen Easterly, cybersecurity's 'relentless optimist' Smooth criminals talking their way into cloud environments, Google says Voice phishing skyrockets as smooth crims talk their way in RSAC 2026: Uncle Sam backs out, AI agents everywhere RSAC 2026: Uncle Sam backs out, AI agents everywhere Decoding Nvidia's Groq-powered LPX and the rest of its new rack systems A closer look at Nvidia's Groq-powered LPX rack systems Nvidia slaps $20B Groq tech into massive new LPX racks to speed AI response time Nvidia slaps Groq into new LPX racks for faster AI response AI Burning Man happens next week – what to expect at Nvidia GTC 2026 Nvidia GTC 2026: What to expect at AI Burning Man Unaccounted-for AI agents are being handed wide access Unaccounted-for AI agents are being handed wide access Google to foist Gemini pane on Chrome users Google to foist Gemini pane on Chrome users Yes, you can build an AI agent – here's how, using LangFlow How to build an AI agent using LangFlow Clawdbot becomes Moltbot, but can’t shed security concerns Clawdbot becomes Moltbot, but can’t shed security concerns Gartner questions if Salesforce AI will stay all-you-can-eat Gartner questions if Salesforce AI will stay all-you-can-eat Claude supports MCP Apps, presents UI within chat window Claude supports MCP Apps, presents UI within chat window Cursor is better at marketing than coding Cursor is better at marketing than coding Feds skipping infosec industry's biggest conference, RSAC AI is rewriting how power flows through the datacenter All aglow about DCs, investors launch $300M at microreactor startup Radiant bags $300M-plus to commercialize its microreactors Why do bit barns keep bumping up our bills, Senators ask DC operators Senate trio questions DC operators over rising energy costs Building the AI factory datacenter Delays? What delays? Oracle insists its $300B cloud contract with OpenAI is on track Oracle insists its $300B contract with OpenAI is on schedule Salesforce willing to lose money on AI to lock in customers Salesforce willing to lose money on AI to lock in customers Galactic Brain space datacenter coming in 2027, pledges startup Aetherflux Galactic Brain space datacenter promised in 2027 Activist groups urge Congress to pause datacenter buildouts Activist groups urge Congress to pause datacenter buildouts Bezos-backed Unconventional AI addresses datacenter power Bezos-backed Unconventional AI addresses datacenter power AWS re:Invent keynote: Matt Garman bores, then thrills
2,000 retired Google Pixel phones get a second life as a private cloud
Tobias Mann · 2026-06-19 · via The Register - Special Features

Once you're done with your smartphone, it either ends up in a drawer, on the growing second-hand market, or perhaps in a recycle bin. However, it's a computer and, when combined with others like it, can offer real processing power.

Computer scientists at the University of California, San Diego, working in collaboration with Google, plan to deploy a rather unusual compute cluster built not from conventional servers, but using 2,000 retired phones.

The goal is to demonstrate how these devices might continue to serve as a low-cost, low-carbon computing platform after their original owners have abandoned them for a shiny new widget to doomscroll TikTok on.

“The project was the brainchild of Jennifer Switzer, a former PhD student at UCSD who is now working on a post-doc at Google,” Ryan Kastner, an associate professor of computer science at UCSD, told El Reg.

In particular, UCSD will be using 2,000 Pixel Fold smartphones courtesy of Google. 

Google estimates that the average person upgrades their phone every four years or so. While the physical device and battery may show some wear and tear from their years of service, their core computing functionalities remain intact.

“It's just a vast amount of sort of thrown away compute and recycling is a terrible option for most of these smartphones,” Kastner said, adding that Switzer started by building a couple of small clusters using smartphones to prove the concept. Since then, the project’s scale has grown considerably.

According to the Chocolate Factory, the motherboard represents about 50 percent of the smartphone’s embodied carbon. 

A lot of early testing used unmodified smartphones, Kastner noted, but as the team quickly learned, this wasn’t practical or safe. “In some early meetings with Google, their engineers said that, if you're going to put these in the datacenter, those batteries are no-go — a lot of things are a no-go — because they're just fire hazards,” he said.

Some of this work was done by researchers, including Switzer and another UCSD computer science prof Patrick Pannuto, but for the full deployment this fall, Kastner said, Google is working with a third party to extract the phones' motherboards from their cases.

Once the phone’s motherboards have been extracted from their shells, the researchers say that the chips hiding within remain more than potent enough to be useful for a variety of tasks.

In many cases, the single-threaded performance of these chips is as good as, if not better than, what you’d find from a many-cored datacenter chip.

The Pixel Fold smartphones, which will form the basis of the cluster, are powered by a Google Tensor G2 processor with two 2.85 GHz Cortex-X1, two 2.35 GHz Cortex-A78 and four 1.80 GHz Cortex-A55 Arm cores, a Mali-G710 MP7 GPU, and 12 GB of system memory.

Early benchmarking using the SPEC suite suggests that 25-50 phones should deliver performance similar to that of a conventional server.

The major challenge, instead, is distributing workloads across multiple devices, each of which has a handful of cores of one or more varieties, and most have 8-12 GB of memory.

UCSD researchers are approaching this challenge from a couple of different angles. The first is by targeting applications that can easily fit within a single device. The second is using Kubernetes to orchestrate container deployments across clusters of 25-50 phones.

For this to work, the devices first need to be flashed with a Linux operating system suitable for the job. While Android makes for a great handheld experience, it is not intended for server duty. In the blog post, researchers note that Android includes functionality intended to stop rogue applications from chewing up excessive amounts of memory and draining your battery. In server context, these safety mechanisms are no longer necessary.

Kastner told us this was by no means an easy task, but the team has made steady progress toward getting Linux running smoothly on these devices, including support for the phone’s onboard GPUs. Access to some functionality, like the chip’s integrated tensor processing unit, remains elusive.

Clustering these devices will require networking the phones together. Normally these devices would connect over cellular or Wi-Fi, but at this scale, this not only isn’t practical, but also has implications for security, he explained. Instead, the team will employ PCBs that both supply power and break out wired Ethernet networking.

The researchers suggest that many EdTech, grading, and research workloads commonly run by universities in the cloud are small enough to run on the cluster without issue.

“The vast majority of these applications are within the capabilities of a single smartphone to host, with the standard grading backend running on small cloud instances,” a blog post detailing the planned deployment reads. “Early experiments show that even a moderately-sized cluster of 20 phones is capable of supporting peak submission rates for a 75+ student class.”

"A lot of the sort of function as a service workloads seem to make a whole lot of sense, because they're sort of sporadic, and don't need a whole lot of high-performance compute," Kastner said.

Alongside traditional IT applications, the cluster will also support exploration into parallel computing and systems programming, which sounds an awful lot like the smartphone equivalent of the Beowulf clusters of the ‘90s, which saw researchers cobble together supercomputers from consumer PCs.

UCSD is also home to the San Diego Supercomputing Center. Kastner told us the plan is to make the cluster available to teams working at the center, which suggests we could see a High-Performance Linpack run before long. 

The full smartphone cluster is expected to launch this fall. Depending on how well the initial phase goes, we're told the cluster could grow even larger.

This is far from the only unorthodox cluster we’ve seen in recent memory. Just up the Pacific coast from San Diego, UC Santa Barbara deployed what at the time was the largest Raspberry Pi cluster ever.

The system, built in collaboration with Oracle, featured 1,050 Raspberry Pi 3B+ single board computers.

More recently, we came across a tiny cluster developed by Gigabyte that packed 40 Intel Lunar Lake notebook processors, each with eight cores and 32 GB of memory, into a system the size of a pizza box. ®