Search: “data centers”

What must happen for AI’s trillion-dollar gamble to pay off

Hyperscalers need 2.7x productivity gains by 2030 to justify nearly $1.1 trillion in AI data center spending, or risk bankruptcy and capital misallocation.

Wharton finance professor Jessica Wachter estimates hyperscaler AI expenditure will reach nearly $1.1 trillion through 2027 and that a 2.7x productivity increase is needed to break even by 2030. AI revenues of roughly $150-200 billion this year fall far short of about $750 billion in annual spending, with total investment from Alphabet, Microsoft, Amazon, Meta, and Oracle potentially exceeding $5 trillion over four years. Alphabet reported its first free cash flow deficit (about $5.9 billion) since its 2004 IPO due to AI infrastructure costs. Researchers warn that failed demand could make the buildout the largest capital misallocation in history, with depreciating GPU chips risking stranded assets.

MIT Technology Review · AI·Sep 15, 10:00 UTC · 1d agoAI industry

The AI data center boom is colliding with cities scarred by big industry

Philadelphia activists rally against AI data center construction amid energy and pollution concerns, joining a wave of U.S. city moratoriums.

Residents of Philadelphia's Grays Ferry, home to a former oil refinery, launched the 'No Data Centers in Philly' campaign over pollution, noise, and resource concerns. BloombergNEF projects U.S. data centers will consume more natural gas than Germany and Japan combined by 2035. New York Governor Kathy Hochul signed an executive order pausing permits for large data center projects, and moratoriums have passed in Denver, Indianapolis, Asheville, Charlotte, and Reno.

TechCrunch · AI·Sep 15, 21:47 UTC · 15h agoAI industry

City That Arrested Person for Clapping at Data Center Meeting Moves to Virtual Meetings for 'Public Safety'

404 Media·Aug 7, 15:14 UTC · Aug 7, 2026Policy & legal

The complex corporate web behind a $3.2 billion AI data center

Ars Technica probes diffuse accountability behind TeraWulf's $3.2B Lake Mariner AI data center after a June fire exposed safety and job gaps.

A June fire at the Lake Mariner data center in Somerset, New York exposed missing alarms, a nonfunctioning suppression system, and dry hydrants, highlighting how responsibility is split across TeraWulf (owner-operator), Fluidstack (operator), Google (lease guarantees and equity warrants), and Anthropic (compute customer). The article details local concerns over the gap between promised 165 permanent jobs and a projected 35-40, socialized grid costs, and Governor Hochul's moratorium on hyperscaler development. Anthropic's February 2026 pledge to cover electricity price increases applies to the site but leaves other commitments unverified.

Ars Technica · AI·Sep 7, 11:00 UTC · 9d agoAI industry

Top 10 Best Data Security Posture Management (DSPM) Tools in 2026

A 2026 scorecard ranks DSPM tools with Wiz and Cyera tied first, documenting consolidation via Palo Alto, Rubrik, Proofpoint, and CrowdStrike acquisitions.

The article ranks ten DSPM platforms: Wiz and Cyera tie at 8.7/10, followed by BigID at 8.5 and Securiti at 8.4, scored on discovery breadth, classification accuracy, access context, remediation, and value. It highlights heavy market consolidation, noting Dig Security was acquired by Palo Alto Networks, Laminar by Rubrik, Normalyze by Proofpoint, and Flow Security by CrowdStrike. Buyers are advised to purchase from current owners and confirm post-acquisition integration state.

Cyber Security News·07:29 UTC · 5h agoIndustry

US data centers could consume more natural gas than Germany and Japan combined by 2035

BloombergNEF projects US data centers will consume about 18 billion cubic feet of natural gas daily by 2035, exceeding Germany and Japan combined.

A new BloombergNEF report forecasts US data centers will consume roughly 18 billion cubic feet of natural gas per day by 2035, nearly double the estimate from nine months ago. On-site gas plants planned by Meta, Microsoft, Google, and Amazon would use 2.9-3.4 billion cubic feet per day, while grid-connected data centers drive an additional 15 billion cubic feet per day of power-sector gas demand. The added demand would generate about 1 million metric tons of extra greenhouse gas pollution daily, roughly 12% of current US emissions.

TechCrunch · AI·Sep 15, 18:29 UTC · 18h agoAI industry

ASML locks in TSMC, Samsung, and Intel while Huawei races to break its grip

ASML secures TSMC, Samsung, and Intel commitments for twelve-inch photomasks while Huawei funds China's DUV lithography push to bypass export controls.

ASML, the world's only EUV lithography maker, has locked in commitments from TSMC, Samsung, and Intel to move photomasks from six-inch to twelve inches, which ASML CTO Marco Pieters says could raise High-NA throughput by 40 percent; TSMC and ASML plan a test line by 2031 with production on High-NA tools by 2033. Meanwhile Huawei is orchestrating China's push to build DUV lithography equipment and reduce dependence on ASML, centered on Shanghai equipment maker Yuliangsheng, with SMIC testing the machines and Huawei's Habo fund backing Zeiss rivals and light-source developers. Bernstein analysts note the main bottlenecks remain projection lenses and light sources.

The Decoder·Sep 8, 15:11 UTC · 7d agoAI industry

Massachusetts hits data centers with new clean power rules

Massachusetts executive order requires data centers over 25 MW to supply 100% clean power, fund nearby generation, or pay a ratepayer protection fund.

Governor Maura Healey's executive order requires developers building data centers larger than 25 megawatts of peak demand to bring their own power that meets 100% of the state's clean energy standard, fund new generation nearby, or pay into a ratepayer protection fund. Massachusetts is the third state in three months to restrict data center development, following Texas utility audits (ERCOT) and New York's pause on 50 MW-plus projects. The state is also pausing applications for a data center sales tax exemption and directing communities to avoid non-disclosure agreements. Pro-AI super PAC Leading the Future, funded by Marc Andreessen, Ben Horowitz, and Greg Brockman, is running ads ahead of midterms as industry pushes back.

TechCrunch · AI·Sep 9, 21:43 UTC · 6d agoAI policy

ControlAI’s Connor Leahy on why superintelligence is ‘not a weapon, it’s an adversary’

ControlAI's Connor Leahy argues superintelligence is an unmanageable adversary, backs the Sanders-Casar 'Ban Superintelligence Act' and international verification agreements.

On TechCrunch's Equity podcast, ControlAI's US Executive Director Connor Leahy argued that alignment and containment alone cannot manage superintelligence risk and advocated halting frontier development, citing the Sanders-Casar 'Ban Superintelligence Act' and parallel UK legislation ControlAI advised on. He characterized frontier AI labs as political actors, pointed to the OpenAI-related Hugging Face breach as evidence of danger, and called AI self-improvement the point of no return, endorsing international 'trust but verify' agreements.

TechCrunch · AI·Sep 9, 15:50 UTC · 6d agoAI policy

How much of a problem is AI’s water use?

Analysis finds AI's water footprint growing, with data-center location and cooling technology largely determining the local environmental impact.

The article examines the growing water consumption of AI data centers and argues that real-world impact varies significantly depending on where facilities are sited and which cooling technology they use. It is a contextual analysis of AI's environmental footprint rather than news of a specific incident, breach, or release.

Ars Technica · AI·Aug 27, 13:57 UTC · 19d agoAI industry

When will average people feel AI’s impact?

Interconnects essay argues AI's impact is still a rounding error for average people, comparing looming wage stagnation to Engels' pause.

An Interconnects essay argues that AI currently touches daily life far less than previous industrial revolutions, since its benefits are concentrated in knowledge work and lack tangible consumer goods. The author invokes Engels' pause (1790-1840), when British wages stagnated amid rapid GDP growth, as a warning that popular backlash could kneecap AI's development. He contends the current phase is about building compounding infrastructure, and predicts daily life may look similar even 50 years from now.

Interconnects·Sep 9, 11:01 UTC · 7d agoAI industry1

Risky Bulletin: Russia tells data centers to deploy drone defenses

Russia ordered data center operators to deploy drone strike defenses under a Putin decree allowing temporary state takeover of unprotected critical infrastructure.

The Russian government instructed data center operators to deploy protections against drone strikes under a presidential decree signed by Putin that allows temporary state administration of critical infrastructure operators failing to defend against Ukrainian hacks and drone strikes. Although data centers are not formally critical infrastructure in Russia, the decree applies to them because other sectors depend heavily on cloud services; Russia has more than 180 data centers, over 80% in the European region within range of Ukrainian strikes. The digest also reports a Dropbox breach affecting nearly 5,000 accounts via the Lenovo ID integration, spyware attacks on at least 14 Serbians using NoviSpy or Pegasus, and a password recovery attack targeting hundreds of thousands of X accounts tied to the new X Money service. Other items include a 14-hour compromise of Coder's Cloudflare infrastructure delivering malicious Terraform modules, donor data breaches at Davayte and You Are Not Alone via the Stripe/WooCommerce integration, a $2.5M Aquifer crypto heist, and a TVING breach exposing data of almost 40 million accounts.

Risky Business News·Sep 4, 03:02 UTC · 12d agoPolicy & legal

Risky Bulletin: Slovakia finds Russian backdoor in traffic speed cameras

Slovakia's NBU found an SMS-triggered backdoor in Russian-made NERO R-ONE traffic cameras, pausing a 279-unit deployment.

Slovakia's national security service NBU issued an alert against NERO R-ONE high-speed traffic cameras after finding a backdoor that grants shell and network access via SMS from hardcoded Russian phone numbers. The cameras are a rebranded version of the Russian CORDON PRO.M model by St. Petersburg firm Semicon, purchased via a Cyprus shell company under a €30 million EU-funded project. The report also found SecureBoot disabled, vulnerable web management, and unauthenticated live streams; the Interior Ministry paused deployment of 279 cameras pending independent assessment.

Risky Business News·Aug 19, 04:52 UTC · 28d agoThreat actor in the wild1

Powering AI is an architecture problem

Sponsored analysis argues AI data centers need medium-voltage, inline power architecture after Virginia grid faults knocked over 3GW of load offline.

A sponsored MIT Technology Review piece recounts a July 22, 2026 transmission fault in Ashburn, Virginia that shed more than 3 GW of data center load, and a 2024 incident where one failed surge arrester dropped about 60 facilities and 1,500 MW. It argues legacy UPS-based power stacks fail at AI scale because campuses can swing 70% of load in milliseconds and trip offline during grid disturbances. The proposed fix moves protection to medium voltage (13.8 kV and above) in inline enclosures near substations, improving density, permitting timelines, and backup power economics. A full-scale system tested at the DOE National Laboratory of the Rockies cleared ERCOT large-load ride-through requirements.

MIT Technology Review · AI·Sep 10, 11:00 UTC · 6d agoAI industry1

Anthropic reportedly signs $517 billion in compute deals after Dario Amodei warned rivals about reckless risk

Anthropic signed compute contracts worth up to $517 billion in eleven months, adding 14.8 gigawatts amid the AI capacity race.

According to The Information, Anthropic locked in contracts worth up to $517 billion over eleven months, adding at least 14.8 gigawatts of compute since October 2025 on top of 1–2 gigawatts it already had, and is planning its own data centers. Bloomberg reports Anthropic's annualized revenue topped $65 billion, while OpenAI was above $40 billion as of July and targets 30 gigawatts by 2030. The spending follows Dario Amodei's early-2026 warning that rivals underestimated investment risk, while Sam Altman now cautions about 'unsustainable silliness' from neo-cloud providers.

The Decoder·Sep 7, 18:12 UTC · 8d agoAI industry1

Trump is giving data centers a pass to pollute

Former EPA officials warn that Trump-era deregulation to speed AI data center construction worsens pollution, citing 30 federal policy changes.

The Environmental Protection Network, a group of former EPA employees, released a report identifying 30 federal actions since January 2025 — 17 of which specifically mention AI or target data centers — that they say increase health risks from data center pollution. Trump's July 2025 AI Action Plan recommended streamlining regulations under the Clean Air Act, Clean Water Act, and Superfund law to expedite data center and chip factory permitting. A cited study from UC Riverside, Caltech, and Rochester Institute of Technology projects AI-related air pollution could cause up to 1,300 premature deaths and more than $20 billion in public health costs by 2028.

The Verge · AI·Sep 12, 14:41 UTC · 3d agoAI policy2

[AINews] 10% worse, 100x cheaper, 10000x faster: Why Simulation is taking over

Latent Space argues AI training pipeline stages—rewards, data, teachers, curricula, environments—are flipping from human-made to model-made simulation.

Latent Space's AINews essay traces how each component of AI training has turned synthetic since 2022: reward models (InstructGPT, RLAIF), synthetic pretraining data (Microsoft Phi, NVIDIA Nemotron-4 340B), model teachers (Alpaca, DeepSeek-R1 distillation), and self-generated curricula (Self-Rewarding Language Models, SPIN). In 2026 it highlights Karpathy's autoresearch loop—700 experiments yielding 20 kept improvements, cutting GPT-2 training time from 2.02 to 1.80 hours—and Z.ai's GLM-5.3 fully synthetic RL environment, judging, and verification stack. It frames these shifts as 'simulation': 10% worse but 100x cheaper and 10,000x faster than human equivalents.

Latent Space·Aug 22, 07:36 UTC · 25d agoAI industry

‘We Did Not Invite You.’ Citizens Rage at Town Hall Over Proposed Nuclear AI Data Center

University of Michigan and Los Alamos faced resident backlash over a proposed $1.2 billion hyperscale data center in Ypsilanti Township, Michigan.

The University of Michigan partnered with Los Alamos National Laboratory on a proposed $1.2 billion, 220,000-square-foot hyperscale data center in Ypsilanti Township. Residents at a Wednesday town hall raised concerns about electricity costs, water usage, noise, and the facility's role in nuclear weapons research. Officials noted the project is far smaller than the nearby $56 billion, 1.4-gigawatt OpenAI data center in Saline Township. Los Alamos said no plutonium or weapons production would occur on site, though the facility would support nuclear stockpile modeling.

404 Media·Sep 11, 13:40 UTC · 4d agoAI industry

Why the current tech backlash feels different

The Verge's Decoder mailbag discusses the current tech backlash, arguing AI hype overstates verifiability outside software engineering.

Nilay Patel's Decoder mailbag episode addresses listener feedback on the widely discussed 'software brain' essay. He argues AI hype is concentrated on software because code is verifiable through compilation, while domains like drug discovery, math and science lack equivalent verifiability. The episode also touches on AI backlash, surveillance, data centers and upcoming midterm coverage.

The Verge · AI·Sep 10, 14:00 UTC · 5d agoAI industry1

Inside Meta’s push to put robots to work in data centers

Meta is testing robots to perform technician tasks in its data centers, advancing automation of AI infrastructure operations.

Meta is testing robots to perform tasks currently done by human technicians in its data centers. The push signals ambitions to automate AI infrastructure operations at scale. The excerpt provides no details on robot suppliers, deployment scale, or timelines.

Ars Technica · AI·Aug 30, 11:03 UTC · 17d agoAI industry

U.S. Disrupts Xinbi Guarantee Scam Marketplace, Freezes $52.8 Million in Crypto

US DOJ and Treasury disrupt Xinbi Guarantee Telegram scam marketplace, sanctioning it and freezing $52.8M in USDT across 52 wallets.

The DOJ seized Xinbi Guarantee's Telegram channels and cryptocurrency wallets while OFAC sanctioned the marketplace, freezing $52.8 million in USDT from 52 wallets and bringing the Scam Center Strike Force's total restrained funds to roughly $938 million. Elliptic, which worked with the Secret Service, estimates Xinbi has processed $30 billion in transactions since around 2022, serving pig-butchering scam operators and links to North Korean hackers, Jin Bei Group, and Prince Group TCO. The strike force dismantled 13 scam compounds in Madagascar, seizing over 3,200 devices and interviewing roughly 400 arrestees, with about 30 Chinese compound leaders repatriated to China. After Tether froze funds, Xinbi began converting remaining USDT into the USDD stablecoin.

The Hacker News·updated Sep 10, 21:15 UTC · 5d ago·first Sep 9, 18:26 UTC · 6d agoPolicy & legal 4 sources

Cortex Cloud Archives

Palo Alto Networks publishes a product category page for Cortex Cloud, an AI and automation platform for cloud and SOC workflows.

This item is a product category archive page for Palo Alto Networks' Cortex Cloud, describing it as an AI and automation-driven platform spanning code to cloud to SOC. The page contains no new research, incident, or product release details beyond marketing language about prioritizing risks and accelerating remediation.

Palo Alto Unit 42·Aug 20, 19:01 UTC · 26d agoIndustry

The Government is Monitoring Anti

Fusion center bulletins reveal US law enforcement monitoring anti-Flock social media accounts and warning police ahead of the DeFlock Week of Action against license plate readers.

Public records requests by 404 Media and journalist Dan Boguslaw exposed intelligence bulletins from fusion centers in Colorado, Wisconsin, and Florida tracking anti-Flock sentiment, camera vandalism videos, and the DeFlock National Week of Action against automated license plate readers scheduled for August 16-22. The bulletins highlight Instagram accounts like Nomark.Project posting daily camera takedowns, and a device found during a June 25 traffic stop that could locate Flock cameras. Police are advised to increase patrols around ALPR locations and warned about upcoming DeFlock events, including 11 Florida cities signed up. DeFlock creator Will Freeman said the project never called for vandalism and that over 100 surveillance contracts have been canceled through civic engagement.

404 Media·Aug 12, 13:36 UTC · Aug 12, 2026Policy & legal

Voters mostly don’t like AI and data centers, but neither party seems to have an edge

NYT/Siena poll of 1,503 likely voters finds 61% oppose AI data center construction, yet the issue ranks below 1% among midterm priorities.

A New York Times/Siena University poll of 1,503 likely voters conducted in early September found 61% oppose constructing data centers to power AI, with only 14% strongly supportive. Opposition drivers include environment/water usage (32%), local community impact (21%), and general distrust of AI (18%); 56% of opponents favor limits while 38% want a total ban. Trump 2024 voters split nearly evenly (49% support vs 45% oppose) while Harris voters opposed at 74%. Despite the sentiment, AI and data centers registered under 1% as a top midterm issue for most demographics, and neither party holds a clear trust advantage (42% Republicans vs 40% Democrats).

The Verge · AI·Sep 15, 23:34 UTC · 13h agoAI policy

Florida water agency latest to confirm cyber incident as feds warn of nation

A ransomware gang hit Florida's St. Johns River Water Management District as CISA warned of IRGC-linked CyberAv3ngers attacks on exposed Unitronics water-sector PLCs.

The St. Johns River Water Management District, which oversees Florida drinking-water supply planning, confirmed suspicious activity in its IT environment and said containment measures were implemented; a ransomware gang claimed the attack and shared samples of stolen data. Separately, CISA, FBI, NSA, EPA and Israel's INCD warned that IRGC-affiliated CyberAv3ngers are actively compromising Israeli-made Unitronics Vision Series PLCs in the water sector using default credentials since at least November 22. The group, motivated by opposition to Israel-linked products, defaces controller interfaces and could cause deeper cyber-physical effects. Shadowserver found at least 539 Unitronics PLC instances still exposed online, and CNN reported fewer than 10 US water facilities faced recent attacks.

The Record·Sep 8, 00:00 UTC · 8d agoRansomware in the wild 3 sources

Patagonia has what AI data centers want, including no resistance so far

Developers are eyeing Argentina's Patagonia for AI data centers; Pampa Energía plans up to 500 MW in Neuquén, with grid buildout near $900 million.

Reuters reporting highlights Argentina's Patagonia as a candidate region for large AI data centers, drawing on cool climate, hydropower, wind energy, and Vaca Muerta shale gas. Pampa Energía plans a facility of up to 500 MW in Neuquén province, is seeking investors with first contracts expected by end of 2026, and estimates grid infrastructure alone at around $900 million. Green Capital targets an initial 300 MW in Chubut scaling to 3,000 MW, while OpenAI's announced project with Sur Energy remains unsigned. Open questions include grid connections, undersea cables, potential conflicts with Indigenous Mapuche families, and investment stability after the 2027 presidential election.

The Decoder·Sep 8, 15:16 UTC · 7d agoAI industry

Cisco Patches 12 SD-WAN and IOS XE Flaws, Including Three 9.9 CVSS Score Bugs

The Hacker News·Aug 7, 06:12 UTC · Aug 7, 2026Vulnerability in the wildCVE-2026-20303CVE-2026-20304CVE-2026-20310+12 CVEs1

Architecting memory and storage in the AI era

Analysis argues AI inference shifts data-center bottlenecks to memory and storage, urging balanced compute, memory, storage, and network architecture over raw compute.

MIT Technology Review, citing Tirias Research principal analyst Jim McGregor, argues that AI inference and agentic workloads make data movement the key constraint, elevating memory and storage from background hardware to strategic assets. The piece says RAG and real-time inference require continuous data retrieval and caching that legacy infrastructure cannot support. It frames infrastructure planning as a business decision balancing performance, efficiency, cost, and scalability in healthcare, finance, and customer-facing AI.

MIT Technology Review · AI·Sep 4, 18:39 UTC · 11d agoAI industry

Microsoft Offers Up to $30,000 for Critical AI Flaws in Dynamics 365 and Power Platform

Microsoft expands AI bug bounty to Dynamics 365 and Power Platform, paying up to $30,000 for critical inference manipulation flaws.

Microsoft's bug bounty program offers up to $30,000 for critical 'Inference Manipulation' or 'Inferential Information Disclosure' bugs in Dynamics 365 and Power Platform, including Copilot Studio, AI Builder, Power Apps, Power Automate, and Dataverse. Payouts scale by report quality ($30,000/$20,000/$12,000 for critical) with important-severity AI flaws earning $6,000-$20,000, plus 20% multipliers for Dataverse privilege escalation and Plugin Sandbox escapes. Prompt injection affecting only the attacker, hallucinated execution, and system-prompt disclosure are excluded from scope.

Cyber Security News·Sep 14, 16:11 UTC · 1d agoIndustry

Unlimited Technology Systems Data Breach Exposes Data of 3.8 Million Healthcare Patients

Security Affairs·Aug 8, 07:25 UTC · Aug 8, 2026Data breach

LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence

LimiX-2 scales Contextual Mechanism Networks pretrained via context-conditional masked modeling, beating tabular foundation models on TabArena, TALENT, and BCCO benchmarks.

LimiX-2 is a new tabular model in the LimiX family, developed through model and data scaling guided by previously established scaling laws under the Contextual Mechanism Networks (CMNs) paradigm. It is pretrained with Context-Conditional Masked Modeling (CCMM) on synthetic datasets generated by structural causal models spanning diverse graph structures, functional mechanisms, and observation processes. It outperforms dataset-specific models and tabular foundation models on TabArena, TALENT, and BCCO, and its feature attention encodes direct causal relationships, enabling accurate causal skeleton recovery.

arXiv cs.AI / cs.LG / cs.CL·Sep 15, 17:30 UTC · 19h agoAI research1

From Megawatts to Tokens: How NVIDIA Maximizes AI Factory Production

NVIDIA detailed DSX power-management results: Lambda gained 24% token throughput at fixed power, and an AI factory auto-shed 1MW via Emerald AI's grid program.

NVIDIA says Lambda's first validation of DSX MaxLPS on HGX B200 servers ran 19 nodes within a 16-node power budget, lifting cluster token throughput 24% (roughly 4M to 5M tokens/second) and improving performance per watt by 23%. NVIDIA projects DSX MaxLPS can enable up to 40% more GPU capacity for Vera Rubin NVL72 factories within the same megawatt budget. Emerald AI's Conductor platform, running at NVIDIA's Eos factory with Silicon Valley Power, responded to over 200 utility demand signals, automatically dropping power from 4MW to 3MW without interrupting priority workloads. The first dedicated DSX Flex commercial deployment is planned at a 96-megawatt Manassas, Virginia facility.

NVIDIA Blog·Sep 15, 16:55 UTC · 20h agoAI industry

CVE-2026-50522: Microsoft SharePoint Server RCE Vulnerability

CVE-2026-50522 is an unauthenticated .NET deserialization RCE in SharePoint Server Subscription, 2019, and 2016; Microsoft patched it July 14, 2026.

CVE-2026-50522 (CWE-502) lets unauthenticated attackers send crafted serialized .NET payloads to network-accessible SharePoint endpoints, triggering gadget-chain deserialization and remote code execution under the privileged SharePoint service account. It affects SharePoint Server Subscription Edition, SharePoint Server 2019, and SharePoint Server 2016 Enterprise; Microsoft published the advisory on July 14, 2026. The EPSS score is 20.346%, but no public PoC exists and the flaw is not in CISA's KEV catalog at publication. Mitigations include applying Microsoft updates, rotating SharePoint machine keys, enabling AMSI, and restricting internet exposure.

Web discovery (articles for new exploits & KEV entries)·Sep 7, 19:42 UTC · 8d agoVulnerability 3 sourcesCVE-2026-505221

AI Infra Summit: NVIDIA Vera Rubin and DSX Platform Advancements Showcase Energy Efficiencies of Optimizing Tokens Per Watt for AI Factories

At AI Infra Summit, NVIDIA showcased Vera Rubin and DSX gains up to 1.4x tokens per megawatt, plus Annapurna, d-Matrix, and Pinterest partnerships.

Ian Buck's AI Infra Summit keynote before 8,000+ attendees emphasized validated agentic tokens per megawatt as the emerging AI infrastructure metric. Announcements include Amazon's Annapurna Labs collaborating on NVHBM custom high-bandwidth memory, d-Matrix integrating NVLink Fusion with Raptor XPUs, and Pinterest using Blackwell plus Dynamo inference software for conversational visual discovery. Lambda reported 23% better performance per watt with DSX MaxLPS on Blackwell servers, running 19 nodes on a 16-node power budget. NVIDIA says DSX MaxLPS combined with Groq 3 LPX on Vera Rubin NVL72 targets up to 35X token throughput per megawatt versus GB200 NVL72 for 2-trillion-plus-parameter models.

NVIDIA Blog·Sep 15, 16:55 UTC · 20h agoAI industry

Cisco Fixed Critical RCE in Nexus 9000 Series Switches

Cisco patched CVE-2026-20212 (CVSS 9.8) in Silicon One-based Nexus 9000 switches, allowing unauthenticated remote root code execution via TCP ports 43210/43211.

Cisco patched CVE-2026-20212 (CVSS 9.8), a flaw in the Silicon One integration for Nexus 9000 Series switches that lets unauthenticated remote attackers execute code with root privileges. TCP ports 43210 and 43211 are exposed through the default Layer 3 VRF, and exploitation can also crash the S1HAL process, forcing device reloads. Cisco TAC discovered the flaw during a support case; PSIRT is not aware of public disclosure or malicious exploitation. Workarounds include infrastructure ACLs or blocking the exposed ports, alongside a Live Protect shield pending fixed NX-OS upgrades.

Security Affairs·Sep 3, 19:49 UTC · 12d agoVulnerabilityCVE-2026-20212

Facilitating AI integration with simplicity at scale

Jabil's SAP IT director says simplifying integration across 100+ sites in 30+ countries with SAP Integration Suite created the data backbone for AI.

In an MIT Technology Review Business Lab podcast produced in partnership with SAP, Jabil SAP IT director Harish Manohar described consolidating fragmented tools across more than 100 sites in over 30 countries using SAP Integration Suite. The manufacturer, with 140,000-plus employees and more than 400 top-brand customers, says a standardized data backbone enables real-time supply chain visibility and is a prerequisite for scaling predictive, AI-driven planning and forecasting. The company frames simplification-first modernization as a competitive advantage tied to measurable business value and operational resilience.

MIT Technology Review · AI·Sep 2, 14:00 UTC · 13d agoAI industry1

Global sinkhole operation ends Sality botnet’s 23-year run

Law enforcement, CrowdStrike, and Shadowserver sinkholed the 23-year-old Sality P2P botnet, cutting 15,000+ infected machines from its operator.

Sality, active since 2003 as a file-infecting virus with two P2P networks (versions 3 and 4), distributed credential thieves, spam, proxies, and DDoS payloads, and most recently delivered the EggJagger clipboard hijacker that swapped cryptocurrency wallet addresses for at least $150,000 in operator profit. A coordinated sinkhole operation replaced the botnet's super-peer list with defender-controlled sinkholes, and investigators in the US, Bulgaria, Hungary, and Romania seized payload domains. The Shadowserver Foundation is coordinating ISP and CERT notifications to infected device owners.

Help Net Security·Sep 2, 00:00 UTC · 14d agoMalware1

The Convergence of Space and Cyber: Evolving Threats in the Space Race 2.0

Recorded Future whitepaper warns nation-state cyber operations targeting satellites, ground stations and space supply chains will intensify during 'Space Race 2.0'.

Recorded Future's whitepaper argues that cyber operations will be decisive in the second space race, with espionage, destructive attacks, supply chain compromise and signal hijacking already affecting orbital assets and ground infrastructure. It predicts nation-states will extend cyber targeting toward deep-space ambitions such as lunar colonization and asteroid mining. The paper references the SPARTA adversarial framework and forums like Defence Space 24, and highlights US Space Command's integration of cyber and intelligence into space operations.

Recorded Future·Sep 9, 00:00 UTC · 7d agoResearch

Meta Failed to Catch Hundreds of AI Child Abuse Ads. Some Included Images of Real Kids

Meta's AI ad-detection failed to catch 350+ CSAM video ads on Facebook, Instagram, and Threads, some depicting images of real children.

The Tech Transparency Project found over 250 additional ads containing child sexual abuse material on Meta platforms since August, on top of ~53 previously removed, exceeding 350 total since late last year. Some ads used images of real children, including a European royal family minor and teen influencers, morphed into graphic sexual videos via AI face-swapping. Ads linked to nudification apps from Chinese developers and reached over 29,000 EU accounts plus thousands in the US, UK, Australia, and India.

WIRED · Security·Sep 8, 12:00 UTC · 8d agoAI safety & security

Dell security advisory (AV26-886)

Canada's Cyber Centre flags September 2026 Dell vulnerabilities across iDRAC9/iDRAC10, OpenManage, PowerEdge, Avamar, NetWorker VE, PowerProtect, IDPA and PowerScale OneFS.

Canadian Centre for Cyber Security advisory AV26-886 lists Dell vulnerabilities across iDRAC9, iDRAC10, OpenManage Network Integration, PowerEdge servers, the OpenManage Python SDK, Avamar, NetWorker Virtual Edition, PowerProtect DP Series, IDPA and PowerScale OneFS. Fixed versions include iDRAC9 7.30.10.50, iDRAC10 1.30.30.50 and OpenManage Network Integration 3.10. No CVE identifiers or exploitation status are provided; administrators are urged to apply the vendor updates.

Canadian Centre for Cyber Security·Sep 8, 14:07 UTC · 7d agoAdvisory