
Establishing Strong Roots of Grid Security for the Sustainable Growth of AI
I find myself wondering if there's an AI tool that would help me keep some of my more challenging plants alive before the weather machine turns to 'broil'. This takes me back to my day job, which includes working with energy grid operators to help build the strong roots of cyber security.
April has been an eventful month for the world's energy grids, let's look at some of the key developments.
In the U.S., the House Committee on Energy and Commerce heard from former Google CEO Eric Schmidt about the impact and reliance of AI on the energy grid. Schmidt told Congress 'Many people project demand for our industry will go from 3 percent to 9 percent of total generation, an additional 29 gigawatts by 2027 and 67 more gigawatts by 2030, this is at a scale I have never seen in my life in terms of energy planning.'
'If China comes to superintelligence first, it changes the dynamic of power globally, in ways that we have no way of understanding or predicting.'
AI's dependence on the energy grid is clear and if the US cannot keep up with power needs, other countries like China could gain a competitive edge. The energy requirements of data centers are predicted to skyrocket, especially with more advanced and power-hungry systems on the way. The energy grid is being stretched beyond its limits and AI could push up energy prices and create shortages. The energy grid is essential to powering the boom in AI and makes it a prime target for threat actors seeking to destabilize AI leadership or dependent critical systems.
In April we also saw massive blackouts across Spain, Portugal and parts of France that halted public transportation, banking cashpoints and internet connectivity, in one of Europe's biggest ever power system collapses. Spain, Europe's fourth-largest economy had no electricity, Red Eléctrica de España, the grid operator, is working to figure out what led to this worst-case scenario, a system completely devoid of energy. Whatever the cause, it is an admonitory tale of the importance of a resilient energy grid.
Although some have ruled out cyberattacks as the cause of the recent blackouts, attacks in the sector are growing. Energy systems are increasingly dependent on IT at every stage of the supply chain-generation, transmission, and distribution- all of which must be protected. The need to strengthen grid security has become more urgent since the invasion of Ukraine.
Over the course of a series of blogs we will explore how Keysight is helping grid operators and manufacturers rise to the challenge of improving power generation and cybersecurity while maintaining agility and regulatory compliance. We will discuss the latest trends and how operators can stay ahead of attackers. You will see coverage of IoT, OT and device security, cloud, and network security, as well as the importance of resilient time in the energy grid.
In today's blog we will focus on the increasing susceptibility of AI to the hidden threats in IoT/OT and devices in the energy sector.
AI's demand for electricity
The world's data centers are using ever more electricity, the International Energy Agency (IEA) estimates that global electricity usage by data centers will double in just four years, increasing from 460 terawatt hours of electricity in 2022 to 1,000 terawatt hours annually by 2026. This demand is roughly equivalent to the total electricity consumption of Japan. With governments around the world announcing multi-billion-dollar investments in AI, data center electricity consumption is expected to grow at a rapid pace as AI applications begin to penetrate the market.
Goldman Sachs Research estimates that data center power demand will grow by 160% by 2030. Currently, data centers globally consume 1-2% of overall power, but this percentage will likely double to 3-4% by the end of the decade. The overall increase in data center power consumption from AI is expected to be roughly 200TWh/year between 2023 and 2028, with AI representing about 19% of total datacenter power demand.
This heightens the dependence as well as the risk profile of the energy systems that support the AI datacenters and applications, making them targets for cyberattack.
It is also worth highlighting the additional dependency on water consumption. Data centers use fresh mains water, rather than surface water, so that the pipes, pumps, and heat exchangers used to cool racks of servers do not get clogged up with contaminants. Microsoft's global water use soared by 34% while it was developing its initial AI tools, and a data center cluster in Iowa used 6% of the district's water supply in one month during the training of OpenAI's GPT-4. Therefore, cyber-attacks impacting water supply to the datacenter operations may also be of concern.
The energy sector is a major target for cyberattack
The energy grid faces persistent threats from cyber criminals and hostile states such as Russia, China, Iran, and North Korea exploiting ransomware, AI, and advanced intrusion tools. State-linked cyber groups increasingly target industrial control systems pivotal to energy infrastructure. There are major areas of concern in the energy supply chain, where vulnerabilities exist in interconnected systems, for example GNSS and GPS for timing, and the targeting of subsea cables.
In 2021 the Colonial Pipeline Ransomware attack disabled its IT computer systems resulting in fuel shortages and panic buying in affected states. In 2022 a Russian attack on satellites knocked out communications and control of thousands of wind turbines in Ukraine. In 2023 the China-linked group, RedEcho, attacked India's power sector during border tension.
According to the E-ISAC, Electricity Information Sharing and Analysis Center, the nation state actors targeting the US energy sector in 2024 included Volt Typhoon, Salt Typhoon, Lemon Sandstorm/UNC757, APT 29 – Midnight Blizzard and GRU Unit 29155.
Last year Volt Typhoon, a China state-sponsored threat actor, targeted energy, transportation, and water sectors in the US and Canada. Its campaigns affected industrial sectors including Electricity Power Generation, Transmission and Distribution. Chinese hackers were active in Massachusetts' Littleton Electric Light & Water Departments (LELWD) for over 300 days without detection.
We have seen CyberArmyofRussia_Reborn (CARR) confirm attacks on US water and energy facilities. Hunt3r Kill3rs targeted internet exposed OT/ICS devices in the US, Europe, and Israel. And just in the last couple of days I saw a new headline about a cyberattack against a Canadian operator, Nova Scotia Power.
In addition to the IT-focused attacks such as Colonial Pipeline which have downstream impacts on industrial control systems (ICS), there has also been an increase in ICS-targeting malware intentionally designed for adverse effects on operational technology (OT) environments. FrostyGoop Malware is an ICS-specific malware tracked by Dragos. It interacts with ICS devices over Modbus TCP/502, a standard ICS protocol used worldwide. It is undetectable by common antivirus software and was used in Ukraine heating outages in 2024.
Legislation and proactive cyber security testing
Laws like the Network and Information Systems (NIS) Regulations and EO 13636 require enhanced resilience in critical sectors, including energy. The cyberattacks in the US and elsewhere are why regulators like Federal Energy Regulatory Commission (FERC) and North American Electric Reliability Corporation (NERC) are updating their requirements, to ensure power companies are preparing for the latest threats. FERC has begun to take steps to increase stricter cyber security controls for grid and power providers. FERC 887 and NERC CIP 003-9 are new regulations that impose stricter requirements on electric utilities for internal network security monitoring and remote access.
The costs of non-compliance can be significant. Back in 2019 NERC fined Duke Energy $10 million for cybersecurity failings relating to the CIP (critical infrastructure protection) compliance program.
How Keysight can help
With cyberattacks in the energy sector on the rise it is crucial to implement proactive security measures to safeguard your infrastructure and mitigate potential risks. It is important to validate new devices, networks, application workloads and traffic mixes. Our security testing solutions replicate your environment and support a wide range of protocols and applications with real-world test scenarios.
Keysight can help you to validate and refine your security posture, improving resilience to cyberattacks and ensuring adherence to cyber security requirements. To safeguard your infrastructure Keysight helps you in several ways including awareness and training, configuration management, incident response, risk assessment, security assessment, access control, identification, and authentication, as well as system and communications protection.
Let us explore further how Keysight can help you with device and IoT security.
Spotlight: Device and IoT security in the energy sector
As the energy sector becomes increasingly connected, communications networks will include both terrestrial and non-terrestrial networks which open up additional attack vectors. Back in 2022, Starlink terminals were hacked using voltage fault injection and side channel attacks to gain access to the Starlink network.
Keysight can conduct security assessments of devices connected to the energy grid, including validation of Smart Meters to the relevant Common Criteria Protection Profile. We analyze the hardware (debug and test interfaces and memories), software design, secure boot process, OS (Linux, Android, RTOS), as well as application security and perform targeted reviews to understand the security of your device. We can also analyze the security of the chipsets by considering logical, fault injection and side-channel threats, as well as the immutable firmware on the chips and the overall architecture.
Upgrades, especially of production OT devices, can be very expensive. Do you really want to take a substation down because you need to upgrade the firmware to fix a security flaw? This is why it is so important to do extensive pre-deployment testing of smart inverters, relays, phasors, and other operational devices so you can fix as many problems as possible early. It is also important to maintain an SBOM of deployed devices so that you can get immediate notification if a vulnerability is discovered in a library utilized in a device's firmware so that it can be remedied or mitigated before hackers can exploit it.
With a long history in the energy sector, Keysight is dedicated to safeguarding critical national energy systems. You can read more about how we keep energy grids safe on our Grid Modernization page.
Keysight is your partner for energy cyber security.
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Washington Post
an hour ago
- Washington Post
Trump signs ‘Big Beautiful Bill,' his sweeping policy legislation
President Donald Trump on Friday, with the nation at cookouts and preparing for sparkler-filled evenings, flooded the South Lawn of the White House with a mixture of patriotic festival and a celebration of his biggest legislative accomplishment. The president who has signed a historic number of executive orders finally got his dream of signing a signature policy bill that contains a collection of his campaign promises. And then, expected by dusk, the fireworks. It was the culmination of a string of successes in recent weeks and a remarkable display of how Trump has been able to bend to his will both allies and adversaries, world leaders and university presidents, media executives and judges. Even after moments when the legislation seemed uncertain of passage, with Republican lawmakers balking at its cost and cuts to safety net programs, Trump secured the narrow margins needed through both power of persuasion and more than a little intimidation. 'I think I have more power now, I do,' he said on Thursday, when asked about the difference between his first and second terms. 'More gravitas. More power.' The legislation, which he held aloft after signing it before 6 p.m., is the latest signal that other branches of government are ceding more influence to the executive branch. Last week, the Supreme Court sharply limited the ability of federal judges to block a presidential action nationwide, even if they find it unconstitutional. The Senate several days ago rejected a resolution that would let Congress decide whether Trump can attack Iran again. And the White House is expected to make a flurry of tariff announcements in the next week, as the legislative branch declines to assert its constitutional authority on levies. Trump on Friday also welcomed the B-2 bomber pilots who dropped 14 bunker-busting bombs on Iranian uranium enrichment facilities, in an operation that Trump has said 'obliterated' the country's nuclear program. Some of those same planes flew over the White House on Friday just before he signed the bill, alongside House Speaker Mike Johnson (R-Louisiana) and dozens of lawmakers. Johnson gave him a gavel that he banged to mark the signing, before handing out pens to those around him. 'This whole two weeks has been incredible, hasn't it? You know, when you think of all of the victories,' Trump marveled on Thursday night before a large crowd in Iowa. Twenty minutes later, he still couldn't believe it. 'This had to be the best two weeks,' he said. 'Has anybody ever had a better two weeks?' On Friday evening, the White House lawn was filled with people for what has been a traditional July Fourth picnic. Celebratory music played and many of his Cabinet members were gathered. 'I want to wish you a very happy Independence Day,' he said, with first lady Melania Trump standing by his side. 'This is going to be something special. … The spirit in this country we haven't seen anything like it in many many years — in decades!' He highlighted many of the congressional members in the crowd, several times singling out Sen. Lisa Murkowski (R-Alaska), whose vote was crucial to advancing the bill after she won a number of concessions for her home state. 'Lisa, thank you very much,' Trump said. 'I have to thank you.' He also spoke about a number of past grievances, including news coverage, Democratic criticisms of the legislation, and investigations into whether Russia played a role in past elections. Reflecting on the past several weeks, he said, 'There has never been anything like it as far as winning, winning, winning.' He said the election results gave him a sweeping mandate, claiming that the legislation was the result. 'The people are happy,' he said. 'They're happy.' There are significant risks ahead, however, with a bill that is expected to add trillions of dollars to the national debt and could put millions of Americans off of Medicaid. The bill also massively infuses funding into immigration enforcement agencies, even as public approval of Trump's massive deportation agenda tumbles. Early polling indicates that most Americans don't yet know much about the mammoth bill, which will pit Trump's salesmanship against Democrats eager for an policy argument to rally around. Some of its provisions, particularly cuts to Medicaid, are unpopular and Democrats are already planning to make it a chief argument in the midterm elections. The extension of tax cuts that could help the wealthiest Americans, combined with cuts to safety net programs, could give them a potent case to make. 'This vote will haunt our Republican colleagues for years to come,' Senate Minority Leader Charles E. Schumer (New York) said shortly after it passed the Senate. 'Because of this bill, tens of millions will lose health insurance. Millions of jobs will disappear. People will get sick and die.' Throughout the tortured negotiations in the House and Senate, Trump largely rejected warning signs even from some in his own party, and has rejected some of the projections from budget analysts over some of the far-reaching implications of the bill. Even as he has secured a signature domestic achievement, he faces other challenges abroad. The initial strikes in Iran were successful, and Trump has brushed aside any notion — including preliminary U.S. intelligence reports — that it wasn't 'total obliteration' of their nuclear program. But full inspections of the sites have not taken place, the decision to intervene in a foreign conflict deeply divided Trump's base, and the Middle East remains volatile. Trump is hoping to strike a ceasefire deal in Gaza next week when Israeli Prime Minister Benjamin Netanyahu comes to the White House. But he has also struggled in recent days to achieve a ceasefire in Russia's war against Ukraine. 'I'm very disappointed with the conversation I had today with President Putin,' he told reporters early Friday morning. 'I'm very disappointed. … I don't think he's looking to stop. It's too bad.' Trump on Friday morning spoke with Ukrainian President Volodymyr Zelensky, a conversation that Zelensky said focused in part on Russian airstrikes and possibilities for air defense assistance. The White House did not immediately respond to requests for comment on the phone call. Trump earlier in the week halted some weapons shipments to the war-torn country as it faces new aerial attacks and a surging Russian offensive. But there are few achievements in recent weeks that compare to his ability to muscle through legislation that cemented many of his top priorities. Trump to date has largely governed through executive orders, which could be unwound by future presidents. Since January, he has signed 168 orders, according to The American Presidency Project. Biden signed 162 over the course of his entire four years in office. Republicans are in control of both chambers of Congress, giving him a window of partisan power to attempt to pass his priorities. But with extremely narrow margins, and warring factions within the Republican Party, there so far had not been any major legislative movement. Trump decided to package everything into one piece of legislation, which he branded his One Big Beautiful Bill. White House officials described him as 'the omnipresent force behind this legislation' and couched the bill signing with historic sweep. 'Not too many presidents get the opportunity to have unified government,' a senior White House official, speaking to reporters on the condition of anonymity after the bill passage. 'Not too many presidents get the opportunity to enact basically the vast majority of their campaign promises in a single piece of legislation.' Trump had set a deadline of July 4, and managed to secure it. He has staged a smattering of signings at the White House, including one for the Laken Riley Act. But until now, 165 days into his presidency, he has not had a major piece of legislation to sign. 'It's the biggest bill ever signed of its kind,' Trump said.
Yahoo
an hour ago
- Yahoo
A family spent $69,000 turning their garage into an apartment so their son could live rent-free while launching his startup
Christina Starmer's son wanted to move out of the house after graduating from high school. She and her husband converted their garage into a studio apartment where he could live rent-free. Their son focused on his startup while he lived there, and the Starmers can now rent out the space. Many parents go above and beyond to support their kids — but Christina and Jeff Starmer took it to another level when their son wanted to launch a startup just after graduating from high school. They decided to turn their garage into a studio apartment, giving him a free place to live while he focused on his work. The project was a boon to the young founder — and allowed the Starmers to stumble into a lucrative side hustle. In the fall of 2022, the Starmer family was on the cusp of transition. Christina and Jeff live in Jacksonville, Florida, where they own CenterBeam Construction, a company that renovates historic homes. They have two kids, Chloe Starmer, 29, and Lyman Starmer, 21. In the fall of 2022, Lyman was on the cusp of graduating from high school. He planned to move out of his parents' home after graduation and devote himself to launching his startup, Deli, which uses AI to help people with the house-hunting process. But Christina, 55, was concerned her son couldn't afford to live on his own and start his company, particularly because rent was high in their area in the wake of the pandemic. "He was having to figure out how to get programmers and stuff like that, and I was like, 'You don't have any money and any money that people do put into your company, you don't want to spend that on housing,'" she told Business Insider. The family's garage offered the perfect solution. The Starmers have lived in their home for 19 years. During that time, they added a separate garage to the property. The partially finished, 378-square-foot garage mostly served as a storage space for the family, housing things such as bikes, workout equipment, and a second refrigerator, though it had electric and plumbing capabilities that had yet to be hooked up. Since they were no strangers to construction and home renovation, Christina suggested turning the space into an apartment where Lyman could live rent-free. She and Jeff could also list it on Airbnb when their son moved out, giving them another income source. "He was working so hard," Christina said. "We started a business, and I know what it takes to start a business, so I'm like, 'I would give my kids all the opportunity in the world.'" It was a no-brainer for the whole family. The Starmers started working on the renovation in November 2022. Christina said she initially set a budget of $48,000 for the remodel. She and Jeff were able to serve as their own contractors for the project and do most of the labor themselves, outsourcing work only for changes to the electricity and plumbing. Their daughter, Chloe, helped her parents with the design and layout of the space, visiting them on weekends to help with the renovation, and Lyman contributed to physical work such as tiling and framing. The structure originally had two garage doors, and the renovation kicked off with closing up one of them. "The other garage door remains today," Christina said. "That way, if somebody else ever wanted to convert it back, they could have a garage that they could drive in." The completed space functions like a cozy studio apartment. When you enter the apartment, you walk right into the kitchen, which has a small island with bar seating, a refrigerator, a stove, and a dishwasher. Maximizing space was a top priority as they renovated. For instance, the kitchen was designed with a built-in pantry. "While we were framing, I was like, 'I know it's a 2-by-4 wall, but I think I can make a pantry out of this 2-by-4 stud here,'" Christina said. "So instead of just drywalling it up, we made a large, long box and put some doors in the front." "I put wallpaper in the back and a couple of shelves, and now all of a sudden, you have a pantry for canned foods," she added. Bringing light into the living area was a challenge. A small living area sits across from the kitchen, and it includes an air conditioning unit. Christina said the biggest challenge with designing the living area was the limited natural light in the room, as the whole apartment had only one glass door and one window. The glass door was in the bedroom, which was separated from the living area by a wall, so the Starmers decided to add an internal window to the space. "We went to one of those old salvage yards and got a glass door from like the 1900s, turned it sideways, and it became a window in between the two rooms," Christina said. High ceilings make the space feel bigger than it is. "The garage was originally built with a hip roof, which makes the ceiling higher," Christina said. The ceilings are closer to 11 feet instead of the typical 8 feet. Plus, there are some exposed beams for a touch of character. "It feels so much bigger," she added. The apartment even has a washer and dryer, though Christina has one regret about it. The apartment's bathroom is across from the bedroom, and it sits a step above the rest of the space. "The plumbing was already stubbed out there, so we didn't want to have to jack up concrete and stuff," Christina said of why there was a step. Instead, they just raised the whole bathroom by about 7 inches, which saved the Starmers money and allowed them to create separation between the bathroom and bedroom. They also put a full-size washer and dryer in the mini hallway between the bedroom and bathroom, stacking them atop each other just across from a closet. Christina put a drawer beneath the machines for storing detergent and other laundry supplies, which she said still "bugs" her to this day because it made the dryer a little too high to reach easily. A step ladder easily solves the problem, though. Designing the small space wasn't an easy task. Christina said designing the layout for the apartment was the biggest hurdle of the project, as she wanted it to feel like a true studio despite the limited square footage. "We wanted a really good flow in a super tiny space and for someone to not feel boxed in," she said. She tried to avoid some of the pitfalls of mini spaces, like creating a bunk bed that's too small to stand up in or ultra-slim stairs. Instead, she focused on creating a one-story space that felt spacious and inviting. The renovation ended up costing about $69,000 and took about four months. Christina and Jeff wrapped the project in March 2023, creating a space that worked for their son while he finished high school and launched his career. It will also be easy to rent out eventually. "We haven't put it on Airbnb yet, but that's coming," Christina said. Though the project was over budget, the Starmers still saved tens of thousands of dollars by working as their own contractors. "If you do hire a contractor and you are paying all of that labor, which comes with trim out, framing, installing cabinetry, and all that stuff that we did ourselves, you will definitely be in that $120,000-ish range of today's market," Christina said. Lyman moved into the apartment when it was finished and lived there until he relocated to New York City this year. "My parents turning their garage into a studio apartment gave me the one thing first-time founders never have enough of — runway," Lyman said. "Skipping roughly $1,500 in monthly rent for almost two years meant I could funnel every spare dollar into Deli, the AI home-search platform I was building — hiring contract devs, covering cloud bills, and stretching our early runway instead of a landlord's pocket." "I had a door I could close for all-night coding marathons and investor Zooms, yet I was still close enough to step inside for dinner or a quick pep talk," he added. "That mix of independence and family support turned a simple remodel into the launchpad for my startup." Christina said the transition to her son living in the apartment went smoothly, and she was grateful she could make things a bit easier for him. "When he started living outside, in the mornings, he would come in and have coffee before he went to school, even though he had a coffee pot out there," she said. "Then in the evenings, by the time he got home and showered and worked a little bit, he would be back in and we would all eat dinner together." "I thought it was lovely," she added. Now, the rest of the Starmer family is helping others transform their garages. The Starmers shared videos about the apartment project on their social media platforms, and the videos went viral, amassing millions of views on TikTok. Because of the interest in their videos, Christina, Jeff, and Chloe decided to share what they learned about renovating small spaces online. They sell plans for garage conversions on their website, Her Home Reno. In June, they also launched an online course to teach novices how to take on a project like theirs. Christina said they'd sold hundreds of plans so far, and she hopes their knowledge can help others make the most of their spaces. Read the original article on Business Insider

Wall Street Journal
an hour ago
- Wall Street Journal
Trump Signs ‘Big, Beautiful Bill' Into Law
WASHINGTON—President Trump's 'one big, beautiful bill' is now law. In a splashy Fourth of July ceremony, with a B-2 stealth bomber and fighter jets flying over the White House, Trump put his signature to the legislation, notching a major second-term accomplishment after guiding the package through narrow majorities in both houses of Congress.