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A woman walks past tents for the homeless lining a street in Los Angeles, Calif. on Feb. 1, 2021.

FREDERIC J. BROWN | AFP | Getty Images

In December of last year, single mom Courtney Peterson was laid off from her job working for a now-shuttered inpatient transitional living program. Aside from the flexibility it allowed her to sometimes bring her seven-year-old son to work, it paid enough to cover rent in a studio apartment in the Van Nuys neighborhood in Los Angeles, where they had lived for a year and a half. 

Peterson said she began to research potential avenues for help, immediately concerned about making January’s rent. When her son was an infant, they lived in a travel trailer, she said, a situation she did not want to return to.

“I started to reach out to local churches or places that said they offered rent assistance,” Peterson told CNBC. “But a lot of them wanted me to have active eviction notices in order to give me assistance. I felt like I was running out of options. I’d reached out to pretty much everyone I could possibly think of with no luck.”

Instead of an eviction notice, Peterson received a letter from Homelessness Prevention Unit within the Los Angeles County Department of Health Services, offering a lifeline. The pilot program uses predictive artificial intelligence to identify individuals and families at risk of becoming homeless, offering aid to help them stabilize and remain housed.

In 2023, California had more than 181,000 homeless individuals, up more than 30 percent since 2007, according to data from the U.S Department of Housing and Urban Development. A report from the Auditor of the State of California found the state spent $24 billion on homelessness from 2018 through 2023.

Launched in 2021, the technology has helped the department serve nearly 800 individuals and families at risk of becoming homeless, with 86 percent of participants retaining permanent housing when they leave the program, according to Dana Vanderford, associate director of homelessness prevention at the county’s Department of Health Services. 

Individuals and families have access to between $4,000 and $8,000, she said, with the majority of the funding for the program coming from the American Rescue Plan Act. Tracking down individuals to help and convincing them that the offer is real and not a scam can be a challenge, but once contact is established, aid is quickly put into motion.

“We often meet our clients within days of a loss of housing, or days after they’ve had a medical emergency. The timing with which we meet people feels critical,” Vanderford said. “Our ability to appear out of nowhere, cold-call a person, provide them with resources and prevent that imminent loss of housing for 86 percent of the people that we’ve worked with feels remarkable.”

Peterson said she and her son received some $8,000 to cover rent, utilities and basic needs, allowing her to stay put in her apartment while she looks for a new job. The program works with clients for four months and then follows up with them at the six-month mark and the 12-month mark, as well as 18 months after discharge. Case workers like Amber Lung, who helped Peterson, say they can see how important preventative work is firsthand.

“Once folks do lose that housing, it feels like there’s so many more hurdles to get back to [being] housed, and so if we can fill in just a little bit of a gap there might be to help them retain that housing, I think it’s much easier to stabilize things than if folks end up in a shelter or on the streets to get them back into that position,” Lung said.

Using AI to prevent homelessness: Here's what to know

Predicting Risk

The AI model was developed by the California Policy Lab at UCLA over the course of several years, using data provided by Los Angeles County’s Chief Information Office. The CIO integrated data from seven different county departments, de-identified for privacy, including emergency room visits, behavioral health care, and large public benefits programs from food stamps to income support and homeless services, according to Janey Rountree, executive director of the California Policy Lab. The program also pulled data from the criminal justice system.

Those data, linked together over many years, are what would be used to make predictions about who would go on to experience homelessness, developed during a period of time when the policy lab had the outcome to test the model’s accuracy. 

Once the model identified patterns in who experienced homelessness, the lab used it to attempt to make predictions about the future, creating an anonymized list of individuals ranked from highest risk to lowest. The lab provided the list to the county so it could reach out to people who may be at risk of losing housing before it happened.

However, past research has found that anonymized data can be traced back to individuals based on demographic information. A sweeping study on data privacy, based on 1990 U.S. Census data found 87% of Americans could be identified by using ZIP code, birth date and gender.

“We have a deep, multi-decade long housing shortage in California, and the cost of housing is going up, increasingly, and that is the cause of our people experiencing homelessness,” Rountree said. “The biggest misperception is that homelessness is caused by individual risk factors, when in fact it’s very clear that the root cause of this is a structural economic issue.”

The Policy Lab provided the software to the county for free, Rountree said, and does not plan to monetize it. Using AI in close partnership with people who have relevant subject matter expertise from teachers to social workers can help to promote positive social outcomes, she said. 

“I just want to emphasize how important it is for every community experiencing homelessness, to test and innovate around prevention,” she said. ” It’s a relatively new strategy in the lifespan of homeless services. We need more evidence. We need to do more experiments around how to find people at risk. I think this is just one way to do that.”

The National Alliance to End Homelessness found in 2017 a chronically homeless person costs the taxpayer an average of $35,578 per year, and those costs are reduced by an average of nearly half when they are placed in supportive housing.

Los Angeles County has had initial conversations with Santa Clara County about the program, and San Diego County is also exploring a similar approach, Vanderford said.

Government Use of Artificial Intelligence

AI in the hands of government agencies has faced scrutiny due to potential outcomes. Police reliance on AI technology has led to wrongful arrests, and in California, voters rejected a plan to repeal the state’s bail system in 2020 and replace it with an algorithm to determine individual risk, over concerns it would increase bias in the justice system.

Broadly speaking, Margaret Mitchell, chief ethics scientist at AI startup Hugging Face, said ethics around the government use of AI hinge on context of use and safety of identifiable information, even if anonymized. Mitchell also points to how important it is to receive informed consent from people seeking help from government programs.

 “Are the people aware of all the signals that are being collected and the risk of it being associated to them and then the dual use concerns for malicious use against them?” Mitchell said. “There’s also the issue of how long this data is being kept and who might eventually see it.”

While the technology aims to provide aid to those in need before their housing is lost in Los Angeles County, which Mitchell said is a positive thing to do from a “virtue ethics” perspective, there are broader questions from a utilitarian viewpoint.

 “Those would be concerns like, ‘What is the cost to the taxpayer and how likely is this system to actually avoid houselessness?'” she said.

As for Peterson, she’s in the process of looking for work, hoping for a remote position that will allow her flexibility. Down the road, she’s hoping to obtain her licensed vocational nursing certification and one day buy a home where her son has his own room.

“It has meant a lot just because you know my son hasn’t always had that stability. I haven’t always had that stability,” she said of the aid from the program. “To be able to call this place home and know that I’m not going to have to move out tomorrow, my son’s not going to have to find new friends right away… It’s meant a lot to both me and my son.”

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How Elon Musk’s plan to slash government agencies and regulation may benefit his empire

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How Elon Musk’s plan to slash government agencies and regulation may benefit his empire

Elon Musk’s business empire is sprawling. It includes electric vehicle maker Tesla, social media company X, artificial intelligence startup xAI, computer interface company Neuralink, tunneling venture Boring Company and aerospace firm SpaceX. 

Some of his ventures already benefit tremendously from federal contracts. SpaceX has received more than $19 billion from contracts with the federal government, according to research from FedScout. Under a second Trump presidency, more lucrative contracts could come its way. SpaceX is on track to take in billions of dollars annually from prime contracts with the federal government for years to come, according to FedScout CEO Geoff Orazem.

Musk, who has frequently blamed the government for stifling innovation, could also push for less regulation of his businesses. Earlier this month, Musk and former Republican presidential candidate Vivek Ramaswamy were tapped by Trump to lead a government efficiency group called the Department of Government Efficiency, or DOGE.

In a recent commentary piece in the Wall Street Journal, Musk and Ramaswamy wrote that DOGE will “pursue three major kinds of reform: regulatory rescissions, administrative reductions and cost savings.” They went on to say that many existing federal regulations were never passed by Congress and should therefore be nullified, which President-elect Trump could accomplish through executive action. Musk and Ramaswamy also championed the large-scale auditing of agencies, calling out the Pentagon for failing its seventh consecutive audit. 

“The number one way Elon Musk and his companies would benefit from a Trump administration is through deregulation and defanging, you know, giving fewer resources to federal agencies tasked with oversight of him and his businesses,” says CNBC technology reporter Lora Kolodny.

To learn how else Elon Musk and his companies may benefit from having the ear of the president-elect watch the video.

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Why X’s new terms of service are driving some users to leave Elon Musk’s platform

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Why X's new terms of service are driving some users to leave Elon Musk's platform

Elon Musk attends the America First Policy Institute gala at Mar-A-Lago in Palm Beach, Florida, Nov. 14, 2024.

Carlos Barria | Reuters

X’s new terms of service, which took effect Nov. 15, are driving some users off Elon Musk’s microblogging platform. 

The new terms include expansive permissions requiring users to allow the company to use their data to train X’s artificial intelligence models while also making users liable for as much as $15,000 in damages if they use the platform too much. 

The terms are prompting some longtime users of the service, both celebrities and everyday people, to post that they are taking their content to other platforms. 

“With the recent and upcoming changes to the terms of service — and the return of volatile figures — I find myself at a crossroads, facing a direction I can no longer fully support,” actress Gabrielle Union posted on X the same day the new terms took effect, while announcing she would be leaving the platform.

“I’m going to start winding down my Twitter account,” a user with the handle @mplsFietser said in a post. “The changes to the terms of service are the final nail in the coffin for me.”

It’s unclear just how many users have left X due specifically to the company’s new terms of service, but since the start of November, many social media users have flocked to Bluesky, a microblogging startup whose origins stem from Twitter, the former name for X. Some users with new Bluesky accounts have posted that they moved to the service due to Musk and his support for President-elect Donald Trump.

Bluesky’s U.S. mobile app downloads have skyrocketed 651% since the start of November, according to estimates from Sensor Tower. In the same period, X and Meta’s Threads are up 20% and 42%, respectively. 

X and Threads have much larger monthly user bases. Although Musk said in May that X has 600 million monthly users, market intelligence firm Sensor Tower estimates X had 318 million monthly users as of October. That same month, Meta said Threads had nearly 275 million monthly users. Bluesky told CNBC on Thursday it had reached 21 million total users this week.

Here are some of the noteworthy changes in X’s new service terms and how they compare with those of rivals Bluesky and Threads.

Artificial intelligence training

X has come under heightened scrutiny because of its new terms, which say that any content on the service can be used royalty-free to train the company’s artificial intelligence large language models, including its Grok chatbot.

“You agree that this license includes the right for us to (i) provide, promote, and improve the Services, including, for example, for use with and training of our machine learning and artificial intelligence models, whether generative or another type,” X’s terms say.

Additionally, any “user interactions, inputs and results” shared with Grok can be used for what it calls “training and fine-tuning purposes,” according to the Grok section of the X app and website. This specific function, though, can be turned off manually. 

X’s terms do not specify whether users’ private messages can be used to train its AI models, and the company did not respond to a request for comment.

“You should only provide Content that you are comfortable sharing with others,” read a portion of X’s terms of service agreement.

Though X’s new terms may be expansive, Meta’s policies aren’t that different. 

The maker of Threads uses “information shared on Meta’s Products and services” to get its training data, according to the company’s Privacy Center. This includes “posts or photos and their captions.” There is also no direct way for users outside of the European Union to opt out of Meta’s AI training. Meta keeps training data “for as long as we need it on a case-by-case basis to ensure an AI model is operating appropriately, safely and efficiently,” according to its Privacy Center. 

Under Meta’s policy, private messages with friends or family aren’t used to train AI unless one of the users in a chat chooses to share it with the models, which can include Meta AI and AI Studio.

Bluesky, which has seen a user growth surge since Election Day, doesn’t do any generative AI training. 

“We do not use any of your content to train generative AI, and have no intention of doing so,” Bluesky said in a post on its platform Friday, confirming the same to CNBC as well.

Liquidated damages

Bluesky CEO: Our platform is 'radically different' from anything else in social media

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The Pentagon’s battle inside the U.S. for control of a new Cyber Force

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The Pentagon's battle inside the U.S. for control of a new Cyber Force

A recent Chinese cyber-espionage attack inside the nation’s major telecom networks that may have reached as high as the communications of President-elect Donald Trump and Vice President-elect J.D. Vance was designated this week by one U.S. senator as “far and away the most serious telecom hack in our history.”

The U.S. has yet to figure out the full scope of what China accomplished, and whether or not its spies are still inside U.S. communication networks.

“The barn door is still wide open, or mostly open,” Senator Mark Warner of Virginia and chairman of the Senate Intelligence Committee told the New York Times on Thursday.

The revelations highlight the rising cyberthreats tied to geopolitics and nation-state actor rivals of the U.S., but inside the federal government, there’s disagreement on how to fight back, with some advocates calling for the creation of an independent federal U.S. Cyber Force. In September, the Department of Defense formally appealed to Congress, urging lawmakers to reject that approach.

Among one of the most prominent voices advocating for the new branch is the Foundation for Defense of Democracies, a national security think tank, but the issue extends far beyond any single group. In June, defense committees in both the House and Senate approved measures calling for independent evaluations of the feasibility to create a separate cyber branch, as part of the annual defense policy deliberations.

Drawing on insights from more than 75 active-duty and retired military officers experienced in cyber operations, the FDD’s 40-page report highlights what it says are chronic structural issues within the U.S. Cyber Command (CYBERCOM), including fragmented recruitment and training practices across the Army, Navy, Air Force, and Marines.

“America’s cyber force generation system is clearly broken,” the FDD wrote, citing comments made in 2023 by then-leader of U.S. Cyber Command, Army General Paul Nakasone, who took over the role in 2018 and described current U.S. military cyber organization as unsustainable: “All options are on the table, except the status quo,” Nakasone had said.

Concern with Congress and a changing White House

The FDD analysis points to “deep concerns” that have existed within Congress for a decade — among members of both parties — about the military being able to staff up to successfully defend cyberspace. Talent shortages, inconsistent training, and misaligned missions, are undermining CYBERCOM’s capacity to respond effectively to complex cyber threats, it says. Creating a dedicated branch, proponents argue, would better position the U.S. in cyberspace. The Pentagon, however, warns that such a move could disrupt coordination, increase fragmentation, and ultimately weaken U.S. cyber readiness.

As the Pentagon doubles down on its resistance to establishment of a separate U.S. Cyber Force, the incoming Trump administration could play a significant role in shaping whether America leans toward a centralized cyber strategy or reinforces the current integrated framework that emphasizes cross-branch coordination.

Known for his assertive national security measures, Trump’s 2018 National Cyber Strategy emphasized embedding cyber capabilities across all elements of national power and focusing on cross-departmental coordination and public-private partnerships rather than creating a standalone cyber entity. At that time, the Trump’s administration emphasized centralizing civilian cybersecurity efforts under the Department of Homeland Security while tasking the Department of Defense with addressing more complex, defense-specific cyber threats. Trump’s pick for Secretary of Homeland Security, South Dakota Governor Kristi Noem, has talked up her, and her state’s, focus on cybersecurity.

Former Trump officials believe that a second Trump administration will take an aggressive stance on national security, fill gaps at the Energy Department, and reduce regulatory burdens on the private sector. They anticipate a stronger focus on offensive cyber operations, tailored threat vulnerability protection, and greater coordination between state and local governments. Changes will be coming at the top of the Cybersecurity and Infrastructure Security Agency, which was created during Trump’s first term and where current director Jen Easterly has announced she will leave once Trump is inaugurated.

Cyber Command 2.0 and the U.S. military

John Cohen, executive director of the Program for Countering Hybrid Threats at the Center for Internet Security, is among those who share the Pentagon’s concerns. “We can no longer afford to operate in stovepipes,” Cohen said, warning that a separate cyber branch could worsen existing silos and further isolate cyber operations from other critical military efforts.

Cohen emphasized that adversaries like China and Russia employ cyber tactics as part of broader, integrated strategies that include economic, physical, and psychological components. To counter such threats, he argued, the U.S. needs a cohesive approach across its military branches. “Confronting that requires our military to adapt to the changing battlespace in a consistent way,” he said.

In 2018, CYBERCOM certified its Cyber Mission Force teams as fully staffed, but concerns have been expressed by the FDD and others that personnel were shifted between teams to meet staffing goals — a move they say masked deeper structural problems. Nakasone has called for a CYBERCOM 2.0, saying in comments early this year “How do we think about training differently? How do we think about personnel differently?” and adding that a major issue has been the approach to military staffing within the command.

Austin Berglas, a former head of the FBI’s cyber program in New York who worked on consolidation efforts inside the Bureau, believes a separate cyber force could enhance U.S. capabilities by centralizing resources and priorities. “When I first took over the [FBI] cyber program … the assets were scattered,” said Berglas, who is now the global head of professional services at supply chain cyber defense company BlueVoyant. Centralization brought focus and efficiency to the FBI’s cyber efforts, he said, and it’s a model he believes would benefit the military’s cyber efforts as well. “Cyber is a different beast,” Berglas said, emphasizing the need for specialized training, advancement, and resource allocation that isn’t diluted by competing military priorities.

Berglas also pointed to the ongoing “cyber arms race” with adversaries like China, Russia, Iran, and North Korea. He warned that without a dedicated force, the U.S. risks falling behind as these nations expand their offensive cyber capabilities and exploit vulnerabilities across critical infrastructure.

Nakasone said in his comments earlier this year that a lot has changed since 2013 when U.S. Cyber Command began building out its Cyber Mission Force to combat issues like counterterrorism and financial cybercrime coming from Iran. “Completely different world in which we live in today,” he said, citing the threats from China and Russia.

Brandon Wales, a former executive director of the CISA, said there is the need to bolster U.S. cyber capabilities, but he cautions against major structural changes during a period of heightened global threats.

“A reorganization of this scale is obviously going to be disruptive and will take time,” said Wales, who is now vice president of cybersecurity strategy at SentinelOne.

He cited China’s preparations for a potential conflict over Taiwan as a reason the U.S. military needs to maintain readiness. Rather than creating a new branch, Wales supports initiatives like Cyber Command 2.0 and its aim to enhance coordination and capabilities within the existing structure. “Large reorganizations should always be the last resort because of how disruptive they are,” he said.

Wales says it’s important to ensure any structural changes do not undermine integration across military branches and recognize that coordination across existing branches is critical to addressing the complex, multidomain threats posed by U.S. adversaries. “You should not always assume that centralization solves all of your problems,” he said. “We need to enhance our capabilities, both defensively and offensively. This isn’t about one solution; it’s about ensuring we can quickly see, stop, disrupt, and prevent threats from hitting our critical infrastructure and systems,” he added.

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