Four from MIT named 2024 Knight-Hennessy Scholars

Four from MIT named 2024 Knight-Hennessy Scholars

MIT senior Owen Dugan, graduate student Vittorio Colicci ’22, predoctoral research fellow Carine You ’22, and recent alumna Carina Letong Hong ’22 are recipients of this year’s Knight-Hennessy Scholarships. The competitive fellowship, now in its seventh year, funds up to three years of graduate studies in any field at Stanford University. To date, 22 MIT students and alumni have been awarded Knight-Hennessy Scholarships.

“We are excited for these students to continue their education at Stanford with the generous support of the Knight Hennessy Scholarship,” says Kim Benard, associate dean of distinguished fellowships in Career Advising and Professional Development. “They have all demonstrated extraordinary dedication, intellect, and leadership, and this opportunity will allow them to further hone their skills to make real-world change.”

Vittorio Colicci ’22

Vittorio Colicci, from Trumbull, Connecticut, graduated from MIT in May 2022 with a BS in aerospace engineering and physics. He will receive his master’s degree in planetary sciences this spring. At Stanford, Colicci will pursue a PhD in earth and planetary sciences at the Stanford Doerr School of Sustainability. He hopes to investigate how surface processes on Earth and Mars have evolved through time alongside changes in habitability. Colicci has worked largely on spacecraft engineering projects, developing a monodisperse silica ceramic for electrospray thrusters and fabricating high-energy diffraction gratings for space telescopes. As a Presidential Graduate Fellow at MIT, he examined the influence of root geometry on soil cohesion for early terrestrial plants using 3D-printed reconstructions. Outside of research, Colicci served as co-director of TEDxMIT and propulsion lead for the MIT Rocket Team. He is also passionate about STEM engagement and outreach, having taught educational workshops in Zambia and India.

Owen Dugan

Owen Dugan, from Sleepy Hollow, New York, is a senior majoring in physics. As a Knight-Hennessy Scholar, he will pursue a PhD in computer science at the Stanford School of Engineering. Dugan aspires to combine artificial intelligence and physics, developing AI that enables breakthroughs in physics and using physics techniques to design more capable and safe AI systems. He has collaborated with researchers from Harvard University, the University of Chicago, and DeepMind, and has presented his first-author research at venues including the International Conference on Machine Learning, the MIT Mechanistic Interpretability Conference, and the American Physical Society March Meeting. Among other awards, Dugan is a Hertz Finalist, a U.S. Presidential Scholar, an MIT Outstanding Undergraduate Research Awardee, a Research Science Institute Scholar, and a Neo Scholar. He is also a co-founder of VeriLens, a funded startup enabling trust on the internet by cryptographically verifying digital media.

Carina Letong Hong ’22

Carina Letong Hong, from Canton, China, is currently pursuing a JD/PhD in mathematics at Stanford. A first-generation college student, Hong graduated from MIT in May 2022 with a double major in mathematics and physics and was inducted into Sigma Pi Sigma, the physics honor society. She then earned a neuroscience master’s degree with dissertation distinctions from the University of Oxford, where she conducted artificial intelligence and machine learning research at Sainsbury Wellcome Center’s Gatsby Unit. At Stanford Law School, Hong provides legal aid to low-income workers and uses economic analysis to push for law enforcement reform. She has published numerous papers in peer-reviewed journals, served as an expert referee for journals and conferences, and spoken at summits in the United States, Germany, France, the U.K., and China. She was the recipient of the AMS-MAA-SIAM Morgan Prize for Outstanding Research, the highest honor for an undergraduate in mathematics in North America; the AWM Alice T. Schafer Prize for Mathematical Excellence, given annually to an undergraduate woman in the United States; the Maryam Mirzakhani Fellowship; and a Rhodes Scholarship.

Carine You ’22

Carine You, from San Diego, California, graduated from MIT in May 2022 with bachelor’s degrees in electrical engineering and computer science and in mathematics. Since graduating, You has worked as a predoctoral research assistant with Professor Amy Finkelstein in the MIT Department of Economics, where she has studied the quality of Medicare nursing home care and the targeting of medical screening technologies. This fall, You will embark on a PhD in economic analysis and policy at the Stanford Graduate School of Business. She wishes to address pressing issues in environmental and health-care markets, with a particular focus on economic efficiency and equity. You previously developed audio signal processing algorithms at Bose, refined mechanistic models to inform respiratory monitoring at the MIT Research Laboratory of Electronics, and analyzed corruption in developmental projects in India at the World Bank. Through Middle East Entrepreneurs of Tomorrow, she taught computer science to Israeli and Palestinian students in Jerusalem and spearheaded an online pilot expansion for the organization. At MIT, she was named a Burchard Scholar.

Taking RNAi from interesting science to impactful new treatments

Taking RNAi from interesting science to impactful new treatments

There are many hurdles to clear before a research discovery becomes a life-changing treatment for patients. That’s especially true when the treatments being developed represent an entirely new class of medicines. But overcoming those obstacles can revolutionize our ability to treat diseases.

Few companies exemplify that process better than Alnylam Pharmaceuticals. Alnylam was founded by a group of MIT-affiliated researchers who believed in the promise of a technology — RNA interference, or RNAi.

The researchers had done foundational work to understand how RNAi, which is a naturally occurring process, works to silence genes through the degradation of messenger RNA. But it was their decision to found Alnylam in 2002 that attracted the funding and expertise necessary to turn their discoveries into a new class of medicines. Since that decision, Alnylam has made remarkable progress taking RNAi from an interesting scientific discovery to an impactful new treatment pathway.

Today Alnylam has five medicines approved by the U.S. Food and Drug Administration (one Alnylam-discovered RNAi therapeutic is licensed to Novartis) and a rapidly expanding clinical pipeline. The company’s approved medicines are for debilitating, sometimes fatal conditions that many patients have grappled with for decades with few other options.

The company estimates its treatments helped more than 5,000 patients in 2023 alone. Behind that number are patient stories that illustrate how Alnylam has changed lives. A mother of three says Alnylam’s treatments helped her take back control of her life after being bed-ridden with attacks associated with the rare genetic disease acute intermittent porphyria (AIP). Another patient reported that one of the company’s treatments helped her attend her daughter’s wedding. A third patient, who had left college due to frequent AIP attacks, was able to return to school.

These days Alnylam is not the only company developing RNAi-based medicines. But it is still a pioneer in the field, and the company’s founders — MIT Institute Professor Phil Sharp, Professor David Bartel, Professor Emeritus Paul Schimmel, and former MIT postdocs Thomas Tuschl and Phillip Zamore — see Alnylam as a champion for the field more broadly.

“Alnylam has published more than 250 scientific papers over 20 years,” says Sharp, who currently serves as chair of Alnylam’s scientific advisory board. “Not only did we do the science, not only did we translate it to benefit patients, but we also described every step. We established this as a modality to treat patients, and I’m very proud of that record.”

Pioneering RNAi development

MIT’s involvement in RNAi dates back to its discovery. Before Andrew Fire PhD ’83 shared a Nobel Prize for the discovery of RNAi in 1998, he worked on understanding how DNA was transcribed into RNA, as a graduate student in Sharp’s lab.

After leaving MIT, Fire and collaborators showed that double-stranded RNA could be used to silence specific genes in worms. But the biochemical mechanisms that allowed double-stranded RNA to work were unknown until MIT professors Sharp, Bartel, and Ruth Lehmann, along with Zamore and Tuschl, published foundational papers explaining the process. The researchers developed a system for studying RNAi and showed how RNAi can be controlled using different genetic sequences. Soon after Tuschl left MIT, he showed that a similar process could also be used to silence specific genes in human cells, opening up a new frontier in studying genes and ultimately treating diseases.

“Tom showed you could synthesize these small RNAs, transfect them into cells, and get a very specific knockdown of the gene that corresponded to that the small RNAs,” Bartel explains. “That discovery transformed biological research. The ability to specifically knockdown a mammalian gene was huge. You could suddenly study the function of any gene you were interested in by knocking it down and seeing what happens. … The research community immediately started using that approach to study the function of their favorite genes in mammalian cells.”

Beyond illuminating gene function, another application came to mind.

“Because almost all diseases are related to genes, could we take these small RNAs and silence genes to treat patients?” Sharp remembers wondering.

To answer the question, the researchers founded Alnylam in 2002. (They recruited Schimmel, a biotech veteran, around the same time.) But there was a lot of work to be done before the technology could be tried in patients. The main challenge was getting RNAi into the cytoplasm of the patients’ cells.

“Through work in Dave Bartel and Phil Sharp’s lab, among others, it became evident that to make RNAi into therapies, there were three problems to solve: delivery, delivery, and delivery,” says Alnylam Chief Scientific Officer Kevin Fitzgerald, who has been with the company since 2005.

Early on, Alnylam collaborated with MIT drug delivery expert and Institute Professor Bob Langer. Eventually, Alnylam developed the first lipid nanoparticles (LNPs) that could be used to encase RNA and deliver it into patient cells. LNPs were later used in the mRNA vaccines for Covid-19.

“Alnylam has invested over 20 years and more than $4 billion in RNAi to develop these new therapeutics,” Sharp says. “That is the means by which innovations can be translated to the benefit of society.”

From scientific breakthrough to patient bedside

Alnylam received its first FDA approval in 2018 for treatment of the polyneuropathy of hereditary transthyretin-mediated amyloidosis, a rare and fatal disease. It doubled as the first RNAi therapeutic to reach the market and the first drug approved to treat that condition in the United States.

“What I keep in mind is, at the end of the day for certain patients, two months is everything,” Fitzgerald says. “The diseases that we’re trying to treat progress month by month, day by day, and patients can get to a point where nothing is helping them. If you can move their disease by a stage, that’s huge.”

Since that first treatment, Alnylam has updated its RNAi delivery system — including by conjugating small interfering RNAs to molecules that help them gain entry to cells — and earned approvals to treat other rare genetic diseases along with high cholesterol (the treatment licensed to Novartis). All of those treatments primarily work by silencing genes that encode for the production of proteins in the liver, which has proven to be the easiest place to deliver RNAi molecules. But Alnylam’s team is confident they can deliver RNAi to other areas of the body, which would unlock a new world of treatment possibilities. The company has reported promising early results in the central nervous system and says a phase one study last year was the first RNAi therapeutic to demonstrate gene silencing in the human brain.

“There’s a lot of work being done at Alnylam and other companies to deliver these RNAis to other tissues: muscles, immune cells, lung cells, etc.,” Sharp says. “But to me the most interesting application is delivery to the brain. We think we have a therapeutic modality that can very specifically control the activity of certain genes in the nervous system. I think that’s extraordinarily important, for diseases from Alzheimer’s to schizophrenia and depression.”

The central nervous system work is particularly significant for Fitzgerald, who watched his father struggle with Parkinson’s.

“Our goal is to be in every organ in the human body, and then combinations of organs, and then combinations of targets within individual organs, and then combinations of targets within multi-organs,” Fitzgerald says. “We’re really at the very beginning of what this technology is going do for human health.”

It’s an exciting time for the RNAi scientific community, including many who continue to study it at MIT. Still, Alnylam will need to continue executing in its drug development efforts to deliver on that promise and help an expanding pool of patients.

“I think this is a real frontier,” Sharp says. “There’s major therapeutic need, and I think this technology could have a huge impact. But we have to prove it. That’s why Alnylam exists: to pursue new science that unlocks new possibilities and discover if they can be made to work. That, of course, also why MIT is here: to improve lives.”

Square Enix Will Begin Layoffs As Part Of ‘Structural Reforms’ This Week

Square Enix, the developer-publisher behind this year’s Final Fantasy VII Rebirth, is set to lay off an unspecified number of employees across its U.S. and European offices, which are headquartered in California and the United Kingdom, respectively, this week. According to those in attendance, Square Enix president Takashi Kiryu delivered this news in a company-wide meeting, as first reported by VideoGamesChronicle

Layoffs such as these were suspected following Square Enix’s latest financial earnings report, which includes a three-year company reboot plan with an “aggressive” multiplatform release strategy after a slide mentioned “structural reforms.” You can see the slide below: 

Square Enix Will Begin Layoffs As Part Of ‘Structural Reforms’ This Week

As you can see above, as part of Square Enix’s plan to rebuild its overseas business divisions from the ground up, the company “began optimizing costs at its European and American offices via structural reforms.” After more than 10,000 layoffs across game studios and publishers this year, it’s easy to read between the lines – structural reforms sound a lot like “layoffs,” and now VGC has confirmed as much. 

The publication reports these layoffs will happen over the course of the next month, with those affected set to find out this week. The total number of expected layoffs is not known, but VGC‘s sources say staff was told it will mostly affect those working in publishing, IT, and Square Enix’s Collective indie games division. 

U.K. employees laid off will enter into a “one-month consultancy period” in accordinace with local U.K. law, while affected U.S. staff could be out of their jobs potentially before the end of the month. 


These layoffs join a string of other disheartening 2024 layoffs and closures, which now total more than 10,000 in just the first five months of the year. 

Earlier this month, Xbox closed four Bethesda studios, including Hi-Fi Rush developer Tango Gameworks and Redfall studio Arkane Austin. Take-Two Interactive closed Rollerdrome studio Roll7 and Kerbal Space Program 2 studio Intercept Games alongside major layoffs to its indie-publisher Private Division label. That same week, we learned Deliver Us Mars developer Keoken Interactive had laid off nearly its entire staff

Elsewhere in the year, EA laid off roughly 670 employees across all departments, resulting in the cancellation of Respawn’s Star Wars FPS game. PlayStation laid off 900 employees across Insomniac, Naughty Dog, Guerrilla, and more, closing down London Studio in the process, too. The day before, Until Dawn developer Supermassive Games announced it laid off 90 employees

At the end of January, we learned Embracer Group had canceled a new Deus Ex game in development at Eidos-Montréal and laid off 97 employees in the process. Also in January, Destroy All Humans remake developer Black Forest Games reportedly laid off 50 employees and Microsoft announced it was laying off 1,900 employees across its Xbox, Activision Blizzard, and ZeniMax teams, as well. Outriders studio People Can Fly laid off more than 30 employees in January, and League of Legends company Riot Games laid off 530 employees

Lords of the Fallen Publisher CI Games laid off 10 percent of its staffUnity will lay off 1,800 people by the end of March, and Twitch laid off 500 employees

We also learned that Discord had laid off 170 employees, that layoffs happened at PTW, a support studio that’s worked with companies like Blizzard and Capcom, and that SteamWorld Build company, Thunderful Group, let go of roughly 100 people. Dead by Daylight developer Behaviour Interactive also reportedly laid off 45 people, too

[Source: VideoGamesChronicle]

What to Do When Your Website Faces a Major Software Change

The web is in a constant state of change. What we build today will inevitably need to adapt tomorrow. And the challenge of keeping up is only growing.

Modern websites have multiple dependencies. They include everything from PHP, your content management system (CMS), to JavaScript libraries. Even the classic 5-page brochure site can’t escape their clutches.

None of these items are immune to change. Sometimes, those changes add extra work to our plates.

The situation presents a multitude of challenges for developers. We may need to refactor a feature’s code. Or go through an arduous manual testing process. Both involve a lot of time and money.

So, how do you carry out such an endeavor? Here are some tips for managing software changes that impact your website.

Assess the Impact of the Change

On the surface, some software changes may not seem so serious. For example, updating your WordPress install. It’s often a routine task – until it’s not.

Sometimes, a theme or plugin undergoes an overhaul. The new version could mean changes to your implementation. Thus, you won’t want to click the “update” button until you assess what’s happening.

You can learn a lot by reading documentation regarding the change. For example, a changelog may offer vital information.

Hopefully, you’ll gain a clearer picture of what steps you need to take. If not, it’s time to contact the developer or post in a support forum.

We’re also assuming you have intimate knowledge of your website. That includes an understanding of how the site was built – along with its dependencies.

What if you inherited the website from another developer? You may need to dig a little deeper to gauge the impact of an update.

What to Do When Your Website Faces a Major Software Change

Create a Staging Environment for Testing

It’s always worth repeating: Don’t implement critical updates without testing. You run the risk of something breaking in the process. Not fun at all.

A staging environment will allow you to test without risk. It’s an exact copy of your website, hosted locally or on a remote server.

Think of a staging environment as a playground for experimentation. You can turn on debugging or install development tools to catch any errors. Plus, you can add and remove components like plugins or libraries.

You might make a mistake or two – but that’s OK. There’s always an opportunity to reverse your changes or start fresh.

A staging environment is perfect for process-oriented updates – like upgrading to a new version of PHP. You’ll have a separate space to investigate and repair each issue. Again, it’s not something you want to do on a production site.

Your web host may offer a staging option. That may be your best bet. Ideally, you’ll want to use a server configuration that is as close as possible to your production environment.

If that’s not possible, try to get as close as you can with a local install. Having a place to test is the most important thing.

A staging website allows you to test updates in a low-risk environment.

Take Notes as You Test

Some web hosts allow you to push your changes from staging to production. However, this isn’t always an option. Therefore, you’ll want to take notes during testing.

There are a lot of steps involved with software changes. For example, you may have implemented several code tweaks. A crucial item could easily get lost in the process. That might be a problem when it’s time to launch.

Having some project documentation on hand can be helpful. It will serve as a reference as you deploy any changes.

What should you include in your notes? Here are a few ideas:

  • A list of changed files;
  • Changed server or CMS settings;
  • Items (like plugins or libraries) that have been added or removed;

These examples are a starting point. Feel free to document anything you think is relevant to your project. You’ll be glad you took the initiative when looking back! This step lessens the chances of making a mistake.

Oh, and be sure to back up your site before making changes. That can be a lifesaver should something go awry.

Be sure to document any changes you make during testing.

Prepare for Launch

Now that you’ve tested (and taken good notes), it’s full speed ahead! Much of what happens next will depend on the scope of your project. However, there are a few best practices worth following.

The first is to schedule a time to make the required changes. Try to do so when user impact will be minimal. Be sure to give yourself enough time for deployment and testing. You’ll also want to alert any stakeholders of what’s happening.

Next, create a checklist of tasks. List each step of the process in order. It’s a simple thing – but handy for keeping track of progress.

Also, make sure you have access to everything you need. For example, you may need permission to overwrite files on the web server. Or the account details for a third-party provider.

And don’t forget about any two-factor authentication tied to client accounts. You may need to coordinate a time to gain access.

Once you’re fully prepared, you can move forward with confidence.

Take everything you've learned and prepare to launch the website changes.

Turn Big Changes into No Big Deal

Updates to system software and site components could mean extra work. It’s a staple of website maintenance. And you never know when something new will pop up.

Web designers need all the help they can get. As websites have more moving parts, so does the likelihood of something major coming along.

It may sound a bit scary – but do not worry! A solid process can simplify matters.

Assess your situation, test on a staging environment, and document your work. Prepare for the change as you would a job interview. When something comes up, you’ll be able to handle it gracefully.

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Square Enix Will ‘Aggressively’ Pursue Multiplatform Strategy In Company Reboot

Square Enix is rebooting itself, “aggressively” pursuing a multiplatform strategy that includes PlayStation, Xbox, Nintendo, and PC in the process. This comes from the company’s latest financial earnings report, which details Square Enix’s three-year reboot plan for long-term growth. 

Within that three-year reboot plan, Square Enix lists four pillars

  • Enhance productivity by optimizing the development footprint in the Digital Entertainment (DE) segment
  • Diversify earnings opportunities by strengthening customer contact points
  • Roll out initiatives to create additional foundational stability
  • Strike a balance between shareholder return and growth investment when allocating capital 
Square Enix Will ‘Aggressively’ Pursue Multiplatform Strategy In Company Reboot

As part of this plan, Square Enix “will aggressively pursue a multiplatform strategy that includes Nintendo platforms, PlayStation, Xbox, and PCs,” according to the financial report. “Especially, in regards to major franchise and AAA titles including catalog titles, it will build an environment where more customers can enjoy these titles,” it continues, possibly alluding to multiplatform releases for future Final Fantasy games and more.

This strategy switch-up follows reports that Final Fantasy VII Rebirth, a PlayStation 5-exclusive RPG that launched in February underperformed; Final Fantasy VII Rebirth followed in the footsteps of its predecessor, Final Fantasy VII Remake, which launched exclusively on PlayStation 4 in 2020, and Final Fantasy XVI, which hit PS5 last year (although it’s set to release on PC sometime in the future). 

Square Enix also says it will “devise a platforms strategy for SD [Smart Devices/PC Browser portfolio] that includes not only iOS and Android, but also the possibility of PC launches. It continues, “Furthermore, the Group will strive to maximize the acquisition of new users when launching a title and that of recurring users after starting management of game operation.” 

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Throughout the financial report, Square Enix uses the word “fun” as a focal point for the future development of its games. It says it wants to focus on the development of titles “delivering ‘fun’ that only [Square Enix] can create and build.” 

In terms of numbers, Square Enix’s net sales are up 3.8% year-over-year at $2.28 billion this year, with digital entertainment sales up 2.5% at $1.59 billion. However, its operating income – $209 million – is down nearly 27%. 

These numbers and subsequent strategy shift aren’t surprising, considering at the end of April, Square Enix canceled some of its in-development games to be “more selective and focused,” which lines up with its new philosophy. This likely means we’ll be seeing more titles like Dragon Age XI, Final Fantasy XVI, and Final Fantasy VII Rebirth on various platforms and less games like Foamstars and The DioField Chronicle. Only time will tell, though, and Square Enix thinks it will take three years for this company reboot.

For more, read Game Informer’s Final Fantasy VII Rebirth review, and then read Game Informer’s Final Fantasy XVI review. After that, read about Final Fantasy XIV’s upcoming Dawntrail expansion, which is due out this July


What are your thoughts on Square Enix’s new strategy?Let us know in the comments below!

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10 ways generative AI drives stronger security outcomes – CyberTalk

10 ways generative AI drives stronger security outcomes – CyberTalk

EXECUTIVE SUMMARY:

Eighty-seven percent of cyber security professionals recognize the potential inherent in leveraging AI for security purposes. The growing volume and sophistication of cyber attacks point to the critical need for new and innovative ways to protect businesses from cyber skullduggery.

However, despite widespread and rabid enthusiasm for generative AI, generative AI adoption in the security space has remained somewhat constricted and slow. Why? The reality is that running mature, enterprise-ready generative AI is not an easy feat.

Managing generative AI systems requires skilled professionals, comprehensive governance structures and powerful infrastructure, among other things. Nonetheless, if organizational maturity is accounted for and attended to, generative AI can present robust opportunities through which to drive stronger cyber security outcomes.

10 ways generative AI drives stronger cyber security outcomes

1. Customized threat scenarios. When presented with news articles detailing a never-seen-before threat scenario, generative AI can process the information in such a way as to create a customized tabletop exercise.

When also given organization-specific information, the technology can generate tabletop scenarios that closely align with an organization’s interests and general risk profile. Thus, the AI can strengthen organizational abilities to plan for and contend with emerging cyber threats.

2. Persona-based risk assessment. When joining a new organization, cyber security leaders commonly connect with stakeholders in order to understand department-specific cyber risks.

This has effort its benefits, but only to an extent. Cyber security personnel can only reach out to high-level stakeholders and departmental heads for input so many times, at least, before seriously detracting from their work.

To the advantage of cyber security professionals, when set up to do so, generative AI can emulate various personas. If this sounds absurd, just hang in there. As a result, the AI can simulate different perspectives and evaluate risk scenarios accordingly.

For example, an AI model that emulates a cautious CFO may be able to provide security staff with insights into financial data security risks that would have otherwise remained overlooked. While new and still somewhat eerie, persona emulation can prompt businesses to examine more elusive risk types and to consider corresponding red teaming activities.

3. Dynamic honeypots. Honeypots decoy systems are designed to strategically misdirect hackers who are looking for high-value data. In essence, they send the hackers hunting in the wrong direction (so that security pros can find them and send them packing).

Generative AI can enhance the effectiveness of honeypot traps by dynamically creating new and different fake environments. This can help protect a given organization’s resources, as it helps to continuously confound and redirect hackers.

4. Policy development and optimization. Generative AI has the ability to analyze historical security incidents, regulations and organizational goals. As a result, it can recommend (or even autonomously develop) cyber security policies. Said policies can be tailored to align with business objectives, compliance requirements and a cyber security strategy.

(However, despite the utility of generative AI in this area, regular policy validation and human oversight are still critical.)

5. Malware detection. When it comes to malware detection, generative AI algorithms excel. They can closely monitor patterns, understand behaviors and zero in on anomalies.

Generative AI can detect new malware strains, including those that deploy unique self-evolving techniques and polymorphic code.

6. Secure code generation. Generative AI can assist with writing secure code. Generative AI tools can review existing codebases, find vulnerabilities and recommend patches or improvements.

Refusing to use generative AI for secure code development would be like “asking an office worker to use a typewriter instead of a computer,” says Albert Ziegler, principle researcher and member of the GitHub Next research and development team.

In terms of examples of what generative AI can do here, it can automatically refactor code to eliminate common security flaws and issues, like SQL injections or buffer overflows.

7. Privacy-preserving data synthesis. According to ArXiv, owned by Cornell University, generative AI’s abilities to create task-specific, synthetic training data has positive implications for privacy and cyber security.

For instance, generative AI can anonymize medical data, enabling researchers to study the material without the risk of accidentally exposing real data through insecure tools (or in some other way, compromising patient privacy).

8. Vulnerability prediction and prioritization. Generative AI and machine learning tools can assist with vulnerability management by analyzing existing databases, software code patterns, network configurations and threat intelligence. Organizations can then predict potential vulnerabilities in software (or network configurations) ahead of when they would otherwise be discovered.

9. Fraud detection. One novel application of generative AI is in fraud detection, as the technology can sift through massive datasets (nearly instantly). Thus, generative AI can flag and block suspicious online transactions as they pop-up, preventing possible economic losses.

PayPal is known to have already applied generative AI and ML to enhance its fraud detection capabilities. Over a three year period, this application of generative AI has reduced the company’s loss rate by half.

10. Social engineering countermeasures. The success of social engineering tactics, like phishing emails, depend on the manipulation of human emotions and the exploitation of trust. To combat phishing, generative AI can be used to develop realistic phishing simulations for the purpose of employee training.

Generative AI can also be used to develop deepfakes of known persons — for internal ethical use and training purposes only. Exposing employees to deepfakes in a controlled setting can help them become more adept at spotting deepfakes in the real-world.

Explore how else generative AI can drive stronger cyber security outcomes for your organization. Read about how Check Point’s new generative AI-based technology can benefit your team. Click here.

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