Category Archives: Human Behavior

Aurora can’t police or cajole its way out of gun violence | Sentinel … – coloradopolitics.com

Theres not much new when it comes to finding ways to influence human behavior.

For the most part, appealing to peoples sense of fear and greed continues to be the leading options in all kinds of human transactions, including Aurora law enforcement.

Aurora police and leaders of the citys Youth Violence Prevention Program are working together under a new program in an effort to stop kids and young adults headed to the abyss.

While the two city agencies may be frightening city officials into backing the idea, successfully selling it to youths deep into lawlessness is yet to be seen.

Standing Against Violence Everyday, SAVE, apparently adopts the eons-old theory that people are motivated most by fear, and some by greed.

You dont have to be a stock market salesperson or marketing guru to understand that one size of this strategy by no means fits all.

For generations, the government has issued fearful warnings about the effects of your brain on drugs, the fear of being horribly injured by not wearing a motorcycle helmet or the fear of languishing in prison for decades for robbing someone at gunpoint or worse.

Despite those efforts, not only is illicit drug use prevalent, the very real threat of being killed using street drugs laced with a lethal amount of fentanyl doesnt slow Americas appetite for rolling the dice. Its the same story for limiting endless other harmful behaviors from smoking, to eating too much animal fat to harboring a gun.

The data is consistent and unequivocal. You are almost twice as likely to be shot to death if you live in a house with a handgun than someone who lives in a house without a gun. Studied repeatedly, that fact was emphasized last year in an Annals of Internal Medicine study of 600,0000 households in California. Despite all this, city officials believe that they can change the behavior of Auroras most violent, prolific offenders by threatening them with swift and serious justice and at the same time offering them access to social-service-like programs.

First off, we can all hope that Auroras most violent, prolific offenders are in prison. While some conservatives blame courts for being too lenient, the people who are actually the most violent, prolific offenders are indeed incarcerated.

While an increasing number of Aurora metroplex residents are afraid of those exhibiting lawless behavior simply driving on highways, or encountering someone with a gun its not the most violent, prolific offenders we need to fear most. Its the growing number of everyday kids and young adults who see arming themselves as a normal, acceptable way of life. They dabble casually in flirting with death.

The accused East High School shooter this week seems to fall into this category of kids with guns.

The sheer flood of firearms into the public mainstream makes gun violence little more than a numbers game, with people living among the highly armed increasingly losing the odds of being unaffected by gun violence.

Just last week, state Sen. Rhonda Fields a leading proponent of gun control appealed to the Aurora City Council to do something about rampant gun violence after a stray shot shattered a window in her central Aurora home.

Unless Aurora police have evidence to the contrary, the more than 200 people shot in Aurora last year were not shot by a dozen or so of the most violent among us.

Its unclear just what Fields and others think police can do to stop the shooting. Former Police Chief Vanessa Wilson had the best advice for Aurora after nearly back-to-back school shootings in the fall of 2021.

She appealed to parents and others to stop their kids and young adults from arming themselves and shooting at each other. She insisted they know what is in their kids rooms, their cars and where their children are at all times.

We cant police ourselves out of this, Wilson said.

She was right. While offering young adults an off ramp from a life of crime by directing them to social services certainly makes sense, food stamps after-school programs arent enough. These wayward people need serious counseling, possibly drug addiction treatment and without a doubt earnest and effective education and job training, not just job assistance.

But more importantly, all of these things need to be the focus of the community from daycare to college, not just people on probation.

Gov. Jared Polis press for free preschool and kindergarten are good first steps. But Aurora and Colorado must do much more to ensure children are deeply supported as they move through public schools, even and especially when their parents cannot provide the support children need.

Waiting until children become the most violent among us to provide threats or services in hopes of steering them away from prison will not solve the problem, and history has shown repeatedly, it never did.

The regions gun violence quagmire is far beyond the ability of police to stop. Meaningful gun control laws, gun buybacks, gun accountability and a huge increase in programs that give kids and young adults an on-ramp to a more meaningful, rewarding life before they require an off-ramp from a life of violence should be the goal of the city, the community and the state.

Sentinel Colorado Editorial Board

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Aurora can't police or cajole its way out of gun violence | Sentinel ... - coloradopolitics.com

Nicolas Cage Denies Accusations Of Oddball Behavior On Set – Giant Freakin Robot

Nicolas Cage claims he wasn't method acting as Dracula while filming Renfield, refuting the movie's director.

Nicholas Cage, who has been accused of acting likeDraculaduring the entire duration of filmingRenfield, has risen from his coffin to dispute these claims. Cage, a national treasure (and star ofNational Treasure),claims that his over-the-top onscreen behavior did not translate into over-the-top offscreen behavior. In an interview withHollywood Reporter, Cage made it clear that, when off the set, he would do the kind of things that regular, normal human beings do, like laugh in non-maniacal ways and, presumably, not feast upon the blood of the innocent.

This claim directly contradicts directorChris McKay, who previously toldInsiderthat Nicholas Cage would keep acting like the iconic Transylvanian count between takes. Cage guessed that McCaythoughtthat he was acting like Dracula because the fake fangs made me speak a certain way. Generally, fake fangsdontforce people to talk in an exaggerated eastern European accent, but we dont know how these specific prosthetics work.

If Nicholas Cage is misremembering, and he actually did fully embrace his role as the immortal Lord of Darkness in between takes, it wouldnt be the first time he couldnt shake off a role behind the scenes.The Goldbergsactress Wendi McLendon-Covey has previously claimed that, when acting in the filmArmy of One, Cage got so involved in his over-the-top role that she doesnt feel like shes actually met the actor just the character that he played.

This also wouldnt be the first time that Nicholas Cage played a vampire or at least someone who thinks that theyre a vampire. Despite his characters repetitive, now-memetic claim that hes a vampire in the 1989 filmVampires Kiss, hes not actually a vampire. Instead, hes a crazy person which islikea vampire, but without the fangs, immortality, or superpowers.

Despite all the news surrounding Nicholas Cage in his role, hes not actually the star ofRenfield. That honor belongs to another Nicholas:Mad Max: Fury Roadactor Nicholas Hoult, who plays the titular R. M. Renfield a character first introduced in the 1897 Bram Stoker novelDracula. As Draculas thrall and faithful servant, Renfield has previously been portrayed as a tragic but ultimately unimportant figure in the wider Dracula mythos.

This comedic film throws the previously-overlooked character into the spotlight, asking the question of what it would mean to be the immortal servant of an evil, undying vampire. The answer, apparently, is that things arent that great with Nicholas Hoult having to find the courage to stand up to Nicholas Cages Dracula 90 years after he originally entered into the vampires service.

Along with Nicholas Cage and Nicholas Hoult,Renfieldwill also feature Crazy Rich Asians and Shang-Chi actress Nora Awkwafina Lum as Rebecca Quincy, a traffic cop whose love for Renfield inspires him to become something more than the sniveling sidekick of the greatest evil the world has ever known.

For those interested in seeing Nicholas Cage transform himself into Dracula onset (regardless of what happened off-set),Renfieldwill release in theaters on April 14, 2023.

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Nicolas Cage Denies Accusations Of Oddball Behavior On Set - Giant Freakin Robot

What Is Influence Engineering & How It Relates to Emotion AI? – Unite.AI

The availability of vast data sources and advanced machine learning technologies has given rise to a new system of influence known as influence engineering.It can guide user behavior and lead to new customer acquisition.

Using computer vision and pattern analysis techniques, companies can now recognize user emotions using emotion detection techniques (generally called emotion AI) to direct their decision-making process.

Also, the advancements in emotion detection and natural language processing techniques present a significant opportunity to automate influential aspects of consumer communication and digital marketing. In fact, in 2021, Gartner named influence engineering as one of the six emerging technologies expected to drive growth for digital marketing.

But what is influence engineering exactly and how it relates to emotion AI? Lets explore this concept below along with its benefits and applications.

Influence engineering (IE) involves developing algorithms that utilize behavioral science techniques to automate particular aspects of the digital experience that can influence user choices on a large scale.

Companies collect and analyze data on user behavior and buying preferences to gain behavioral insights. and then use this information to create targeted messages and experiences that influence users decision-making processes. This involves personalization, social proof, scarcity, and other persuasion strategies related to marketing.

The three main types of influence engineering include sentiment analysis, facial expression recognition, and voice analysis. Lets look at them in detail below.

The advantages of influence engineering differ depending on the industry. For instance, on the healthcare front, it can monitor and detect changes in a patients mental health, providing early intervention and support to those in need. It can also assist therapists in providing more accurate diagnoses and tailored treatment plans.

Hence, it can offer valuable input and feedback to all knowledge workers such as marketers, advertisers, designers, engineers, and developers from their relevant customers. Some major benefits of influence engineering include:

Influence engineering and emotion AI are interrelated as they both aim to understand and influence human behavior. Gartner states that:

Emotion AI (or affective computing) is part of the larger trend of influence engineering. It uses AI techniques to analyze the emotional state of a user via computer vision, audio/voice input, sensors, and/or software logic. It can initiate responses by performing specific, personalized actions to fit the mood of the customer.

Over the past five years, searches for emotion AI have increased by 380%. In 2022, the emotion detection and recognition (EDR) market, which utilizes emotion AI to accurately identify, process, and replicate human emotions and feelings, was valued at $39.63 billion.

These technologies are expected to become more mainstream in the coming years, considering that the AI-powered EDR market is projected to grow at a compound annual growth rate (CAGR) of around 17%, amounting to $136.46 billion by 2030.

Businesses have been leveraging emotion AI-based influence engineering in various applications, from personalized marketing campaigns to recruiting.

Here is a list of some major IE applications.

Influence engineering enables market research and personalized marketing campaigns. It helps businesses analyze customer reactions to their products and services to improve marketing tactics and tailor strategies to meet customer preferences. Hence, it leads marketers towards data-driven decision-making which results in personalized campaigns that increase customer engagement and loyalty.

Influence engineering in healthcare aids in patient care and counseling. For instance, an AI bot can be used to monitor patients physical and mental well-being. Affective computing, which uses speech analysis, can aid in diagnosing disorders like depression and dementia.

Biofeedback gaming leverages influence engineering and emotion AI to understand the gamers (patient) feelings and moods. It is used in healthcare to help patients practice relaxation techniques while playing games. It aims to create methods that enable patients to acquire stress-management abilities through video game play.

In autonomous driving and driver assistance applications, influence engineering is used to track the drivers emotional state and send alerts for risky driving. Also, affective computing can evaluate the driving performance of self-driving vehicles by monitoring passengers emotional states. By utilizing these technologies, automobile manufacturers can improve driving safety and experience.

Influence engineering can also be used to personalize the learning experience for students. Sensors like video cameras or microphones can monitor students emotional states to adjust lesson plans accordingly. Also, educators can use it to test online learning software prototypes by evaluating a learners emotional feedback. It results in a tailored and effective learning environment.

As a result of influence engineering, the collection and monetization of personal emotional data pose significant risks to user safety and privacy. Companies that fail to manage or analyze emotional data carefully can lose customer trust. As a result, it affects their brand reputation and decreases customer retention rate.

Lets discuss some major challenges of influence engineering below.

While influence engineering, and particularly collecting emotional data are significant challenges, as technology progresses, companies can overcome these issues and generate better customer outcomes.

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What Is Influence Engineering & How It Relates to Emotion AI? - Unite.AI

Entropik Secures 17 Patent Claims for Its Multimodal Emotion AI … – Startup Story

News Update

Entropik, a top-tier integrated market research company powered by AI, has received a patent (number 419058) for its cutting-edge Multimodal Emotion AI Technologies from the Indian Governments Patent Office. This milestone has placed Entropik at the forefront of the worlds most advanced AI companies, as it is the only company with a patent for multimodal Emotion AI.

Entropik is a pioneer in building technologies that provide insights into human behavior. The companys Multimodal Emotion AI technology is the worlds first and uses advanced machine learning and neural net algorithms to analyze and interpret facial expressions, eye movement, and voice tonality. This technology allows for a better understanding of customer behavior, which is critical for advertising research, user experience testing, and shopper research. Entropiks products, Affect Lab and Affect UX, use Multimodal Emotion AI to improve the understanding of how people feel about products, services, and brands in consumer research.

The recently awarded patent to Entropik covers Multimodal Emotion AI Technologies, which includes facial coding and eye tracking. These are highly advanced AI technologies that use video feeds to analyze facial expressions and muscle movements, and pupil movements to derive attention, engagement, and emotion levels. This patent puts Entropik at the forefront of the worlds most advanced AI companies. Ranjan Kumar, founder and CEO of Entropik, expressed his excitement on the patent achievement and said that it is a testament to the teams tireless effort and unparalleled dedication. He also emphasized that the patent grant reflects the companys expertise in pioneering and testing the frontiers of AI technologies. Kumar added that they are thrilled to introduce this innovative Multimodal Emotion AI technology to the market.

Entropik, a pioneer in AI-powered integrated market research, has been awarded a patent for its Multimodal Emotion AI Technologies by the Patent Office of the Government of India. The patent covers facial coding and eye tracking technologies, which are used to analyze facial expressions, muscle movements, and eye movements from video feeds to derive emotion, attention, and engagement levels. Ranjan Kumar, the founder and CEO of Entropik, expressed excitement about the companys achievement and the opportunity to provide disruptive AI solutions to brands that focus on delivering consumer-centric marketing and product experiences. The companys Multimodal Emotion AI technology allows brands to understand consumers better, providing insights into their emotional and subconscious preferences. This technology has become the preferred solution for global retail brands, positioning Entropik as a leader in the industry.

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Entropik Secures 17 Patent Claims for Its Multimodal Emotion AI ... - Startup Story

Commentary: Help! I have been replaced by AI. – Salt Lake Tribune

Scott Sommerdorf | The Salt Lake TribuneReligion News Service columnist Thomas Reese speaks in Salt Lake City in 2015.

By Thomas Reese | Religion News Service

| March 27, 2023, 10:25 p.m.

After I sent a Jesuit lawyer an analysis from the Brookings Institution on how rapid advances in artificial intelligence could revolutionize the legal profession, he got even by asking ChatGPT to write a column on AI, written in the style of Thomas Reese, SJ.

Ive appended it below, with mixed feelings: It is a good first draft, but thankfully my editor tells me I will not be replaced by an AI. Even if it does, theres an upside: The AI could continue cranking out my columns long after I am dead. I may lose my job, but I would be immortal.

Since Ive been writing weekly columns for more than 20 years, the AI program, which draws from relevant writing already available on the internet, had lots of data to mine. Its analysis, too, is nuanced and raises important ethical issues.

Notably missing from Chat GPTs analysis, however, is any commentary from the Vatican and Pope Francis about AI, which I would have included.

At a meeting in the Vatican in January, according to Catholic News Service, Francis told tech leaders to ensure that the discriminatory use of these instruments does not take root at the expense of the most fragile and excluded. It is not acceptable that the decision about someones life and future be entrusted to an algorithm.

The pope hoped that the technology would be used at the service of the common good of all and the care of the common home.

At the end of the conference, according to CNS, Catholic, Jewish and Muslim representatives signed a declaration calling on AI researchers to engage with ethicists and religious leaders to develop a framework for the ethical use of AI.

They called for the development of an artificial intelligence that serves every person and humanity as a whole; that respects the dignity of the human person, so that every individual can benefit from the advances of technology; and that does not have as its sole goal greater profit or the gradual replacement of people in the workplace.

Below is the column by ChatGPT in the style of Thomas Reese, SJ., unedited:

As a Jesuit priest, I have always believed that our human capacity for reason and thought is one of the greatest gifts that we have been given. In the last few decades, however, we have witnessed a new and powerful tool emerge: artificial intelligence (AI). While AI has undoubtedly brought about a host of benefits, it has also given rise to concerns about its impact on human dignity and autonomy.

On one hand, AI has enabled us to make tremendous strides in fields such as medicine, transportation, and communication. From self-driving cars to virtual assistants, the technology has made our lives easier and more efficient. AI has also helped us to better understand complex systems and to make more accurate predictions about everything from the weather to financial markets.

However, as we embrace the benefits of AI, we must also be cautious about its potential negative consequences. One of the most pressing concerns is the impact of AI on human work and employment. As machines become increasingly capable of performing complex tasks, many jobs that were once done by humans are being automated. This could result in significant job losses and economic upheaval, particularly for those in low-skilled jobs.

Another concern is the potential loss of human autonomy and decision-making power. As AI becomes more advanced, it may become increasingly difficult for humans to understand and control its actions. This could result in a loss of accountability and responsibility, which could have serious ethical implications.

Moreover, we must also consider the potential impact of AI on human relationships and social structures. As machines become more adept at understanding human behavior and emotions, they may be able to replace human interactions in areas such as education and healthcare. This could lead to a loss of empathy and human connection, which are essential to our sense of well-being and fulfillment.

Given these concerns, it is clear that we must approach the development and deployment of AI with caution and prudence. We must ensure that we are using this technology to enhance, rather than replace, human abilities and capacities. We must also be vigilant in our efforts to ensure that AI is used in ways that are consistent with our values and principles.

In conclusion, while AI has the potential to bring about many benefits, we must approach it with care and caution. As we continue to develop this technology, we must be mindful of its impact on human dignity, autonomy, and relationships. By doing so, we can ensure that AI is used to serve humanity, rather than the other way around.

(The views expressed in this opinion piece do not necessarily reflect those of Religion News Service.)

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Commentary: Help! I have been replaced by AI. - Salt Lake Tribune

Elisabeth Smolarz’s The Encyclopedia of Things The Brooklyn Rail – Brooklyn Rail

What objects best represent you? Its a question one inevitably asks oneself after perusing The Encyclopedia of Things, an exercise in identity distillation. This is a book of portraits absent of the people they represent, states Michelle Levy, who edited the tome, regarding the still life ensembles that fill the pages. Dreamed up by Polish-born New York-based artist Elisabeth Smolarz, the project began in 2014 and focuses on opening the channels of communication to the inanimate and the subconscious in conjunction with people she encounters. The project came about after Superstorm Sandy in 2012, when Smolarz became fascinated by how people held onto items ruined by the catastrophe. The groupings, selected by each individual from their own belongings, are both familiar and inscrutable, peppered with a bedraggled once-plush Babar or a single Emperor tarot card or a silver chain or a Hard Rock cafe leather jacket or a New Jersey drivers license or cat art or a vintage camera (Yashica, Rolleiflex) or a cartoon-imprinted mug or old spectacles or a VHS tape or a tattered Aldous Huxley paperback or publications in French, Hebrew, German, Spanish. From some two hundred photo sessions, about half are represented in the book, and Smolarz worked with fellow artists as well as a wider range of subjects, from nurses to priests, from actors to detectives, across a global scope of locations. While these images are undeniably portraits, their subjects remain hidden until the books final pages, which feature micro biographies of the participants alongside the page number of their ensembles.

The objects selected by each participant are set against white walls, placed on tabletops or arranged on the floor. Gazed at head-on, this spotlight on the objects privileges them as totemic, a shrine to memories and endearments and souvenirs. Many are accompanied by text musings, which strive to be abstractly poetic, often muddling the objects narratives when the enigma of the juxtapositions feels like enough on its own. After all, this is not an empty-your-purse exercisethe emotional weight is evident in the sheer randomness of the objects that obviously transcend what meets the eye. (Samples include a black-and-white Peanuts storyboard starring Lucy, a balloon, pliers, a hospital armband, and a Chilean identity card; a small embroidered handbag, a beaded necklace with an oversized shell, and tiny porcelain receptacles; a black roller skate with pink wheels, a white fossil, and a wooden turtle footrest with a plush pillow shell.) These portraits function as a reexamination of a life, sifting through which causes meaningful experiences to surface and meaningful connections to be concretized via tangible tokens.

Michelle Levy recounts going to the Egyptian Wing at the Metropolitan Museum of Art and feeling mesmerized by the sarcophagi, the lasting legacy of people from eons ago through the items that were buried with them. These people were here, now, she marveledand Smolarzs project perpetuates this gesture as a contemporary analog to an ancient practice, if in life rather than death. It is a visceral thing and primal experience to be in the presence of objects, Levy emphasized, adding that this exercise is one that captured care and identity in a way wholly specific to the individual. At its core, the project is not classically encyclopedic, and one would be remiss to apply any organizing principles on uncategorizable symbolic items that supersede function, pragmatism, need. Each object is treated individually for focus and color correction in post-production, yielding hyper-real resultsas if the objects are even more substantial and tactile thanks to the nostalgia or affection they evoke.

Levy describes Smolarzs endeavor as a personal approach to sociological inquiry. The social consequences of human behavior are not academic sociology but rather sublimated by the spiritual. Smolarz trained as a shaman and is a proponent of three schools of thought: panpsychism (the view that all things have a mind or a mind-like quality), animism (the belief that objects, places, and creatures all possess a distinct spiritual essence, including plants, rivers, and weather systems), and object-oriented ontology (a Heidegger-influenced view that rejects the privileging of human existence over the existence of nonhuman objects). There is something quite exciting in approaching objects as meaningful encounters instead of static clutter. (I think its wonderful to have stuff and live with memories and things you enjoy, the greatand stylishly extravagantIris Apfel once said, who knows a thing or two about interesting objects.) Seeing how others have treated the task of analyzing their own objects spurs a self-reflexive impulse. In a time of both unchecked consumerism and minimalist-aspiring exorcisms, what objects truly matter to us? Its a meaningful question to reflect on and, with a heightened keen eye, you won't look at what surrounds you quite the same way afterwards.

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Elisabeth Smolarz's The Encyclopedia of Things The Brooklyn Rail - Brooklyn Rail

So you want to integrate OpenAI’s bot. Here’s how that worked for software security scanner Socket – The Register

Exclusive Machine learning models are unreliable but that doesn't prevent them from also being useful at times.

Several months ago, Socket, which makes a freemium security scanner for JavaScript and Python projects, connected OpenAI's ChatGPT model (and more recently its GPT-4 model) to its internal threat feed.

The results, according to CEO Feross Aboukhadijeh, were surprisingly good. "It worked way better than expected," he told The Register in an email. "Now I'm sitting on a couple hundred vulnerabilities and malware packages and we're rushing to report them as quick as we can."

Socket's scanner was designed to detect supply chain attacks. Available as a GitHub app or a command line tool, it scans JavaScript and Python projects in an effort to determine whether any of the many packages that may have been imported from the npm or PyPI registries contain malicious code.

Aboukhadijeh said Socket has confirmed 227 vulnerabilities, all using ChatGPT. The vulnerabilities fall into different categories and don't share common characteristics.

The Register was provided with numerous examples of published packages that exhibited malicious behavior or unsafe practices, including: information exfiltration, SQL injection, hardcoded credentials, potential privilege escalation, and backdoors.

We were asked not to share several examples as they have yet to be removed, but here's one that has already been dealt with.

"There are some interesting effects as well, such as things that a human might be persuaded of but the AI is marking as a risk," Aboukhadijeh added.

"These decisions are somewhat subjective, but the AI is not dissuaded by comments claiming that a dangerous piece of code is not malicious in nature. The AI even includes a humorous comment indicating that it doesnt trust the inline comment."

Aboukhadijeh explained that the software packages at these registries are vast and it's difficult to craft rules that thoroughly plumb the nuances of every file, script, and bit of configuration data. Rules tend to be fragile and often produce too much detail or miss things a savvy human reviewer would catch.

Applying human analysis to the entire corpus of a package registry (~1.3 million for npm and ~450,000 for PyPI) just isn't feasible, but machine learning models can pick up some of the slack by helping human reviewers focus on the more dubious code modules.

"Socket is analyzing every npm and PyPI package with AI-based source code analysis using ChatGPT," said Aboukhadijeh.

"When it finds something problematic in a package, we flag it for review and ask ChatGPT to briefly explain its findings. Like all AI-based tooling, this may produce some false positives, and we are not enabling this as a blocking issue until we gather more feedback on the feature."

Aboukhadijeh provided The Register with a sample report from its ChatGPT helper that identifies risky, though not conclusively malicious behavior. In this instance, the machine learning model offered this assessment, "This script collects sensitive information about the user's system, including username, hostname, DNS servers, and package information, and sends it to an external server."

Screenshot of ChatGPT report for Socket security scanner - Click to enlarge

What a ChatGPT-based Socket advisory looks like ... Click to enlarge

According to Aboukhadijeh, Socket was designed to help developers make informed decisions about risk in a way that doesn't interfere with their work. So raising the alarm about every install script a common attack vector can create too much noise. Analysis of these scripts using a large language model dials the alarm bell down and helps developers recognize real problems. And these models are becoming more capable.

"GPT-4 is a game-changer, capable of replacing static analysis tools as long as all relevant code is within its scope," Aboukhadijeh said.

"In theory, there are no vulnerabilities or security issues it cannot detect, provided the appropriate data is presented to the AI. The main challenge in using AI in this manner is getting the right data to the AI in the right format without accidentally donating millions of dollars to the OpenAI team. :)" as noted below, using these models can be costly.

"Socket is feeding some extra data and processes to help guide GPT-4 in order to make the correct analysis due to GPTs own limitations around character counts, cross file references, capabilities it may have access to, prioritizing analysis, etc," he said.

"Our traditional tools are actually helping to refine the AI just like they may assist a human. In turn, humans can get the benefits of another tool that has increasingly human-like capability but can be run automatically."

This is not to say that large language models cannot be harmful and shouldn't be scrutinized far more than they have been they can and they should. Rather, Socket's experience affirms that ChatGPT and similar models, for all their rough edges, can be genuinely useful, particularly in contexts when the potential harm would be an errant security advisory rather than, say, a discrimination hiring decision or a toxic recipe recommendation.

As open source developer Simon Willison recently noted in a blog post, these large language models enable him to be more ambitious with his projects.

"As an experienced developer, ChatGPT (and GitHub Copilot) save me an enormous amount of 'figuring things out' time," Willison noted. "This doesnt just make me more productive: it lowers my bar for when a project is worth investing time in at all."

Aboukhadijeh acknowledges that ChatGPT is not perfect or even close. It doesn't handle large files well due to the limited context window, he said, and like a human reviewer, it struggles to understand highly obfuscated code. But in both of those situations, more focused scrutiny would be called for, so the model's limitations are not all that meaningful.

Further work, Aboukhadijeh said, needs to be done to make these models more resistant to prompt injection attacks and to better handle cross-file analysis where the pieces of malicious activity may be spread across more than one file.

"If the malicious behavior is sufficiently diffuse then it is harder to pull all the context into the AI at once," he explained. "This is fundamental to all transformer models which have a finite token limit. Our tools try to work within these limits by pulling in different pieces of data into the AIs context."

Integrating ChatGPT and its successor documented here and here into the Socket scanner also turned out to be a financial challenge. According to Aboukhadijeh, one of the biggest obstacles to LLMs is that they're expensive to deploy.

"For us, these costs proved to be the most difficult part of implementing ChatGPT into Socket," he said. "Our initial projections estimated that a full scan of the npm registry would have cost us millions of dollars in API usage. However, with careful work, optimization, and various techniques, we have managed to bring this down to a more sustainable value."

These costs proved to be the most difficult part of implementing ChatGPT into Socket

Asked whether client-side execution might be a way to reduce the cost of running these models, Aboukhadijeh said that doesn't look likely at the moment, but added the AI landscape is changing rapidly.

"The primary challenge with an on-premises system lies not in the need for frequent model updates, but in the costs associated with running these models at scale," he said. "To fully reap the benefits of AI security, it is ideal to use the largest possible model."

"While smaller models like GPT-3 or LLaMA offer some advantages, they are not sufficiently intelligent to consistently detect the most sophisticated malware. Our use of large models inevitably incurs significant costs, but we have invested considerable effort in enhancing efficiency and reducing these expenses. Though we cannot divulge all the specifics, we currently have a patent pending on some of the technologies we have developed for this purpose, and we continue to work on further improvements and cost reductions."

Due to the costs involved, Socket has prioritized making its AI advisories available to paid customers, but the company is also making a basic version available via its website.

"We believe that by centralizing this analysis at Socket, we can amortize the cost of running AI analysis on all our shared open-source dependencies and provide the maximum benefit to the community and protection to our customers, with minimal cost," said Aboukhadijeh.

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So you want to integrate OpenAI's bot. Here's how that worked for software security scanner Socket - The Register

The Science Behind Zombie Viruses and Infections – Health Essentials

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Zombie fiction has grown increasingly popular over the last several decades, but the origin of zombie outbreaks varies based on its source material.

In George A. Romeros cult classic Night of the Living Dead, anyone who dies turns into reanimated flesh-eating ghouls. In The Walking Dead, the zombie infestation is linked to an airborne virus that infects everyone, slows down decomposition and reactivates a persons brain stem after theyve died. A bloodborne virus is so potent in 28 Days Later that just one drop of blood or other bodily fluid is enough to send its victims into a frenzy with uncontrollable rage within mere seconds of being infected. And depending on which of the Resident Evil installments youve played, the zombie apocalypse is linked to either a centuries-old fungus or a lab-made virus capable of causing genetic mutations in anyone that comes into contact with it.

After COVID-19, the thought of a widespread pandemic that turns people into zombies is certainly plucked from the deepest corners of our most terrifying nightmares. Scientifically, theres no such thing as a zombie virus. But zombie narratives are often rooted in scientific truth about how infections spread.

Clinical microbiologist Anisha Misra, PhD, explores the science behind zombie lore and explains why everyone is up in arms right now about the potential dangers of fungal infections.

Theres a long list of zombie myths across multiple mediums. Nearly every one of them is rooted in some scientific truth:

The Last of Us is a video game-turned-HBO show in which a widespread zombie apocalypse is started by cordyceps. In the story, cordyceps is a parasitic fungus that takes over your body and causes you to infect others through fungal spores or mycelia (tendrils).

In reality, cordyceps cant infect humans but it is a parasitic fungus that infects specific types of insects in specific geographic areas. In fact, there are more than 750 species of cordyceps and each one targets a specific kind of insect. At least two of those species have potential health benefits for humans. But should we be concerned about a potential human fungal infection from cordyceps?

Its not likely that cordyceps could jump species and infect a human being in the same way the show entertains us with, says Dr. Misra. But it does bring up a valid point: Fungi can develop thermotolerance (resistance to high temperatures) and infect individuals with a higher body temperature.

In fact, this is already happening. Some fungi like Candida auris are causing new and widespread infections, presumably because global warming, higher temperatures and larger populations of people with compromised immune systems are making that more possible.

Because these fungal organisms have been able to adapt and cause infections within humans, theyve become organisms of interest, adds Dr. Misra.

Resident Evil stands out from other zombie lore because it focuses on the idea that a zombie virus can alter or change your genetic code. These alterations then lead to enormous physical mutations that forever change the person infected.

This concept is based in truth, says Dr. Misra. Viruses have a simple structure, so they cant reproduce on their own. They rely on the hosts cell machinery in order to reproduce and make more viruses. Some viruses do this by inserting their own DNA or RNA into our human cells.

But genetic mutations that occur as a result of viruses are far more subtle than zombie fiction will have you believe.

One way to think about it is to imagine each individual cell in your body like a tiny city and the nucleus of each of your cells like its own library that stores books of genetic information (DNA) and functional copies of that information (RNA) that explain how to carry out a number of biological processes.

The goal of any virus is to mass produce copies of itself, but it cant do that on its own so it needs to use libraries (your nuclei) to do the work. Viruses do this in a lot of ways, but a specific kind of virus called a retrovirus makes copies of itself by shoving its own genetic code into healthy, bound volumes of DNA. When your cells grow and multiply, this DNA is then copied over into new cells along with fragments of the retrovirus so that it can continue to be copied beyond its original infection.

And sometimes, a retrovirus will infect a germ cell (a cell that develops into a reproductive cell). When that happens, parts of the retroviral DNA can be passed down into the DNA of your offspring. Over time, what started off as a simple virus becomes a part of your actual genetic code. In fact, about 8% of our human genome is made up of inactive virus fragments.

This has happened over time for millions of years, and there are viruses that infect and integrate into our human genome, says Dr. Misra.

Some retroviruses that have the capability of altering your genetic code include:

Its important to note that while these retroviruses have lasting effects, theyre preventable and there are different treatment options for each, including vaccines, antibiotics, pre-exposure prophylaxis (PrEP) and over-the-counter medication that can help with symptoms.

One common thread in all zombie fiction is how infections have an effect on your brain but are there any real-world infections that impact your ability to think clearly?

Some viruses, bacteria, parasites and fungi have the ability to cause inflammation in and around the brain, especially if theyre left untreated.

When you develop meningitis, the area known as the meninges surrounding your brain and spinal cord becomes inflamed. This can lead to confusion, lack of energy, lack of appetite, hallucinations and difficulty with focus and attention.

You can also develop encephalitis, which is similar but causes inflammation in your brain itself. Encephalitis causes changes in behavior, confusion, difficulty speaking or moving, issues with memory, and seizures. The most common cause of encephalitis are viruses that include:

With encephalitis, symptoms tend to start out pretty mild but they can result in confusion, agitation or hallucinations, states Dr. Misra. It can also result in a loss of consciousness, including comas because it affects a specific region in your brain.

The rabies virus (RABV) is another thats perhaps the most well-known virus to cause behavioral changes and lead to a fatal infection. This virus spreads through a break in your skin that comes into contact with the spit (saliva) of an infected animal, most often from a bite. Once bitten, you can get a vaccine that stops the infection. But if youre not treated right away, you could experience symptoms that include:

Once the rabies virus reaches the brain, your symptoms progress through cerebral dysfunction, explains Dr. Misra. Once these clinical signs appear, the disease is nearly always fatal.

An infection caused by a zombie virus usually leads to increased decay and cell death, much like necrotizing fasciitis. In reality, necrotizing fasciitis is a flesh-eating disease that affects your muscle fascia (thin, connective tissue) under the surface of your skin and causes those tissues to die. Most often, this condition is caused by bacteria that get into your body through a break in your skin like a cut, scrape, burn or other wound.

These organisms spread very quickly, warns Dr. Misra. If youre not treated quickly with antibiotics, or the infected tissue isnt removed, you can go into a toxic shock-like syndrome that can result in sepsis and organ failure.

When you first develop this condition, the affected area may feel hot to the touch or have a burning sensation. You then develop pustules that start necrotizing or dying off, causing your skin to turn black.

Necrotizing fasciitis doesnt spread from human-to-human skin contact, but through inoculation of your skin, says Dr. Misra. That means that if you touch the infected area, you likely wont contract the infection. For the infection to spread from one person to another, the bacteria have to enter your body through an open wound.

Zombie fans familiar with 28 Days Later will remember an iconic scene in which one person gets infected by a single drop of blood that falls into their eye and thats all it takes to infect them within seconds.

Is it possible a single drop of blood could cause infection? Yes, but a lot of things would have to align in order for that to happen, says Dr. Misra. That drop of blood would have to have enough infectious particles in it in order to infect another person and the infection wouldnt spread that quickly. But if that person was immunocompromised, their chances of getting infected would be even higher.

That said, anytime healthcare providers are working with blood or other body fluid, they take necessary precautions by wearing gloves, glasses, gowns and other protective equipment to protect from possible infection. If someone were to get exposed, theyre given immediate treatment in the form of antibiotics or vaccines and tested for several potential infections like hepatitis B and HIV.

It depends on how quickly you act and on the pathogen itself, Dr. Misra continues, but a drop of blood is normally not enough to cause an infection.

You cant have zombies if you cant bring back the dead. While thats scientifically impossible (at least for now) one study is pushing the boundaries between life and death.

Yale researchers were able to restore function to cells across multiple organs in pigs that were dead for more than one hour in an effort to revive those organs after death. The results are promising, particularly in the area of organ transplants.

Currently, we transplant organs after brain death because were still able to circulate blood to keep those organs healthy, Dr. Misra explains. But in cases of sudden cardiac arrest (your heart stops beating), blood stops flowing which causes our organs to start deteriorating. If someone dies of a cardiorespiratory death, were not able to use all their organs because by the time were able to collect them, theyve gone through some sort of cell death.

Far more research is needed before this could ever be used in a clinical human trial. But the mere thought of reanimating the dead is compelling, even when you consider its uses outside of zombie fiction.

There was even some cell regeneration that took place, which means we could be collecting organs from these cardiorespiratory deaths and increase our pool up to 20% for transferrable hearts just by using this method, adds Dr. Misra.

But until more research is done, and perhaps policies in place to protect human life, this study only hints at whats possible when we leave behind fiction and begin embracing scientific exploration.

Like anything crossing these thresholds of life and death, it brings up a lot of ethical questions into play as to when we would be able to declare someone dead in order to then be able to transplant their organs, notes Dr. Misra. But its an extremely interesting study because of the magnitude of its potential for humans.

Regardless of the origin of infection and how these scientific truths inspire a multitude of zombie stories, its important to remember that a lot of infections caused by viruses, bacteria, parasites and fungi are preventable and treatable if caught early enough. If you ever do experience symptoms or are concerned, talk to a healthcare provider instead of waiting it out. Its always better to be safe than sorry.

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The Science Behind Zombie Viruses and Infections - Health Essentials

What Human Behavior Tells Us About How To Get Hybrid Work Right – Forbes

Reactionary Rulemaking

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I once transferred to a school that had a strange and in-your-face rule: No Climbing Trees.

And not just when on school grounds; as long as you attended, it was No Climbing Trees Ever.

This rule had two unintended psychological effects.

First, I now wanted to climb a lot more trees than I had my whole life. And second, I hated the administration.

The rule came about (I investigated) because a student once broke his foot climbing a tree. To prevent future headaches, the powers-that-be made a blanket rule.

Now, as far as I'm aware, there aren't a lot of peer-reviewed studies on the benefits of climbing trees, but this rule simultaneously prohibited something potentially positive (clean fun/exploration/nature/exercise) and created animositymaking it potentially more difficult for the school to get my cooperation on other, weightier matters.

Lately, when I consult with organizations about teamworkor read articles about the difficulties of hybrid work like this one in last week's New York TimesI have thought about the No Climbing Trees era of my young life.

Remote work was a well-meaning reaction to the dire circumstances of the COVID-19 pandemic. There are clear benefits to working from anywhere, many of which, we've discovered, are still benefits in a non-pandemic situation.

But now that the pandemic has largely stabilized, many businesses want the benefits of in-person work back.

It's like for two years leaders said, "Go ahead! Climb trees! It's good exercise!" But now, they would like us to not be in trees and be in an office sometimes.

Some organizations have reacted with a blanket rule: No Remote Work Anymore.

And given that working remotely has even more benefits than climbing trees, it's easy to see why the human reactions of "I never wanted to work from home so badly as now" and "I hate this company" have come on so strongly.

Seeing some companies step in this cow pie, many leaders have opted for Hybrid Work policies. The rationale is that we can have the best of both worlds, and workers will be happier. And in the right circumstances, this is exactly the case. But from a psychology standpoint, many leaders who attempt this are actually tromping on the same turd.

Most Hybrid Work policies I've seen are the equivalent of "No Climbing Trees, Except Sometimes" or "Only Climb Trees 2 Days A Week Or Else." With these kinds of rules, even if workers understand the benefits to the company of some in-person work, nanny-style rules make workers tend to feel like they're being restricted because of someone else's incompetence.

And this reinforces a negative trust loop in their employers.

After all, the ticker tape in the back of your head will say, if your boss truly trusted you, she wouldn't need to put in rules that make you feel like a kid. She'd assume you'll use good judgment and decide when it's best to work remotely and when in-person will benefit your work and your team.

The solution for leaders who don't want to think too hard, or who see clear benefits to only one type of work, is to make a 100% Remote or a 100% In-Person policy and leave it at that. Some people will not like it. But you won't have to relitigate the issue. And perhaps the cost in some areas of your team (in terms of productivity, resentment) is worth it to you.

This is like the Abstinence method of addiction recovery. Never again. No room for misinterpretation. For better or worse. And I think this is a bargain worth making in some cases. If you never ever ever slip up (or never have an important reason to bend the rule).

The worst solution, I believe, is to create hard-and-fast rules that are easy to justify good reasons to violate them.

A hard rule of two days a week in-person might seem like a perkflexibility!but it can be like an alcoholic deciding only to drink two drinks a week. It works, until you have a lapsewhich is easy to do in the absence of training or well-established habits. After a lapse, as the psychology of the abstinence violation effect shows us, it's very easy for people to get into an "all is lost" mentality. It's your husband's birthday, so you have that third drink. Oops. Then you say, "screw it." You're drinking all weekend. Future You can pick up the pieces.

When this happens at work (e.g. someone has a good reason to come in only one day this week), the boss is left to decide how to deal with the violationor else they risk the rest of the team concluding the rule has no teeth.

Or perhaps worse, they're seen as playing favorites.

And suddenly, the well-meaning hybrid work policy has become more of a headache than it might be worth.

The solution for leaders who want the benefits of both Remote and In-Person is to do what successful anti-substance-abuse training programs do. Instead of telling students to "just say no" and leaving them to fend for themselves when high-pressure situations arise (plus risking an abstinence violation effect), as Scientific American reports, effective anti-drug programs "involve substantial amounts of interaction between instructors and students. They teach students the social skills they need to refuse drugs and give them opportunities to practice these skills with other students."

Instead of banning all tree climbingor not banning it and letting untrained tree-climbers risk their safetyit's more effective to coach people how to safely navigate the ins and outs of climbing trees, how to make wise climbing decisions, or how to use a buddy system to stay safe when you go out exploring.

Likewise, instead of just banning Remote work, or just placing headache-inducing Hybrid rules in place, effective leaders need to spend time with their team members training on how to manage their work in tricky situations.

They need to train them in social and team skills that help them identify how best to pull through for their teammatesand how to help each other navigate work-life integration.

They need to train teams to develop benevolence-based trust and charity-based conflict resolution skills.

They need to ditch easy-but-backfiring rules for more empowering principles.

All of this takes more time and thinking than posting a "No Climbing Trees Ever" sign. But for those of us who are convinced of the benefits of remote work flexibility, it's time and thinking well spent.

Shane Snow is a bestselling author, keynote speaker, and CEO. If you liked this post, subscribe to Shane's Substack, or check out his interactive courses on modern leadership skills.

Journalist covering innovation and human behavior, media-tech entrepreneur, and the bestselling author of three books, including Dream Teams: Working Together Without Falling Apart.

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What Human Behavior Tells Us About How To Get Hybrid Work Right - Forbes

Theresa Welles named new director of Penn State Psychological … – Pennsylvania State University

Welles spent five years at Anxiety Specialists of Atlanta, where she started as a staff psychologist before being promoted to clinical director. During her tenure as director, the practice, which specializes in anxiety spectrum disorders, obsessive compulsive disorder (OCD), and post-traumatic stress disorder (PTSD), doubled in size.

Shes proud of her time there and grateful to have worked with such a talented group of clinicians, and for all that she learned while navigating the unique challenges created as the result of the COVID-19 pandemic.

While the pandemic was challenging, some of the innovations that came out of it, like telemedicine, have been amazing, and were not only great for some patients, but to some extent better from a business perspective as well, Welles said. And I think its important to identify and get stakeholders behind some of the incredible technology out there that streamlines important documentation such as billing, clinical notes, and scheduling, and allows more efficient use of staff, faculty, and student time -- which ultimately benefits the patients.

We are truly at a crossroads when it comes to mental health, she added. The stigma in many ways has been lifted, and the need for mental health services has been highlighted everywhere, from professional sports to the entertainment industry, and younger generations are much more accepting of psychological therapy than ever before. People appreciate us, but were still under-resourced. So, being a part of a program that is contributing so much in terms of research and training is incredibly exciting, and aligns with my lifelong commitment to advocate for mental health parity in the medical industry.

Welles has been fascinated by human behavior for as long as she can remember. While an undergraduate, she took a psychology course that inspired her to pursue it as a career. Among other things, she loved that the field was a combination of science, medicine, and philosophy, as one of her professors described it while she was pursuing her doctorate in counseling psychology and school psychology at Florida State University.

Earlier in her career, Welles served as module lead of behavioral health at Kaiser Permanente Gwinnett Comprehensive Medical Center, an experience that led her to highly value the importance of collaborative care, which she believes is the future of behavioral health medicine. And her experiences in higher education, including serving as the assistant director of counseling and psychological services at 40,000-student Kennesaw State University in the Atlanta metro area, have prepared her well for the challenges of her new position.

Im a very analytical person, and can be introverted at times, but I really value connecting with other people and find helping people, in any way, incredibly rewarding, Welles said. And Im a huge believer in the importance of a liberal arts education and am excited our program is housed in that college at Penn State. Psychology is the science of human behavior its entire focus is on the human experience, making it generalizable to just about any chosen career, whether youre a teacher, an anthropologist, a lawyer, an artist, or a stockbroker.

Welles and her husband have four children, including one who will begin attending Penn State later this year. Though it was difficult leaving her patients and colleagues in Atlanta, shes incredibly excited about this new professional and personal chapter in her life.

Im really grateful to be working with such an incredible group of people, she said. Being able to be part of the clinical psychology programs future, and continuing to support a psychological clinic of excellence, where science and practice come together thats very exciting to me. I cant wait to get started.

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Theresa Welles named new director of Penn State Psychological ... - Pennsylvania State University