• In a world where open-source AI thrives on hope and collaboration, I often find myself lost in a sea of expectations and overwhelming complexities. Every line of code feels like a reminder of the countless hours I pour into trying to keep up with the ever-evolving landscape. "It’s hard," I whisper to myself, as the weight of my solitude presses down.

    Blueprints meant to simplify this journey often seem like distant dreams, slipping through my fingers just when I think I've grasped the essence of what they promise. It's hard to watch as others seem to navigate the waters of integration and experimentation with ease, while I flounder, overwhelmed by poorly maintained libraries and breaking compatibility with every update. I want to create, to experiment quickly, but the barriers are suffocating, leaving me to question my place in this vast, technological expanse.

    I sit for hours, my screen illuminating a path that feels both familiar and foreign. Frustration bubbles beneath the surface—why is it that the very tools designed to foster creativity can also ensnare us in confusion? Each failed attempt is a dagger to my spirit, reminding me of the isolation I feel in a community that should be united. I watch, I learn, but the connection fades, leaving me in shadows where the light of collaboration once shone brightly.

    Every project I undertake feels like a solitary expedition into the unknown. I crave the camaraderie of fellow explorers, yet here I am, navigating this labyrinth alone. The promise of open-source AI is a beacon of hope, but the realization of its challenges often feels like a cruel joke. The freedom to create is entangled with the chains of necessity—a bitter irony that leaves me feeling more isolated than ever.

    I long for moments of clarity, for those blueprints to unfurl like sails catching the wind, propelling me forward into a landscape where creativity flows freely and innovation knows no bounds. But with each passing day, the struggle continues, a reminder that though the journey is meant to be shared, I often find myself standing at the precipice, staring into the abyss of my own doubts and fears.

    In this digital age, I hold onto the glimmers of hope that maybe, just maybe, the community will rise together to confront these challenges. But until then, I mourn the connections lost and the dreams that fade with each failed integration. The burden of loneliness is heavy, yet I carry it, hoping that one day it will transform into the wings of liberation I so desperately seek.

    #OpenSourceAI #Loneliness #Creativity #IntegrationChallenges #Blueprints
    In a world where open-source AI thrives on hope and collaboration, I often find myself lost in a sea of expectations and overwhelming complexities. 💔 Every line of code feels like a reminder of the countless hours I pour into trying to keep up with the ever-evolving landscape. "It’s hard," I whisper to myself, as the weight of my solitude presses down. Blueprints meant to simplify this journey often seem like distant dreams, slipping through my fingers just when I think I've grasped the essence of what they promise. It's hard to watch as others seem to navigate the waters of integration and experimentation with ease, while I flounder, overwhelmed by poorly maintained libraries and breaking compatibility with every update. I want to create, to experiment quickly, but the barriers are suffocating, leaving me to question my place in this vast, technological expanse. 🤖 I sit for hours, my screen illuminating a path that feels both familiar and foreign. Frustration bubbles beneath the surface—why is it that the very tools designed to foster creativity can also ensnare us in confusion? Each failed attempt is a dagger to my spirit, reminding me of the isolation I feel in a community that should be united. I watch, I learn, but the connection fades, leaving me in shadows where the light of collaboration once shone brightly. Every project I undertake feels like a solitary expedition into the unknown. I crave the camaraderie of fellow explorers, yet here I am, navigating this labyrinth alone. The promise of open-source AI is a beacon of hope, but the realization of its challenges often feels like a cruel joke. The freedom to create is entangled with the chains of necessity—a bitter irony that leaves me feeling more isolated than ever. I long for moments of clarity, for those blueprints to unfurl like sails catching the wind, propelling me forward into a landscape where creativity flows freely and innovation knows no bounds. But with each passing day, the struggle continues, a reminder that though the journey is meant to be shared, I often find myself standing at the precipice, staring into the abyss of my own doubts and fears. In this digital age, I hold onto the glimmers of hope that maybe, just maybe, the community will rise together to confront these challenges. But until then, I mourn the connections lost and the dreams that fade with each failed integration. The burden of loneliness is heavy, yet I carry it, hoping that one day it will transform into the wings of liberation I so desperately seek. 🌌 #OpenSourceAI #Loneliness #Creativity #IntegrationChallenges #Blueprints
    Open-source AI is hard. Blueprints can help!
    “I spend 8 hours per week trying to keep up to date, it’s overwhelming!” “Integrating new libraries is difficult. They’re either poorly maintained or updated in ways that break compatibility.” “I want to be able to experiment quickly, without r
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  • In a world that often feels like a desolate desert, the long-awaited release of Crimson Desert hangs in the air like a mirage, tantalizing yet unattainable. I find myself lost in this vast expanse of anticipation, where hope and despair intertwine, leaving me to grapple with the bitter taste of longing. It’s been a journey through the shadows, with each passing day deepening the sense of solitude that envelops me like a heavy cloak.

    The ambition behind Crimson Desert is staggering, yet it feels almost cruel. Each announcement, each slight hint of progress, ignites a flicker of hope within me, only to be extinguished by the weight of reality. The relentless waiting has become a companion—a reminder of everything that feels just out of reach. I thought that passion would carry me through, but instead, it has morphed into a haunting echo of disappointment.

    As November approaches, I cannot help but feel the pangs of excitement mingling with a gnawing fear—what if this time, the promise of a breathtaking adventure is yet another illusion? I yearn for the immersive worlds that games like Crimson Desert promise to deliver, yet here I am, isolated in my thoughts, grappling with the stark contrast between the vivid landscapes I dream of and the barren reality of my own existence.

    Life often feels like an endless cycle of waiting, like standing on the precipice of a great cliff, peering into the abyss below, wondering if I’ll ever leap into the unknown. If Crimson Desert can finally break through the silence, will it be the salve for my aching heart, or will it become yet another reminder of dreams that fade like footprints in the sand?

    With every delay, I feel the walls closing in, my solitude deepening. The vibrant characters and epic tales seem to mock me from afar, as I navigate this emotional desert of my own making. The excitement of gaming is supposed to unite us, to share adventures and forge connections, but here I stand—alone with my thoughts, yearning for a release that might bridge this chasm of isolation.

    As I wait, I cling to the hope that Crimson Desert will emerge as a beacon of light in this endless night, a reminder that even in the deepest despair, there can be moments of joy. Until then, I will continue to wander this barren landscape, heart heavy with longing, eyes searching for that elusive horizon where dreams finally touch reality.

    #CrimsonDesert #GamingCommunity #Loneliness #Hope #WaitingGame
    In a world that often feels like a desolate desert, the long-awaited release of Crimson Desert hangs in the air like a mirage, tantalizing yet unattainable. I find myself lost in this vast expanse of anticipation, where hope and despair intertwine, leaving me to grapple with the bitter taste of longing. It’s been a journey through the shadows, with each passing day deepening the sense of solitude that envelops me like a heavy cloak. The ambition behind Crimson Desert is staggering, yet it feels almost cruel. Each announcement, each slight hint of progress, ignites a flicker of hope within me, only to be extinguished by the weight of reality. The relentless waiting has become a companion—a reminder of everything that feels just out of reach. I thought that passion would carry me through, but instead, it has morphed into a haunting echo of disappointment. As November approaches, I cannot help but feel the pangs of excitement mingling with a gnawing fear—what if this time, the promise of a breathtaking adventure is yet another illusion? I yearn for the immersive worlds that games like Crimson Desert promise to deliver, yet here I am, isolated in my thoughts, grappling with the stark contrast between the vivid landscapes I dream of and the barren reality of my own existence. Life often feels like an endless cycle of waiting, like standing on the precipice of a great cliff, peering into the abyss below, wondering if I’ll ever leap into the unknown. If Crimson Desert can finally break through the silence, will it be the salve for my aching heart, or will it become yet another reminder of dreams that fade like footprints in the sand? With every delay, I feel the walls closing in, my solitude deepening. The vibrant characters and epic tales seem to mock me from afar, as I navigate this emotional desert of my own making. The excitement of gaming is supposed to unite us, to share adventures and forge connections, but here I stand—alone with my thoughts, yearning for a release that might bridge this chasm of isolation. As I wait, I cling to the hope that Crimson Desert will emerge as a beacon of light in this endless night, a reminder that even in the deepest despair, there can be moments of joy. Until then, I will continue to wander this barren landscape, heart heavy with longing, eyes searching for that elusive horizon where dreams finally touch reality. #CrimsonDesert #GamingCommunity #Loneliness #Hope #WaitingGame
    L’impressionnant Crimson Desert pourrait sortir durant le mois de novembre après une très longue attente
    ActuGaming.net L’impressionnant Crimson Desert pourrait sortir durant le mois de novembre après une très longue attente Crimson Desert est tellement ambitieux qu’il a pu paraître comme un projet trop complexe pour […] L'article L&r
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  • America is on the precipice of an academic brain drain 

    Other countries may benefit. Science will suffer
    #america #precipice #academic #brain #drain
    America is on the precipice of an academic brain drain 
    Other countries may benefit. Science will suffer #america #precipice #academic #brain #drain
    WWW.ECONOMIST.COM
    America is on the precipice of an academic brain drain 
    Other countries may benefit. Science will suffer
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  • Codex, OpenAI's New Coding Agent, Wants to Be a World-Killer

    Though artificial intelligence is taking the world by storm, it's still pretty bad at tasks demanding a high-degree of flexibility, like writing computer code.Earlier this year, ChatGPT maker OpenAI published a white paper taking AI to task for its lackluster performance in a coding scrum. Among other things, it found that even the most advanced AI models are "still unable to solve the majority" of coding tasks.Later in an interview, OpenAI CEO Sam Altman said that these models are "on the precipice of being incredible at software engineering," adding that "software engineering by the end of 2025 looks very different than software engineering at the beginning of 2025."It was a bold prediction without much substance to back it — if anything, generative AI like the kind Altman pedals has only gotten worse at coding as hallucination rates increase with each new iteration.Now we know what he was playing at.Early on Friday, OpenAI revealed a preview of Codex, the company's stab at a specialty coding "agent" — a fluffy industry term that seems to change definitions depending on which company is trying to sell one to you."Codex is a cloud-based software engineering agent that can work on many tasks in parallel," the company's research preview reads.The new tool will seemingly help software engineers by writing new features, debugging existing code, and answering questions about source code, among other tasks.Contrary to ChatGPT's everything-in-a-box model, which is geared toward the mass market, Codex has been trained to "generate code that closely mirrors human style and PR preferences." That's a charitable way to say "steal other people's code" — an AI training tactic OpenAI has been sued for in the not-too-distant past, when it helped Microsoft's Copilot go to town on open-source and copyrighted code shared on GitHub.Thanks in large part to a technicality, OpenAI, GitHub, and Microsoft came out of that legal scuffle pretty much unscathed, giving OpenAI some convenient legal armor should it choose to go it alone with its own in-house model trained on GitHub code.In the Codex release, OpenAI claims its coding agent operates entirely in the cloud, cut off from the internet, meaning it can't scour the web for data like ChatGPT. Instead, OpenAI "limits the agent’s interaction solely to the code explicitly provided via GitHub repositories and pre-installed dependencies configured by the user via a setup script."Still, the data used to train Codex had to come from somewhere, and judging by the rash of copyright lawsuits that seem to plague the AI industry, it's only a matter of time before we find out where.More on OpenAI: ChatGPT Users Are Developing Bizarre DelusionsShare This Article
    #codex #openai039s #new #coding #agent
    Codex, OpenAI's New Coding Agent, Wants to Be a World-Killer
    Though artificial intelligence is taking the world by storm, it's still pretty bad at tasks demanding a high-degree of flexibility, like writing computer code.Earlier this year, ChatGPT maker OpenAI published a white paper taking AI to task for its lackluster performance in a coding scrum. Among other things, it found that even the most advanced AI models are "still unable to solve the majority" of coding tasks.Later in an interview, OpenAI CEO Sam Altman said that these models are "on the precipice of being incredible at software engineering," adding that "software engineering by the end of 2025 looks very different than software engineering at the beginning of 2025."It was a bold prediction without much substance to back it — if anything, generative AI like the kind Altman pedals has only gotten worse at coding as hallucination rates increase with each new iteration.Now we know what he was playing at.Early on Friday, OpenAI revealed a preview of Codex, the company's stab at a specialty coding "agent" — a fluffy industry term that seems to change definitions depending on which company is trying to sell one to you."Codex is a cloud-based software engineering agent that can work on many tasks in parallel," the company's research preview reads.The new tool will seemingly help software engineers by writing new features, debugging existing code, and answering questions about source code, among other tasks.Contrary to ChatGPT's everything-in-a-box model, which is geared toward the mass market, Codex has been trained to "generate code that closely mirrors human style and PR preferences." That's a charitable way to say "steal other people's code" — an AI training tactic OpenAI has been sued for in the not-too-distant past, when it helped Microsoft's Copilot go to town on open-source and copyrighted code shared on GitHub.Thanks in large part to a technicality, OpenAI, GitHub, and Microsoft came out of that legal scuffle pretty much unscathed, giving OpenAI some convenient legal armor should it choose to go it alone with its own in-house model trained on GitHub code.In the Codex release, OpenAI claims its coding agent operates entirely in the cloud, cut off from the internet, meaning it can't scour the web for data like ChatGPT. Instead, OpenAI "limits the agent’s interaction solely to the code explicitly provided via GitHub repositories and pre-installed dependencies configured by the user via a setup script."Still, the data used to train Codex had to come from somewhere, and judging by the rash of copyright lawsuits that seem to plague the AI industry, it's only a matter of time before we find out where.More on OpenAI: ChatGPT Users Are Developing Bizarre DelusionsShare This Article #codex #openai039s #new #coding #agent
    FUTURISM.COM
    Codex, OpenAI's New Coding Agent, Wants to Be a World-Killer
    Though artificial intelligence is taking the world by storm, it's still pretty bad at tasks demanding a high-degree of flexibility, like writing computer code.Earlier this year, ChatGPT maker OpenAI published a white paper taking AI to task for its lackluster performance in a coding scrum. Among other things, it found that even the most advanced AI models are "still unable to solve the majority" of coding tasks.Later in an interview, OpenAI CEO Sam Altman said that these models are "on the precipice of being incredible at software engineering," adding that "software engineering by the end of 2025 looks very different than software engineering at the beginning of 2025."It was a bold prediction without much substance to back it — if anything, generative AI like the kind Altman pedals has only gotten worse at coding as hallucination rates increase with each new iteration.Now we know what he was playing at.Early on Friday, OpenAI revealed a preview of Codex, the company's stab at a specialty coding "agent" — a fluffy industry term that seems to change definitions depending on which company is trying to sell one to you."Codex is a cloud-based software engineering agent that can work on many tasks in parallel," the company's research preview reads.The new tool will seemingly help software engineers by writing new features, debugging existing code, and answering questions about source code, among other tasks.Contrary to ChatGPT's everything-in-a-box model, which is geared toward the mass market, Codex has been trained to "generate code that closely mirrors human style and PR preferences." That's a charitable way to say "steal other people's code" — an AI training tactic OpenAI has been sued for in the not-too-distant past, when it helped Microsoft's Copilot go to town on open-source and copyrighted code shared on GitHub.Thanks in large part to a technicality, OpenAI, GitHub, and Microsoft came out of that legal scuffle pretty much unscathed, giving OpenAI some convenient legal armor should it choose to go it alone with its own in-house model trained on GitHub code.In the Codex release, OpenAI claims its coding agent operates entirely in the cloud, cut off from the internet, meaning it can't scour the web for data like ChatGPT. Instead, OpenAI "limits the agent’s interaction solely to the code explicitly provided via GitHub repositories and pre-installed dependencies configured by the user via a setup script."Still, the data used to train Codex had to come from somewhere, and judging by the rash of copyright lawsuits that seem to plague the AI industry, it's only a matter of time before we find out where.More on OpenAI: ChatGPT Users Are Developing Bizarre DelusionsShare This Article
    0 Yorumlar 0 hisse senetleri
  • The case for cooperation 

    The Ford Pinto. New Coke. Google Glass. History is littered with products whose fatal flaw— whether failures of safety, privacy, performance, or plain old desirability—repelled consumers and inflicted reputational damage to the companies bringing them to market. 

    It’s easy to imagine the difference if these problems had been detected early on. And too often, businesses neglect the chance to work with nonprofits, social enterprises, and other public interest groups to make product improvements after they enter the marketplace or, more ideally, “upstream,” before their products have entered the crucible of the customer. 

    For companies and consumer groups alike, this is a major missed opportunity. In an increasingly competitive marketplace, partnering with public interest groups to bake an authentic pro-consumer perspective into elements like design, safety, sustainability, and functionality can provide a coveted advantage. It gives a product the chance to stand out from the crowd, already destined for glowing reviews because problems were nipped in the bud thanks to guidance and data from those focused on consumers’ interests. And for the nonprofits, working proactively with businesses to help ensure that products reflect consumers’ values from the outset means a better, safer marketplace for everyone. 

    Zoom, in a nutshell 

    We’ve already seen the difference working together can make, especially if it’s early in a product’s introduction to consumers. Just look at Zoom. The videoconferencing platform, while launched as a tool for businesses, had not been introduced to a wide consumer audience before the COVID-19 pandemic made its services a global necessity. In early 2020—as Zoom was poised to explode from 10 million monthly users to more than 300 million by April—Consumer Reports’testing experts went under the hood in our digital lab to assess it from a consumer well-being perspective. 

    CR uncovered serious flaws. These included a protocol allowing the company to collect users’ videos, call transcripts, and chats and use them for targeted advertising, as well as features that allowed hosts to record meetings in secret and alert them when a participant clicked away from the screen. At the precipice of a moment when elementary school classrooms to therapy sessions would be conducted over Zoom, there’s no telling what the fallout might have been—for the company or its customers—had these problems persisted. 

    But CR reached out to the business—and the business reached back. Within days, Zoom had worked with CR to solve a wide array of problems, helping strengthen its case as a lifeline for users all over the world. 

    Partnerships require new ways of thinking  

    Now imagine what could be possible if such a partnership began even earlier in the process. This is the relationship CR has worked to build with businesses, providing companies our testing expertise and data about consumers’ needs and desires. Our advisory services have led to us providing feedback on prototypes, and with feedback implemented earlier in the product development lifecycle, we’ve seen immediate impact for consumers: improved comfort of leg support in vehicles; privacy policy changes for electronics; reduced fees for a basic checking account; an improved washing machine drying algorithm for one brand; improved safety of active driver assistance systems; and strengthened digital payments app scam warnings before users finalize transactions. These partnerships have proven productive, but they remain the exception to the rule. 

    Building more of those cooperative, upstream relationships will require new thinking on both sides. Advocacy organizations must adopt an entrepreneurial spirit, leveraging their insights and expertise as a collaborator to companies they’re more accustomed to critiquing. Businesses must embrace these relationships as a central part of their research and development process, understanding that embedding pro-consumer values gives them a real edge in today’s hyper-social marketplace. 

    This cooperation is especially important in the modern digital era, when many consumers are making choices that reflect their principles and where products and services are growing increasingly complex. As the rise of AI-fueled products brings a new wave of threats and vulnerabilities in its wake, it is critical that businesses and public interest groups make an effort to forge strong relationships. 

    By coming together early and often around their common interest—the consumer—they can improve products, craft strong industry standards, burnish the reputation of companies that act responsibly, and help maintain the health and integrity of the marketplace. 

    Phil Radford is president and CEO of Consumer Reports. 
    #case #cooperation
    The case for cooperation 
    The Ford Pinto. New Coke. Google Glass. History is littered with products whose fatal flaw— whether failures of safety, privacy, performance, or plain old desirability—repelled consumers and inflicted reputational damage to the companies bringing them to market.  It’s easy to imagine the difference if these problems had been detected early on. And too often, businesses neglect the chance to work with nonprofits, social enterprises, and other public interest groups to make product improvements after they enter the marketplace or, more ideally, “upstream,” before their products have entered the crucible of the customer.  For companies and consumer groups alike, this is a major missed opportunity. In an increasingly competitive marketplace, partnering with public interest groups to bake an authentic pro-consumer perspective into elements like design, safety, sustainability, and functionality can provide a coveted advantage. It gives a product the chance to stand out from the crowd, already destined for glowing reviews because problems were nipped in the bud thanks to guidance and data from those focused on consumers’ interests. And for the nonprofits, working proactively with businesses to help ensure that products reflect consumers’ values from the outset means a better, safer marketplace for everyone.  Zoom, in a nutshell  We’ve already seen the difference working together can make, especially if it’s early in a product’s introduction to consumers. Just look at Zoom. The videoconferencing platform, while launched as a tool for businesses, had not been introduced to a wide consumer audience before the COVID-19 pandemic made its services a global necessity. In early 2020—as Zoom was poised to explode from 10 million monthly users to more than 300 million by April—Consumer Reports’testing experts went under the hood in our digital lab to assess it from a consumer well-being perspective.  CR uncovered serious flaws. These included a protocol allowing the company to collect users’ videos, call transcripts, and chats and use them for targeted advertising, as well as features that allowed hosts to record meetings in secret and alert them when a participant clicked away from the screen. At the precipice of a moment when elementary school classrooms to therapy sessions would be conducted over Zoom, there’s no telling what the fallout might have been—for the company or its customers—had these problems persisted.  But CR reached out to the business—and the business reached back. Within days, Zoom had worked with CR to solve a wide array of problems, helping strengthen its case as a lifeline for users all over the world.  Partnerships require new ways of thinking   Now imagine what could be possible if such a partnership began even earlier in the process. This is the relationship CR has worked to build with businesses, providing companies our testing expertise and data about consumers’ needs and desires. Our advisory services have led to us providing feedback on prototypes, and with feedback implemented earlier in the product development lifecycle, we’ve seen immediate impact for consumers: improved comfort of leg support in vehicles; privacy policy changes for electronics; reduced fees for a basic checking account; an improved washing machine drying algorithm for one brand; improved safety of active driver assistance systems; and strengthened digital payments app scam warnings before users finalize transactions. These partnerships have proven productive, but they remain the exception to the rule.  Building more of those cooperative, upstream relationships will require new thinking on both sides. Advocacy organizations must adopt an entrepreneurial spirit, leveraging their insights and expertise as a collaborator to companies they’re more accustomed to critiquing. Businesses must embrace these relationships as a central part of their research and development process, understanding that embedding pro-consumer values gives them a real edge in today’s hyper-social marketplace.  This cooperation is especially important in the modern digital era, when many consumers are making choices that reflect their principles and where products and services are growing increasingly complex. As the rise of AI-fueled products brings a new wave of threats and vulnerabilities in its wake, it is critical that businesses and public interest groups make an effort to forge strong relationships.  By coming together early and often around their common interest—the consumer—they can improve products, craft strong industry standards, burnish the reputation of companies that act responsibly, and help maintain the health and integrity of the marketplace.  Phil Radford is president and CEO of Consumer Reports.  #case #cooperation
    WWW.FASTCOMPANY.COM
    The case for cooperation 
    The Ford Pinto. New Coke. Google Glass. History is littered with products whose fatal flaw— whether failures of safety, privacy, performance, or plain old desirability—repelled consumers and inflicted reputational damage to the companies bringing them to market.  It’s easy to imagine the difference if these problems had been detected early on. And too often, businesses neglect the chance to work with nonprofits, social enterprises, and other public interest groups to make product improvements after they enter the marketplace or, more ideally, “upstream,” before their products have entered the crucible of the customer.  For companies and consumer groups alike, this is a major missed opportunity. In an increasingly competitive marketplace, partnering with public interest groups to bake an authentic pro-consumer perspective into elements like design, safety, sustainability, and functionality can provide a coveted advantage. It gives a product the chance to stand out from the crowd, already destined for glowing reviews because problems were nipped in the bud thanks to guidance and data from those focused on consumers’ interests. And for the nonprofits, working proactively with businesses to help ensure that products reflect consumers’ values from the outset means a better, safer marketplace for everyone.  Zoom, in a nutshell  We’ve already seen the difference working together can make, especially if it’s early in a product’s introduction to consumers. Just look at Zoom. The videoconferencing platform, while launched as a tool for businesses, had not been introduced to a wide consumer audience before the COVID-19 pandemic made its services a global necessity. In early 2020—as Zoom was poised to explode from 10 million monthly users to more than 300 million by April—Consumer Reports’ (CR) testing experts went under the hood in our digital lab to assess it from a consumer well-being perspective.  CR uncovered serious flaws. These included a protocol allowing the company to collect users’ videos, call transcripts, and chats and use them for targeted advertising, as well as features that allowed hosts to record meetings in secret and alert them when a participant clicked away from the screen. At the precipice of a moment when elementary school classrooms to therapy sessions would be conducted over Zoom, there’s no telling what the fallout might have been—for the company or its customers—had these problems persisted.  But CR reached out to the business—and the business reached back. Within days, Zoom had worked with CR to solve a wide array of problems, helping strengthen its case as a lifeline for users all over the world.  Partnerships require new ways of thinking   Now imagine what could be possible if such a partnership began even earlier in the process. This is the relationship CR has worked to build with businesses, providing companies our testing expertise and data about consumers’ needs and desires. Our advisory services have led to us providing feedback on prototypes, and with feedback implemented earlier in the product development lifecycle, we’ve seen immediate impact for consumers: improved comfort of leg support in vehicles; privacy policy changes for electronics; reduced fees for a basic checking account; an improved washing machine drying algorithm for one brand; improved safety of active driver assistance systems; and strengthened digital payments app scam warnings before users finalize transactions. These partnerships have proven productive, but they remain the exception to the rule.  Building more of those cooperative, upstream relationships will require new thinking on both sides. Advocacy organizations must adopt an entrepreneurial spirit, leveraging their insights and expertise as a collaborator to companies they’re more accustomed to critiquing. Businesses must embrace these relationships as a central part of their research and development process, understanding that embedding pro-consumer values gives them a real edge in today’s hyper-social marketplace.  This cooperation is especially important in the modern digital era, when many consumers are making choices that reflect their principles and where products and services are growing increasingly complex. As the rise of AI-fueled products brings a new wave of threats and vulnerabilities in its wake, it is critical that businesses and public interest groups make an effort to forge strong relationships.  By coming together early and often around their common interest—the consumer—they can improve products, craft strong industry standards, burnish the reputation of companies that act responsibly, and help maintain the health and integrity of the marketplace.  Phil Radford is president and CEO of Consumer Reports. 
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