Tech
25 of the most productive Stanford College classes you can take online with out cost

Published
2 years agoon

TL;DR: A broad quantity of online classes(opens in a up to date tab) from Stanford College are accessible to take with out cost on edX. This month you can study about every thing from pc science to speaking with presence, with out spending the leisure.
A contemporary month plan one other batch of free online classes from one of the most vital effectively-known tutorial institutions on this planet. The predominant quit on this free tour is Stanford College.
A broad quantity of online classes from Stanford College are accessible with out cost on edX. You shall be ready to take lessons on programming fundamentals, pc science, quantum mechanics, and a complete lot more with out spending the leisure. That may possibly perchance sound too correct to be moral, nonetheless you in actuality can pursue your passion with out leaving the consolation of your like residence.
We advocate taking some time to effectively research every thing on offer(opens in a up to date tab), nonetheless to present you with a flavour of what’s on offer, now we have lined up a preference of the most productive classes accessible with out cost as of June 1:
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Comparative Equality and Anti-Discrimination Legislation(opens in a up to date tab)
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Databases: Advanced Issues in SQL(opens in a up to date tab)
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Databases: Relational Databases and SQL(opens in a up to date tab)
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Health Across the Gender Spectrum(opens in a up to date tab)
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How to Be taught Math: For Students(opens in a up to date tab)
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World Females’s Health and Human Rights(opens in a up to date tab)
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Introduction to Probability Administration(opens in a up to date tab)
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Quantum Mechanics for Scientists and Engineers 1(opens in a up to date tab)
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Quantum Mechanics for Scientists and Engineers 2(opens in a up to date tab)
It be essential to hide that more than a few the classes hosted by edX are now not precisely newbie pleasant. It be fee reviewing the course summary in utter that you just don’t change into overwhelmed after enrolling. Don’t strive and bustle earlier than you can dash.
You shall be ready to study at your like tempo, and even receive a verified certificates completion for a runt fee. There may possibly be no pressure to pay the leisure, nonetheless it is doubtless to be good to stick one thing in your CV. We’re speaking about Stanford College, despite every thing.
Come by the most productive free online classes from Stanford College at edX.
Sahil Sachdeva is the CEO of Level Up Holdings, a Personal Branding agency. He creates elite personal brands through social media growth and top tier press features.

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Tech
This Controversial Tech Is Helping Track New Orleans’ Escaped Inmates, But At What Cost?

Published
53 minutes agoon
May 23, 2025
Last Friday morning, Louisiana State Police got an urgent alert, 10 inmates had escaped from a jail in New Orleans. Within minutes, two of them were spotted on facial recognition cameras in the city’s iconic French Quarter. One escapee was arrested shortly after the sighting. The other was tracked down days later, thanks in part to data shared by the camera network.
This rapid response was made possible by Project NOLA, a non-profit that operates a sprawling network of around 5,000 security cameras around New Orleans , 200 of which are equipped with facial recognition technology. When the jailbreak alert came through, state police coordinated with Project NOLA to identify and track the fugitives.
The network is considered unprecedented in the U.S., marking a new chapter in how facial recognition technology is being deployed to aid law enforcement. “This is the exact reason why facial recognition technology is so critical,” said New Orleans Police Superintendent Anne Kirkpatrick during a recent press conference.
But while this seems like a clear win for public safety, it opens a host of complex and controversial debates about privacy, surveillance, and civil rights.
The Power and Peril of Facial Recognition in Policing
Project NOLA’s cameras are mounted on properties ranging from homes and churches to local businesses , all part of a community-backed effort. The non-profit is independent from official police agencies, though it shares real-time alerts with law enforcement. This decentralized setup is designed to build trust and allow community control over the system.
Bryan Lagarde, Project NOLA’s Executive Director, emphasizes this community focus: “If we ever violate public trust, the camera network comes down instantly and effortlessly by the community that built it.” The group also stresses that their system is not taxpayer-funded and that law enforcement does not have direct access to the facial recognition software itself.
Still, the technology’s use is not without controversy. Civil liberties advocates warn that facial recognition can be inaccurate, especially when it comes to women and people of color, groups that studies show are more likely to be misidentified. This has led to false arrests and serious injustices in other cities, raising concerns about whether this powerful tool is exacerbating systemic biases rather than solving them.
Nathan Freed Wessler, deputy director of the ACLU’s Speech, Privacy and Technology Project, has called such deployments “the stuff of authoritarian surveillance states” with “no place in American policing.” These concerns gain added weight in cities like New Orleans with complex histories of racial inequity and police mistrust.
A Force Multiplier in a Resource-Strapped City
Project NOLA was created back in 2009 as a “force multiplier” for local law enforcement agencies still reeling from Hurricane Katrina’s devastation. With stretched resources, the city’s police benefited from a network that could monitor public spaces continuously and provide actionable intelligence.
The system works by feeding images of wanted suspects into a “hot list”, when cameras pick up a potential match, alerts are sent to police for follow-up. This method helped officers quickly respond to the recent jailbreak and played a role in investigating the deadly New Year’s Day terror attack that killed 14 people.
As the technology evolves, Project NOLA is expanding, operating thousands of cameras beyond New Orleans, further embedding facial recognition into the fabric of modern policing.
The Regulatory Vacuum and the Road Ahead
One major issue is that there are no federal laws regulating facial recognition use by local law enforcement or nonprofits like Project NOLA. Some cities have outright banned police use of facial recognition over accuracy and ethics concerns, but nationwide policies are still evolving.
New Orleans Police Superintendent Kirkpatrick recently confirmed a review of how officers use Project NOLA alerts and how the partnership fits within city rules. Transparency is key, but critics argue this may not be enough to address the technology’s broader risks.
Experts warn that without strong oversight, facial recognition tech could fuel racial disparities, erode public trust, and infringe on privacy rights, issues that will only grow more urgent as adoption spreads.
Balancing Innovation, Safety, and Ethics
The New Orleans case is a real-world test of how emerging technology can aid public safety while navigating thorny ethical challenges. Project NOLA’s community-driven model offers a potential blueprint for accountability and control, but the risks of misuse or overreach remain significant.
In a city marked by economic hardship and historic injustice, the stakes are especially high. The promise of catching criminals faster and preventing violence must be weighed against the cost to individual freedoms and community trust.
The conversation around facial recognition technology is far from over. It forces American society to grapple with what kind of future we want, one where technology serves all fairly, or one where it deepens divisions and surveillance risks.
Level Up Insight:
Technology in policing is no longer just about catching criminals, it’s about protecting democracy, privacy, and human rights. The New Orleans example reveals that successful innovation requires transparency, community partnership, and regulation to prevent unintended harm. For entrepreneurs, tech developers, and policymakers, this means building systems with ethics and inclusion at the core, not as an afterthought.
Tech
Claude’s Dangerous Brilliance: Anthropic’s Gamble With AI Safety

Published
24 hours agoon
May 22, 2025
In Silicon Valley, innovation often comes with an unspoken cost, one that is usually revealed only when things spiral out of control. But Anthropic, the AI company behind the Claude model family, isn’t waiting for disaster to strike. With the release of its most advanced model yet, Claude 4 Opus, the company is testing a bold theory: that it’s possible to build frontier artificial intelligence and constrain it at the same time. Whether that bet holds is about to become one of the most consequential stress tests in the AI race.
Behind closed doors, Claude 4 Opus reportedly performed better than any of its predecessors at answering dangerous questions, particularly those that could help a novice engineer a biological weapon. Jared Kaplan, Anthropic’s chief scientist, doesn’t mince words when discussing its potential. “You could try to synthesize something like COVID or a more dangerous version of the flu,” he admits. That kind of capability doesn’t just raise eyebrows, it ignites red alarms.
But unlike some rivals who rush new models into the market with an eye only on performance, Anthropic has held firm on one founding principle: scale only if you can control it. That belief is now embodied in its Responsible Scaling Policy (RSP), a self-imposed framework that dictates when and how its models should be released. With Claude 4 Opus, the policy has hit its first real-world test. And to meet the moment, Anthropic is deploying its most robust safety standard to date, AI Safety Level 3 (ASL-3).
To be clear, even Anthropic isn’t entirely sure that Claude 4 Opus poses a catastrophic threat. But that ambiguity is precisely why it’s taking no chances. In Kaplan’s words, “If we can’t rule it out, we lean into caution.” And that caution has teeth: ASL-3 includes overlapping safeguards meant to restrict the misuse of Claude, particularly in ways that could escalate a lone wolf into a mass-casualty threat.
For the average user, most of these protections will be invisible. But under the hood, Claude 4 Opus is wrapped in a fortress of digital security. Think cyber defense hardened to resist hackers, anti-jailbreak filters that block prompts designed to bypass safety systems, and AI-based classifiers that constantly scan for bioweapon-related queries, even when masked through oblique or sequential questioning. Together, this approach is referred to as “defense in depth.” Each measure may be imperfect alone. But combined, they aim to cover the cracks before something slips through.
Among the standout features is the expansion of “constitutional classifiers”, AI tools that scrutinize both user input and Claude’s outputs. These classifiers have evolved past simple red-flag detection. They are trained to recognize complex, multi-step intent, such as a bad actor subtly walking the model toward step-by-step bioengineering. In essence, Anthropic has built a mini AI system that watches over its main AI system.
There’s also a psychological strategy embedded in Anthropic’s playbook. The company offers bounties up to $25,000 for anyone who can uncover a universal jailbreak, a way to force Claude into breaking all its safety protocols. One such jailbreak has already been discovered and patched. By turning security threats into opportunities for community engagement, Anthropic is quietly building a feedback loop that could serve as a model for AI governance.
But there’s a larger, more uncomfortable reality looming. All of this, the policies, the precautions, the promises, are voluntary. There’s no federal law mandating ASL-3, no regulatory body enforcing the Responsible Scaling Policy. If Anthropic chose to ignore its own standards tomorrow, the only consequence would be public backlash. That’s it.
Critics argue this is a dangerous precedent. Voluntary safety frameworks, no matter how sincere, can be abandoned when competition tightens. And competition is exactly what defines today’s AI market. Claude goes head-to-head with OpenAI’s ChatGPT and other industry giants. It already pulls in over $1.4 billion in annualized revenue. In this environment, noble restraint could quickly turn into market suicide.
But Anthropic sees things differently. By publicly tying itself to a rigorous safety plan, it believes it can force a shift in incentives, creating a new kind of arms race, where companies compete not just on capability, but on safety. Whether that idealism survives the next wave of model releases remains to be seen. But if the company can prove that safeguarding innovation doesn’t necessarily mean slowing it down, others may be forced to follow.
Internally, the company is already looking ahead. ASL-3 is just a step. Future models, those that could autonomously conduct research or pose national security risks, would require ASL-4, an even more fortified system. The timeline for that isn’t public, but the implications are clear: we are entering an era where each leap in AI performance must be mirrored by an equally aggressive leap in control.
Perhaps the most revealing part of this entire episode is a set of trials Anthropic quietly ran. Dubbed “uplift trials,” they tested how much more effective Claude 4 Opus was at helping a novice build a bioweapon compared to Google or older AI models. The results? Claude was significantly more capable. The potential for harm wasn’t theoretical—it was measurable. And that, more than anything else, justifies the stringent ASL-3 precautions now in place.
Even then, the margin for error is vanishingly small. “Most other kinds of dangerous things a terrorist could do, maybe they could kill 10 people or 100 people,” Kaplan says. “We just saw COVID kill millions.” It’s a chilling reminder that one success story for a malicious actor could unravel years of well-intentioned safety design.
Level Up Insight
Anthropic’s Claude 4 Opus marks the first real collision point between AI innovation and AI regulation, only this time, the regulator is the company itself. In the absence of government oversight, Anthropic is attempting to build a moral architecture within capitalism’s most unforgiving space: frontier tech. Whether that’s sustainable is unclear. But if it works, it could reset the norms of what’s expected from companies building the future. In 2025, restraint may just be the most radical form of leadership.

It was just another phone call. But it would be the last one I’d ever make that way.
I dialed my mother’s landline through Skype, like I’d done countless times before. Her voice came through warm and familiar. But something about that moment felt final. Not because she was gone, she’s alive, well, and still as witty as ever. It was Skype that was leaving. Quietly. Permanently. A digital thread in our lives being snipped, with barely a headline to mark its exit.
We’ve grown accustomed to new tech arriving with a bang. Apps launch, trends explode, and we all move forward. But no one teaches us how to mourn the ones we lose. Especially when that tech was never just tech, it was the bridge between homes, hearts, and time zones.
Skype wasn’t flashy. It didn’t need to be. It worked. It made far feel near. It brought human voices across oceans for a few cents. And it gave long-distance conversations something money used to limit: time.
Before Skype, long-distance calls came with math. Every sentence had a price. If your family was frugal, like mine, birthday songs were half-sung. Conversations were clipped and calculated. You said what you needed, then hung up, sometimes mid-thought. Silence wasn’t comfortable, it was expensive.
Skype changed all of that. It made conversations human again. It let us ramble. Let us pause. Let us circle back to that thing we forgot to say five minutes earlier. Suddenly, you could talk to your mom and still afford groceries.
I remember when Skype felt like magic. You’d sit in a café with Wi-Fi, plug in your cheap headset, and talk to someone on another continent like they were across the room. For travelers, remote workers, and expats, it was a revelation.
Skype was never about gimmicks. It didn’t try to sell us filters or dance challenges. It offered connection. Real connection. Voice to voice. Moment to moment. It was simple, and that’s why it worked.
But as time passed, simplicity lost its appeal in a tech world chasing more. More features. More integrations. More monetization. Skype evolved, yes. It added messaging, payments, and design changes. But for many of us, it stayed exactly what it was meant to be: the app you opened when you needed to hear someone’s voice. That blue “S” became a symbol not of status, but of sincerity.
Then came the competition. Tools bundled with new platforms. Video calls embedded in work software. And slowly, Skype’s relevance faded. Not because it stopped working, but because the world stopped waiting. And like most things we once relied on, it disappeared, not in a crash, but in a whisper.
Now it’s gone. No more updates. No more support. Just a faded app icon and a history that shaped how we talk to one another.
For my mother, Skype was her digital lifeline. She didn’t care about chat windows or screen sharing. She just wanted to pick up a phone. Skype let her do that, even when the phone wasn’t a phone at all. She still doesn’t understand FaceTiming. She thinks Zoom is what cars do. For her, Skype was the last piece of modern technology that still felt like home.
And now, even that is gone.
Sure, I can still call her on other apps. They’re faster, maybe even better. But they don’t feel the same. The cord between us feels thinner. The moment, less meaningful. With Skype gone, a piece of our connection, however small, feels harder to reach.
There’s something to be said for the way we memorialize technology. We praise launches but skip the funerals. We cheer for the new and forget the tools that helped us through the hard years, the distance, the heartbreak, the time spent apart.
Skype deserved a better goodbye.
It deserved a tribute. A montage. A documentary. Something more than a quiet sunset buried in an announcement few of us read. Because for some of us, Skype wasn’t just a utility. It was part of our emotional operating system.
It reminded us that real innovation isn’t just about moving fast. It’s about making people feel closer.
So many of today’s tools are faster. More polished. Better integrated. But rarely do they feel like they belong to us the way Skype did. It didn’t belong to a workplace or a trend. It belonged to those of us who needed to hear a voice and feel a little less alone.
Level Up Insight:
The tech that changes your life doesn’t always come with fanfare, and it rarely gets a farewell. Skype didn’t try to be everything. It just did one thing brilliantly: it made distance feel less distant. In a world that’s always upgrading, maybe we need to stop and remember the tools that didn’t just connect us, but kept us human.

The world of artificial intelligence is sprinting forward, and it’s not just algorithms and data models that are evolving. The physical machines powering this revolution are getting a massive overhaul too. A leading hardware manufacturer has just unveiled the launch of its most powerful AI servers to date, presenting machines designed to train next-gen models faster, more efficiently, and at a scale previously unimaginable.
These are not just incremental improvements. The servers represent a dramatic leap in performance. Supporting up to 192 cutting-edge AI chips, with options to expand configurations to 256, this new system is engineered for maximum scalability. Designed to accelerate training and deployment across large-scale AI systems, the setup can train models up to four times faster than prior versions.
Flexibility is a core part of the offering. Enterprises can choose between air-cooled and liquid-cooled variations depending on their infrastructure needs. These modular systems allow for customized compute solutions, whether that means prioritizing speed, power efficiency, or raw compute capacity for the specific AI workloads an organization faces.
More than just a technological upgrade, this launch sends a clear signal to the enterprise market: AI readiness is no longer optional. It’s the difference between leading and lagging. The new systems are meant to democratize performance, giving companies the muscle they need to execute aggressive AI roadmaps without relying entirely on cloud infrastructure.
In a competitive landscape where compute cost often stands in the way of AI innovation, this rollout seeks to strike a balance. The hardware promises high-end performance but remains competitively priced, aiming to lower the entry barrier for businesses ready to scale up their AI efforts.
Insiders close to the strategy point out that the timing is no coincidence. As global organizations move from pilot programs to full-scale AI deployments, the demand for in-house infrastructure that can handle enormous volumes of data and processing is growing. These new servers position themselves as the heart of tomorrow’s enterprise AI architecture, whether in healthtech, fintech, media, manufacturing, or logistics.
And it’s not just about speed. It’s about end-to-end control. By building their own AI stack, including storage, networking, and compute, enterprises can better manage latency, security, compliance, and costs. The era of handing off every major task to the cloud is shifting. In-house capability is becoming a strategic advantage.
What also sets this launch apart is its readiness for future evolution. These machines are already designed to support the next generation of central processing units—built for seamless compatibility with AI-heavy workflows. That includes a new chip architecture that is expected to succeed today’s server processors, promising improved efficiency and better support for neural network processing.
In parallel, the company also revealed a high-performance laptop aimed at AI developers and engineers. Named the “Pro Max Plus,” this machine features a built-in neural processing unit that allows for on-device model training, perfect for edge development and rapid iteration. In a world where latency can break experiences, this could be a game-changer for product teams building AI tools in real time.
The need for such innovation is growing louder. As more companies seek to integrate generative AI, computer vision, and natural language processing into their products and operations, the underlying infrastructure needs to keep pace. Software cannot outgrow hardware forever. The most advanced algorithms in the world are useless if they can’t run efficiently.
This is where edge computing and decentralized processing come into play. Devices like the newly launched laptop are part of a broader move toward distributing AI power beyond data centers. For industries where data sovereignty, security, or ultra-low latency is non-negotiable, local compute will become indispensable.
Still, even as innovation sprints forward, challenges loom in the background. Global economic uncertainty, shifting trade policies, and ongoing supply chain volatility will impact how quickly enterprises can adopt these new technologies. Price pressures are real. Margins are tight. But for many organizations, the cost of not upgrading is becoming higher than the investment itself.
What comes next? Watch the rollouts. In the coming quarters, expect case studies and field reports to emerge. Companies will share how model training timelines have shrunk, how internal teams are able to build faster, and how customer-facing tools are responding in real time, thanks to servers and laptops designed to do just that.
For now, the message is clear: the AI arms race isn’t just about who has the smartest model. It’s about who can deploy, iterate, and scale the fastest. That begins with the hardware, and the businesses that move first will have the edge.
Level Up Insight™
This moment marks a critical pivot in enterprise AI strategy. As hardware catches up to software ambition, the companies that prioritize infrastructure today are setting the stage for domination tomorrow. Speed isn’t a luxury anymore, it’s the foundation. The servers may sit quietly in data rooms, but they’re becoming the loudest voice in innovation.

President Trump is no stranger to shaking up convention. But his recent move, approving the sale of hundreds of thousands of high-performance AI chips to countries in the Middle East, isn’t just bold. It may fundamentally shift the future of American technology dominance.
The deal, brokered during a high-stakes visit to the region, wasn’t framed as just another business agreement. It was diplomacy through silicon. And with it, Trump is rewriting the U.S. approach to AI technology exports, one of the most powerful levers of 21st-century influence.
While previous administrations focused on limiting access to powerful computing chips, especially to nations that could pose national security risks, Trump has done the opposite. He’s turning access to those chips into bargaining tools, linking them to broader trade deals and economic concessions. It’s a sharp turn, and the stakes are sky-high.
During his visit to Riyadh, Trump participated in an investment forum where billions in U.S.-bound capital were pledged. That was the backdrop for a new AI alliance, one that includes massive chip deliveries to new tech hubs forming across the Gulf. For many in the region, it marks the start of an AI-fueled future. For some in Washington, it’s a signal of concern.
The implications extend far beyond profit. These AI chips aren’t just components, they’re the engines behind tomorrow’s superintelligence. With them, nations can build advanced language models, automated defense systems, and tools capable of everything from real-time surveillance to predictive warfare. Giving other nations control of that power, some experts argue, comes with serious risks.
The magnitude of this deal is difficult to overstate. Sources close to the agreement estimate that the number of chips headed to the Gulf is greater than what currently powers any single AI training system on Earth. That kind of scale could put these countries on the fast track to becoming global AI superpowers, just a few years after being largely absent from the conversation.
This sudden leap isn’t without precedent. Middle Eastern countries have been aggressively pursuing tech development, fueled by sovereign wealth funds, abundant energy, and an ability to execute massive projects without regulatory delays. But they lacked one crucial piece: access to the world’s most advanced AI hardware. That, it seems, has now changed.
Back in the U.S., the conversation has turned from strategy to scrutiny. Some see this new export policy as dangerously shortsighted, potentially eroding the competitive edge America has painstakingly built. Others question whether these deals align with the very “America First” doctrine that powered Trump’s political rise.
Critics point out that the chips being shipped overseas could have gone toward strengthening U.S.-based data centers or empowering local startups. Instead, some worry they’re helping build AI empires abroad, ones that could operate with looser rules and little regard for democratic norms.
There’s also unease about data sovereignty. As more companies consider moving operations to the Gulf, tempted by better energy prices and fewer restrictions, there’s a growing fear that U.S. computing power could soon be spread too thin, and in places that don’t always align with American interests.
Adding fuel to the fire are existing geopolitical tensions. Some of the firms receiving chips have previously been flagged by intelligence agencies over concerns of dual allegiances. If advanced American technology is inadvertently funneled to rival nations, it could destabilize delicate balances of power.
And yet, from a different perspective, the move is undeniably strategic. By making AI chips part of broader trade negotiations, Trump is using America’s technological supremacy to secure investment, influence, and leverage on the world stage. It’s a form of power projection tailored for the modern age, less about military might, more about megabytes.
Supporters of the move argue that isolating these countries would only drive them closer to other global players eager to supply similar technologies, players who may not share America’s values or safeguards. They believe engagement is a better path than exclusion.
Still, this shift has sparked a national conversation. What does leadership in the AI era really mean? Is it about protecting technology at all costs, or spreading it in a way that benefits U.S. interests more broadly? Can a trade-centric approach ensure long-term security, or does it risk selling out future dominance for present-day profits?
For now, the ink is drying on these historic chip deals, and planes are being loaded with some of the most powerful technology the U.S. has ever produced. Whether this marks a renaissance of American influence or the beginning of a slow leak in its tech supremacy remains to be seen.
But one thing is clear: the global AI chessboard just got a lot more complicated.
Level Up Insight:
This isn’t just about chips, it’s about who controls the next digital frontier. As nations race to dominate AI, the question isn’t just who builds the best tech, but who decides how it’s used, where it’s deployed, and why. Trump’s new policy could set the tone for an entirely new era of tech diplomatic, and its ripple effects will be felt across startups, industries, and governments for years to come.

Imagine asking your voice assistant for the weather, and later finding out your living room conversation might’ve been recorded, stored, and possibly reviewed without your consent. That’s the core controversy behind a recently settled class action lawsuit involving popular voice-enabled devices in the U.S.
In what’s become one of the most discussed privacy cases of the past year, consumers who owned voice-activated products between September 17, 2024, and December 31, 2024, could now be eligible for compensation. The devices in question include smartphones, laptops, smart speakers, smartwatches, and streaming boxes, essentially, any product embedded with a virtual voice assistant.
At the center of the case is the issue of privacy: users reported unintended activations during private conversations, with claims that these interactions were recorded and possibly used without permission. While the defendant in this case has denied any wrongdoing, a settlement of $95 million has already been agreed upon, marking a significant moment for the intersection of privacy, tech design, and consumer trust.
So, if you’ve been using a device with a virtual assistant recently, here’s what you need to know, and what you can do about it.
What Sparked the Settlement?
The lawsuit alleged that voice assistant devices were capable of activating without a prompt, potentially capturing confidential conversations. These unintentional activations weren’t just technical bugs, they were seen by the plaintiffs as violations of federal and state privacy laws.
Many consumers claimed they weren’t made aware that their devices could activate passively or store interactions indefinitely. This lack of transparency raised ethical concerns over the real trade-offs of “always-on” convenience. While the company behind the devices has strongly denied any unlawful behavior, it agreed to a financial settlement to resolve the case and avoid prolonged litigation.
While some believe this settlement is more symbolic than transformative, it sets a tone for the future: even tech giants can’t afford to ignore the fine print of privacy.
Are You Eligible for a Claim?
If you owned or purchased a device with a voice assistant in the United States or its territories between September 17, 2024, and December 31, 2024, and had the assistant enabled on that device, you could be eligible.
Qualifying devices include:
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Smartphones and tablets with voice assistants
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Laptops and desktop computers
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Smartwatches
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Smart speakers and home hubs
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Streaming devices and smart TVs
However, there’s an important additional requirement: you must have experienced an unintentional activation of the voice assistant during a private conversation.
Employees of the company involved in the lawsuit, its legal team, and judicial members tied to the case are excluded from eligibility.
How to File Your Claim ?
Filing a claim is straightforward. Eligible users can submit a form online via the official settlement website. You’ll be asked to provide information about your qualifying devices (up to five) and may need to confirm that unintentional activations occurred.
Some users may have already received a physical mailer or email about the settlement. These communications typically include a Claim ID and Confirmation Code. If you’ve received this, you can use those codes to speed up your claim process. But don’t worry, if you haven’t received any notice, you can still file based on your device ownership and experience.
The deadline to file your claim is July 2, 2025.
That’s also the last date to opt out of the class action if you prefer to retain the right to take individual legal action later.
When Will Payments Be Issued?
The final approval hearing is scheduled for August 1, 2025. That hearing will determine whether the settlement is fair and whether it moves forward. However, even after approval, payments might take time to process, especially if there are appeals.
Only after all objections or appeals are resolved will distribution of payments begin. The settlement website is expected to keep consumers updated with a payment timeline and relevant details as they become available.
The expected payout per claim has not been confirmed publicly yet, as it will depend on the number of total claims filed.
What This Means for the Future of Tech ?
This case serves as a wake-up call, not just to consumers, but to the entire tech ecosystem. It shows that even in a world dominated by voice assistants, connected devices, and smart home gadgets, user trust still reigns supreme.
As digital experiences become more intimate, listening to us, learning from us, anticipating our every move, the line between helpful and intrusive continues to blur. Lawsuits like this push companies to walk that line more carefully and force users to ask tougher questions about who’s listening and why.
In an era where tech is no longer optional, understanding your rights isn’t just smart, it’s essential.
Level Up Insight
This case is less about one lawsuit, and more about setting precedent in a world where voice tech is creeping into our cars, homes, offices, and even wearables. For entrepreneurs, this is your sign: build trust-first tech. For users, read the fine print. Because in the future of connected everything, silence is never really silent.
Tech
Art Meets AI: One Artist’s Vision for the Future of Creation

Published
1 week agoon
May 14, 2025
In an age of constant technological upheaval, conversations about artificial intelligence often center around its potential to replace human labor or blur lines between real and synthetic. But for one boundary-breaking visual artist, AI is not a threat to creativity, it’s the ultimate collaborator. While many still debate AI’s role in the arts with apprehension or suspicion, this artist sees it as a dynamic tool for amplifying human expression. Not a shortcut. Not a gimmick. But a way to unlock ideas that would otherwise remain unreachable.
Working out of Miami, this artist has built a deeply personal body of work that merges familial heritage, nature, and advanced machine learning. Their latest exhibition, titled “Bringing the Outside In,” pushes the boundaries of what art can be in a post-digital world. Every canvas, every floral element, every digitally generated image tells a story, some shaped by memory, others by machine.
The show isn’t just a gallery of works; it’s a living, breathing organism. Visitors don’t just observe; they participate. They are invited to use an AI image generator customized with the artist’s style to create their own artworks in real time. By speaking a short phrase, a completely new image materializes within seconds. It’s a hands-on demonstration of how accessible and interactive art becomes when humans and technology collaborate, not compete.
As a deeper level of engagement, the artist even created an AI-powered clone of themselves, trained on their voice, appearance, and artistic vision, to guide guests through the exhibit via video chat. It’s a bold act of digital self-duplication that challenges traditional notions of presence and authorship.
This journey into AI art didn’t happen overnight. According to the artist, it began with curiosity and a willingness to experiment. “Technology has always been a supercharger for creatives. When generative AI became more available, I dove right in,” they said. “It took over a year of daily training and feedback with the model to arrive at something that truly felt like mine.”
One standout piece in the exhibition, created entirely in collaboration with AI, draws from images of the Florida Everglades. It’s a visual ode to their current environment, layered with natural elements that transform as time passes. Real flowers hang from the frame and wilt with gravity, falling to the floor as a gentle reminder that the organic and synthetic can co-exist harmoniously.
But why include a digital clone of oneself in the exhibition?
“For me, it’s about education,” the artist explained. “Many people are intimidated by AI. They see it as something cold, calculated, or soulless. But when they interact with a version of me, one that looks, speaks, and thinks like me, it humanizes the entire experience. The clone helps bridge the gap between skepticism and understanding.”
The future of this clone is also evolving. The artist has already started developing multiple personas for different audiences. Some clones are more educational, others more creative. It’s a modular approach to storytelling that uses AI as a responsive tool, not a fixed product.
Criticism has inevitably followed. Some in the art world have accused AI-created art of being “cheating”, a mechanical shortcut that lacks depth or authenticity. The artist welcomes the debate. “I’d love to sit down and ask critics where that belief comes from. Most people don’t realize how much time and precision it takes to get the desired output from AI. It’s not ‘type a sentence and you’re done.’ It’s iterative, rigorous, and often frustrating.”
They added, “AI doesn’t always do what I expect. It has its own logic and creative spark. That unpredictability can be maddening, but also magical. Sometimes it produces something I didn’t know I wanted until I saw it.”
Challenges still exist. AI struggles with certain renderings and visual complexities. Its interpretation of nuance, texture, and symbolism is far from perfect. Yet the artist is unfazed. “It’s a young medium. Just like photography once was. It’s not about perfect execution, it’s about potential. And AI is loaded with it.”
Looking ahead, they see more promise than peril. The speed of AI’s development is exhilarating. Software updates roll out weekly. Tools evolve with user feedback. New creative possibilities emerge by the hour. But they’re also aware that not everyone shares this enthusiasm. “The big question is: Will people embrace it or resist it? Will it create new opportunities or widen the digital divide?”
Still, the artist is firm in their belief: collaboration with AI won’t replace human collaboration, it will redefine it. “I worked with another artist who had an idea but didn’t know how to translate it. Together, using my understanding of prompt engineering and AI models, we created a piece that brought her vision to life. That kind of teamwork isn’t going anywhere.”
They resist the label “post-human.” To them, AI is not a replacement—it’s a catalyst. A means to remove the mundane and elevate human potential. “Why not outsource the repetitive tasks so we can focus on what we do best, vision, intuition, meaning-making?”
From a historical perspective, the artist believes we’re living through a pivotal era, one that future generations will look back on as the genesis of a new kind of creativity. “We’ve passed the tipping point. AI is here to stay. Now the question is: What will we do with it? The decisions we make in the next month, the next year, will shape the future of art, and artists, for decades.”
Level Up Insight:
AI is no longer a sci-fi plot device, it’s a paintbrush, a studio assistant, a muse. For the artists willing to embrace its unpredictability, it offers not just efficiency, but elevation. The future of art isn’t about man vs. machine. It’s about man with machine, pushing imagination beyond known boundaries.

For months, momentum around crypto legislation in the U.S. seemed unstoppable. Industry insiders were hopeful. Lawmakers appeared aligned. And with several pro-crypto figures gaining traction across government, a national framework for digital currencies, especially stablecoins, looked inevitable.
But that sense of certainty has cracked. Over the past week, a wave of resistance from key Democratic leaders has thrown a wrench into what was assumed to be a done deal. Their concerns are not just political, they’re deeply personal, systemic, and, some say, existential for the financial future of the U.S.
This revolt comes as new crypto products launch and government involvement in digital assets intensifies. While supporters argue that regulation will bring stability, opponents believe it may open the door to conflicts of interest, corruption, and serious national security threats. What began as a bipartisan initiative is now revealing deep fissures within the U.S. political system.
A Heated Response from Capitol Hill
Earlier this week, a high-profile congressional hearing on crypto was unexpectedly blocked after one senior Democratic lawmaker publicly objected. In a striking move, she called for a new bill that would prohibit both Presidents and members of Congress from owning or operating crypto firms.
Her statement wasn’t just symbolic. It was a direct response to what she described as a dangerous conflict of interest: new crypto ventures emerging under the influence of political figures, raising serious questions about regulatory integrity.
Behind the scenes, a group of nine Democratic senators has also withdrawn support from the GENIUS Act—a bill aimed at regulating stablecoins—arguing it requires sweeping changes to ensure accountability. Without their votes, the bill’s chances of passing have significantly dimmed.
Concerns Over Self-Dealing
At the heart of the issue lies the nature of stablecoins themselves. Designed to mirror the U.S. dollar’s value, they’ve often been viewed as the “safe bet” of crypto. Unlike volatile digital currencies, their prices are supposed to remain steady, backed by reserves in real-world currency.
But recent events have cast doubt on how “stable” these coins really are, especially when linked to individuals in power. Some lawmakers are concerned that new crypto ventures from politically connected entities could blur the lines between governance and personal gain.
One lawmaker, who has been involved in drafting digital asset regulation for years, abruptly walked out of a House hearing, accusing fellow lawmakers of legitimizing self-serving behavior at the highest levels. In her words: “This isn’t just unethical. It’s a betrayal of the American public.”
Others remained in the hearing, expressing hope for productive dialogue. But even among those who stayed, agreement was far from unanimous. Several Democrats voiced frustration that private interests could be shaping the future of an entire financial system from behind closed doors.
The National Security Dimension
Beyond ethical concerns, a much graver issue is now taking center stage: national security.
Top lawmakers and policy advisors have expressed alarm that current versions of the GENIUS Act may inadvertently make it easier for malicious actors, foreign governments, cybercriminals, and terrorist groups, to exploit digital currencies.
A recent hack, widely attributed to a rogue state, resulted in the theft of over $1.5 billion in crypto assets. Intelligence analysts warn that stolen funds from such breaches could be fueling the development of missile systems and nuclear technology abroad.
In response, a memo was circulated on Capitol Hill this week demanding that the bill be amended to include rigorous anti-money laundering (AML) standards. The proposal includes extending U.S. sanctions laws to stablecoins and requiring digital asset firms to monitor transactions for illicit behavior.
The stakes couldn’t be higher. A Democratic senator involved in drafting the memo warned, “If we supercharge crypto without safeguards, we risk fueling global instability.”
A Divided Path Forward
With the Senate vote looming, both supporters and critics of the bill are bracing for a fierce legislative battle.
Proponents argue that regulation is better than no regulation. Some believe that failing to pass this bill could weaken the U.S. dollar’s influence in the global crypto economy. Without clear rules, they claim, consumers and investors are left vulnerable to scams, fraud, and instability.
Opponents counter that half-measures won’t do. For them, the focus is not just on passing a bill—but on passing the right one. They demand transparency, accountability, and public trust in the legislation’s intent and application.
One senator leading the opposition put it plainly: “We’re not against crypto. We’re against corruption.”
The Next 72 Hours
With time running out, amendments are being negotiated behind closed doors. Some lawmakers are optimistic. Others are preparing for the bill to stall altogether.
A livestream scheduled for later this week, hosted by lawmakers critical of the GENIUS Act, aims to rally public opinion and shed light on what they describe as “crypto corruption in plain sight.” Meanwhile, industry insiders continue lobbying for the bill’s passage, warning that a lack of regulation could hurt American innovation.
No matter the outcome, one thing is certain: this is no longer just a policy debate about stablecoins. It’s a moment of reckoning for the future of U.S. financial ethics, democratic governance, and global security.
Level Up Insight
The clash over crypto legislation is no longer about just technology—it’s about trust. When political power meets personal gain, public confidence wavers. As the digital financial frontier expands, lawmakers must choose between convenience and conscience. The real test isn’t passing a bill. It’s protecting democracy while doing it.
Tech
From Vision to Venture: How LaMarius Pinkston is Redefining Web Hosting with HOSTMONKEYY

Published
2 weeks agoon
May 8, 2025
What do you get when you mix curiosity, grit, and an unshakeable drive to empower others? You get LaMarius Pinkston, President and CEO of HOSTMONKEYY Web Hosting Group Inc., the visionary leader behind a tech-forward company that’s redefining how the world views affordable cloud hosting.
From the heart of Nashville, Tennessee, LaMarius’s story doesn’t begin in a corporate boardroom or a Silicon Valley garage. It starts, surprisingly, in a middle school classroom with drag-and-drop website builders like Weebly and Wix.
“Even as a kid, I was obsessed with design and tech,” LaMarius recalls. “I’d build websites for school clubs just because I could. It felt like magic.”
That “magic” soon turned into purpose. When a school resource officer saw his work and asked him to build a website for his sister’s spa business, the project turned into something bigger. Not only did it earn him his first real client, but it also sparked the question that would change his life: “Have you ever thought of starting a business?”
The Birth of a Techpreneur
That conversation led to the creation of Blue Bird Web Hosting, LaMarius’s first foray into the hosting world. A year later, with a clearer vision and stronger technical skills, he parted ways with his initial partner and founded HOSTMONKEYY.com.
Armed with little more than self-taught coding knowledge, a passion for technology, and a fierce determination to make hosting easier and more affordable, HOSTMONKEYY was born with a bold mission: to serve startups, creators, and small businesses that larger corporations often overlook.
“The big hosting companies weren’t built for the little guy,” says LaMarius. “We are.”
HOSTMONKEYY: Innovation with Integrity
Today, HOSTMONKEYY isn’t just surviving, it’s thriving. With thousands of websites hosted and a growing global community of digital creators, eCommerce brands, and SaaS startups, it’s quickly becoming a household name in web hosting solutions.
Some standout achievements include:
- Launching AI-powered server monitoring, which reduced downtime by 40%.
- Seamlessly migrating over 10,000 clients to scalable cloud environments.
- Rolling out a proprietary control panel to simplify site management for both developers and beginners.
- Adopting eco-conscious data centers to support green hosting initiatives.
But it hasn’t all been smooth sailing.
“There were nights I barely slept, juggling infrastructure issues, customer service, and coding,” LaMarius admits. “We had our share of hardware failures and tight budgets. But we learned fast and kept going.”
His leadership during challenging times, especially the recent recession, has been nothing short of inspiring. Rather than cutting back, LaMarius doubled down: introducing flexible payment plans, more affordable packages, and value-added services to support clients when they needed it most.
Empowerment Begins with Access
That’s more than just a quote for HOSTMONKEYY, it’s a philosophy. LaMarius is deeply committed to tech equity and inclusion, often speaking openly about his non-traditional path and sharing lessons from both his wins and failures.
“You don’t need a fancy degree or millions in funding to start something meaningful,” he emphasizes. “Start where you are. Build with what you have.”
This mindset has fueled HOSTMONKEYY’s meteoric rise, and it’s what makes the brand stand out. While competitors chase enterprise clients, HOSTMONKEYY stays grounded in community-focused growth, pairing performance and simplicity with exceptional customer support (yes, real humans, not bots).
More Than a Hosting Provider
Beyond offering shared hosting, VPS, cloud hosting, and dedicated servers, HOSTMONKEYY is evolving into something much bigger, a movement. With plans to expand globally, deepen its AI capabilities, and launch educational partnerships, LaMarius envisions HOSTMONKEYY as a platform that educates, empowers, and transforms.
“If the opportunity doesn’t exist, build it,” he says, a mantra that’s as much a call to action as it is a business model.
Through mentorship and community outreach, LaMarius hopes to light the path for the next generation of digital innovators, especially those from under-represented backgrounds.
As HOSTMONKEYY gears up for its next phase, LaMarius’s vision remains crystal clear: Create a sustainable, inclusive digital infrastructure that serves everyone from bootstrapped founders to scaling enterprises.
If you’re looking for a web hosting partner that offers more than just uptime and server space, one that believes in people, purpose, and progress, HOSTMONKEYY might just be your future home online.

Six years ago, when the first batch of compact satellites rocketed into orbit, few predicted how rapidly the skies above Earth would be transformed. Back then, fewer than 2,000 functional satellites circled the planet—a scattered array powering communications, navigation, and weather forecasts. Fast-forward to today, and the orbital landscape looks entirely different. Over 7,000 satellites now form a thickening constellation overhead, providing high-speed, space-based internet that reaches some of the most remote corners of the globe. And with fresh launches happening almost weekly, the expansion shows no signs of slowing.
The scale and speed of this satellite network’s rise is unprecedented. Historians of space exploration suggest that only once before in history has a single network asserted such a commanding position in orbit—and that was during the infancy of the Space Age itself. Yet today’s space-based internet isn’t just a technological marvel; it’s rapidly becoming one of the most consequential developments in entrepreneurship, global business strategy, and the balance of technological power.
Entrepreneurs, investors, and industry leaders are beginning to grasp the ripple effects of this emerging infrastructure. A robust, low-latency internet layer beamed from space has the potential to revolutionize how business is done in underserved regions, enable entirely new platforms for global commerce, and shift competitive advantages in industries ranging from logistics to media. For innovators, this is not merely a science fiction headline—it’s a roadmap to future markets.
Space-based internet can already provide connectivity in places where terrestrial infrastructure is patchy, costly, or impossible to build—remote islands, deserts, and polar regions, to name a few. For business builders, this means expanded reach to untapped consumer bases. Picture a startup selling digital financial services or education platforms suddenly able to access millions of users in rural regions previously considered unreachable. The addressable market grows almost overnight.
But it’s not just about new customers. Entrepreneurs in urban areas, even in developed economies, may soon find that satellite-powered internet offers a competitive edge in speed, reliability, or security. As the technology matures and integrates with ground-based systems, it could disrupt established telecom models, presenting openings for nimble players to offer hybrid services that legacy providers cannot.
The commercial possibilities don’t end at internet access. Satellite networks enable real-time data collection on global logistics, agriculture, maritime traffic, and environmental conditions. This real-time visibility opens up new business models—from precision farming services to intelligent supply chains—creating room for entrepreneurs to innovate in sectors that once seemed unshakably traditional.
However, with opportunity comes challenge. The sheer dominance of one massive space-based network raises questions about accessibility, competition, and control. Entrepreneurs reliant on this infrastructure must consider not only its benefits but also the risks of dependency. If access terms change, pricing shifts, or regulatory landscapes tighten, businesses built atop this satellite backbone could face sudden headwinds.
For founders and innovators eyeing the next decade, strategic positioning is key. Diversifying connectivity options, understanding emerging space policy frameworks, and anticipating shifts in bandwidth availability will be essential. Those who move early to integrate satellite connectivity into their offerings—not as a backup, but as a core feature—stand to differentiate themselves in a crowded market.
From an entrepreneurial mindset, this moment echoes historical tech shifts where infrastructure breakthroughs redrew industry boundaries. Just as broadband internet rewired commerce in the early 2000s and smartphones reinvented services in the 2010s, space internet promises to define a new era of business possibility. Entrepreneurs who recognize the timing and calibrate their strategies accordingly can seize outsized advantages.
Beyond pure business utility, satellite internet holds profound implications for innovation ecosystems worldwide. By democratizing access to fast, reliable connectivity, it can accelerate startup activity in regions previously sidelined by infrastructure gaps. Local founders in emerging markets could leverage global platforms, tap into remote capital, and scale ventures internationally without the friction of poor internet access.
Yet, with such vast concentration of infrastructure in a few hands, industry watchers urge entrepreneurs to stay vigilant. The agility that defines startup success—fast pivots, diversified revenue streams, and resilient business models—will be crucial as the regulatory and competitive dynamics of space-based services continue to evolve.
What’s clear is this: The next frontier of entrepreneurship doesn’t just lie on land or in the cloud—it lies in orbit. Business leaders who understand the intersection of terrestrial markets and extraterrestrial infrastructure will be best positioned to shape the coming wave of digital commerce.
Level Up Insight:
Entrepreneurs who treat satellite internet as a core enabler—not a distant novelty—will unlock tomorrow’s markets first. Build with it, not around it.
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