Almost all major platforms were affected by a massive breach, including datasets from Apple, Google, Facebook, Telegram, GitHub, and other platforms (government, too), according to Cybernews.

Cybernews reports that 30 databases have been stolen (social media, VPN logins, corporate and developer platforms), exposing 16 billion passwords, calling it “one of the largest data breaches in history.”

Related: Over 10 Billion Passwords Have Been Exposed in Massive Password Hack

The outlet also says that “massive datasets” have been emerging every few weeks, though this is the first reporting of the hack. Cybernews does note that Wired reported in May about a “mysterious database” being exposed with 184 million records — a “trove of breached data” that included logins for Google, Meta, and Apple.

But 184 million is a lot less than 16 billion, which the outlet claims is the actual scope of the breach.

Tom’s Guide is running a live blog about the incident and notes several ways people can protect themselves from scammers, including enabling two-factor authentication (2FA), which makes it much more difficult for hackers to get into your accounts, and using a password manager to help keep your information secure.

Related: Think You Can Hack Into Apple Intelligence Servers? Apple Is Paying Up to $1 Million If You Can.

Want to know if your email has been exposed? Check out the website, Have I Been Pwned, which will tell you if you’ve been affected by a data breach (and how many times).

Regardless, it’s time to change your password.

Pavel Durov, the 40-year-old controversial founder of instant messaging app Telegram, told French political magazine Le Point that he has a plan to share his $13.9 billion fortune with the more than 100 children he has fathered when he dies.

“They are all my children and will all have the same rights! I don’t want them to tear each other apart after my death,” Durov said.

One hundred children is a big brood, and Durov, a self-exiled Russian who lives in Dubai, explained how it came to be. He called himself the “official father” of six children whom he fathered with three different partners. The other kids came from a clinic “where I started donating sperm fifteen years ago to help a friend,” adding that he has been informed that “more than 100 babies had been conceived this way in 12 countries.”

Related: The U.S. Added Over 1,000 New Millionaires a Day in 2024. Here’s How That Compares to the Rest of the World.

All of the kids will have to wait 30 years to receive their inheritances, he said, explaining, “I want them to live like normal people, to build themselves up alone, to learn to trust themselves, to be able to create, not to be dependent on a bank account.”

Dubrov said that he has been thinking of his will because his job “involves risks – defending freedoms earns you many enemies, including within powerful states.”

Related: Meta Is Trying to Poach OpenAI Employees With ‘Giant’ $100 Million Offers, Sam Altman Says

The founder faces criminal charges in France and is accused of failing to properly moderate Telegram to reduce criminal activity. Law enforcement says the app has facilitated drug trafficking, fraud, and the spread of child sexual abuse content. Dubrov calls the accusations “totally absurd” and told Le Point, “Just because criminals use our messaging service among many others doesn’t make those who run it criminals.”

BBC News explains further, writing: “Telegram allows groups of up to 200,000 members, which critics have argued makes it easier for misinformation to spread, and for users to share conspiracist, neo-Nazi, paedophilic, or terror-related content.”

The app has a billion monthly active users.

Amazon is giving some employees a choice: relocate or resign.

Bloomberg reports that Amazon is ordering thousands of workers on several U.S. teams to move to main hubs in Seattle, Washington, Arlington, Virginia, and Washington, D.C. Amazon has 1.56 million full-time and part-time employees spread across its global business, including 350,000 corporate workers.

The effort to get some employees to relocate has been taking place “for more than a year now,” as “some teams have been working to bring their teammates closer together to help them be as effective as possible,” an Amazon spokesperson told Bloomberg.

Related: ‘Not a Cost Play’: Amazon CEO Clarifies Why Employees Have to Come Back to the Office

One Amazon employee shared in the company’s internal messaging platform, in messages viewed by Bloomberg, that their manager gave them 30 days to decide whether to relocate or resign. They had 60 days after that to begin the relocation process or to leave the company — and if they chose the latter, they would not receive severance pay.

^{Amazon CEO Andy Jassy. Photo by Michael M. Santiago/Getty Images}

The mandate means that some workers will have to move across the country. Instead of rolling out the requirement through mass emails, Amazon is informing employees that they must relocate through one-on-one meetings and town halls.

Amazon workers already face uncertainty about their jobs being replaced in the next few years by AI. Amazon CEO Andy Jassy sent a memo to staff earlier this week that he expects Amazon’s workforce to decrease “in the next few years” as AI automates tasks, prompting concerns from employees about possible layoffs in the coming years. Amazon is currently using AI in its warehouses to improve delivery speed and has given its customer service chatbot AI capabilities.

Related: Amazon Cloud CEO Predicts a Future Where Most Software Engineers Don’t Code — and AI Does It Instead

Amazon is spending heavily on AI, and plans to keep investing in the technology. In a quarterly earnings call in February, the company disclosed that it plans to spend about $105 billion in capital expenditure this year, with most spending going towards AI.

Earlier this year, Amazon began requiring employees to work in the office five days a week, leading some to look for other jobs with remote work options. Amazon has laid off more than 27,000 employees since 2022 to cut costs.

Entrepreneurs spend roughly 20% to 30% of their time on administrative tasks, according to data from The Alternative Board. If you’d like to cut that down, it’s time to meet DocPro Professional Documents. This handy service gives you access to over 2,800 lawyer-approved legal, business, and professional document templates. And right now, a lifetime subscription can be yours for just $159.99 (reg. $199).

Cut back on admin time with DocPro’s thousands of document templates

Entrepreneurs have to draft a lot of documents. Get that time back with DocPro, thanks to thousands of lawyer-drafted templates you can use again and again. And a smart customization feature lets you answer a few questions and automatically fill in the basics to save even more time.

From personal letters and tenancy agreements for landlords to legal forms and business agreements, DocPro lets you customize documents with helpful step-by-step guidance to create your own DIY contracts. Just browse the library, customize your template, and then download it in Word format and start using it right away.

Need something DocPro doesn’t have? You can request a custom document at no additional cost. They’re all prepared by lawyers, so you can rest easy knowing you can trust their content.

DocPro is already trusted by more than 52,000 members in over 80 jurisdictions. Happy customer Sarah raved, “DocPro has every contract you could want, all easy to customize and ready to use. The interface is simple, and the quality is excellent. Perfect for small businesses trying to save on legal costs.”

Stop wasting time making documents from scratch with DocPro Professional Documents, now just $159.99 (reg. $199) for a lifetime subscription.

StackSocial prices subject to change.

If you’re running a business in 2025, you’re probably juggling more than ever with marketing, operations, customer service, finances and maybe even a rental property on the side. And while hustle culture once glamorized this all-in approach, the truth is clearer now: Doing everything yourself isn’t sustainable, but rather a growth killer.

A 2022 survey by Capital One found that 42% of small business owners had felt burned out in just the past month, and that’s no surprise, as juggling too many roles was one of the biggest reasons why. These days, time, above money, is the most valuable asset an entrepreneur has.

Smart outsourcing helps you reclaim your focus and protect your energy for the work that truly moves your business forward. The key is knowing what to delegate and when. Here are five strategic areas where handing things off can free up your time and support real growth.

Related: Your Time is Money, Start Saving It By Outsourcing

Task #1: Property management for passive income properties

Entrepreneurs love the idea of passive income, but rental properties rarely live up to that promise when you’re managing them yourself. Between screening tenants, handling 3 a.m. plumbing calls, tracking down late rent and coordinating repairs, what seemed like a smart side investment can quickly turn into a second full-time job.

Even if you own just one or two units, the distractions add up. The good news? You don’t have to do it all. Delegating tenant screening, rent collection, maintenance coordination, and compliance paperwork can restore that “passive” quality you were aiming for in the first place.

However, not all property managers are created equal. These questions to ask a property management company will help ensure you hire someone who protects your time and your assets. A good manager brings local expertise, vetted contractor networks and a system for handling issues before they become expensive. You’re not just paying for convenience, you’re investing in stability and peace of mind.

Task #2: Bookkeeping and financial reporting

It’s easy to put off bookkeeping. Many founders tell themselves they’ll get to it next week, then next month, and before they know it, they’re sorting through a pile of receipts under pressure. The problem isn’t just about missing paperwork. When your finances are out of date, every decision becomes harder. Clean books make your business easier to run. Unorganized ones quietly hold everything back.

You don’t need a full-time CFO. A lightweight setup using Quickbooks or Xero, paired with a part-time bookkeeper or outsourced accountant, can make a big difference.

They’ll help you stay ahead of taxes, track profitability and keep your margins from slipping. If you’re planning to raise funding or bring on a partner, clean books are non-negotiable.

Task #3: Customer support

You can’t grow a business if you’re glued to your inbox. Still, one support email turns into five, and suddenly, your morning is gone. Customer support is one of the first things you should consider handing off. Whether it’s outsourced chat support, a virtual assistant or a call service, plenty of options can scale with you.

What matters most is that whoever handles it understands your business. Customers don’t need perfection, but they do need to feel like someone’s listening.

Companies that take customer experience seriously tend to see real results. One study found that businesses focused on customer service grew revenue 41% faster than those that weren’t.

Related: What Not to Do When Outsourcing

Task #4: Content creation and marketing

Writing your own content can seem manageable until a quick blog post turns into hours of edits and second-guessing. Most entrepreneurs don’t have the time or headspace to do content well. Writing blog posts, SEO copy, newsletters and LinkedIn updates is one of the easiest things to outsource once you know what you need.

That said, handing it off blindly doesn’t work. Before bringing someone on, get clear on your voice, your audience and your goals. Once you’re aligned, hire someone who gets it. Even a few good pieces of content each month can go a long way in keeping your business visible and credible.

Task #5: Admin and scheduling

Founders spend more time on admin than they realize. These small tasks don’t just eat up time; they interrupt focus. Virtual assistant (VA) support is one of the most straightforward ways to reclaim that time. Whether it’s managing your inbox or rebooking travel, a reliable assistant can quietly remove hours from your week.

VA services are more flexible than ever. Some founders prefer U.S.-based assistants for time zone alignment; others choose offshore teams for affordability. There’s no right answer, just what fits your workflow.

Start with a clear handoff. Delegate recurring tasks like scheduling, inbox triage and travel logistics.

How to outsource the right way: 3 rules to follow

Outsourcing only works when it’s done with intention. Before you delegate anything, it’s worth thinking through what should stay in-house, and what really needs to go. This guide can help weigh those decisions based on your goals, team size and growth stage.

• Vet like you’re hiring: Treat each potential partner like a new hire. Skill matters, but so does attitude and communication style.
• Be clear on expectations: Define scope, timelines and deliverables. Ambiguity creates tension; structure builds trust.
• Keep the vision: Delegate the how, but keep the why. Your vision sets your business apart.

Related: 7 Ways to Make Outsourcing a Success Time After Time

Buy back your time

The most successful entrepreneurs don’t just manage their time, they protect it. Outsourcing lets you focus on what only you can do: product, vision, leadership. Everything else? Simply hand it off.

For years, leadership development has focused on hard skills like operations, finance and technical know-how. But today, there’s growing recognition that soft skills — especially emotional intelligence (EQ) — are just as vital, if not more so. EQ isn’t just about being “nice” or managing conflict — it’s about cultivating trust, improving communication and building resilient, high-performing teams.

In a fast-changing workplace where expectations are rising and retention is a top priority, EQ has become a business imperative.

Self-awareness beats spreadsheets

Emotional intelligence starts with self-awareness. Leaders who understand their own emotions are better equipped to manage stress, give feedback and respond thoughtfully in challenging moments. And yet, many overestimate their emotional awareness. In a survey of more than 1,000 professionals, 20.6% of men and 17.1% of women believed they were more emotionally intelligent than their behavior suggested. That gap matters because blind spots in leadership often become pressure points across an organization.

Building EQ involves engaging both verbal and nonverbal communication skills. This means not only listening and adapting but also reading emotional cues, responding empathetically, and modeling openness. It’s less about control and more about connection.

Related: Stop Losing Your Best Employees with These 3 Retention Strategies

Don’t just know it — practice it

It’s not enough to understand EQ in theory. Like any business skill, it takes action to develop.

Leaders can strengthen their emotional intelligence by:

• Participating in coaching or mentoring programs
• Joining leadership development cohorts that include peer feedback
• Having real, honest conversations with employees about emotional wellbeing

The most effective organizations embed EQ into their culture, starting with hiring. When emotional intelligence becomes a hiring lens, companies reduce mis-hires and build more cohesive teams. Ask candidates how they navigate disagreements, respond to constructive feedback, or bounce back from failure. Their answers reveal more than technical skills ever could.

Emotional intelligence isn’t optional at the top

Leadership isn’t just about setting strategy — it’s about setting the tone. Executives who lack EQ often struggle to inspire trust or connect across teams. They may deliver results in the short term but fail to build sustainable momentum.

In contrast, emotionally intelligent leaders:

• Attract and retain top talent
• Understand team dynamics and resolve conflicts early
• Foster a culture of psychological safety and high performance

These leaders also lead by example. When executives participate in team trainings or feedback sessions, it sends a powerful message: growth is for everyone, not just junior staff.

Related: How to Create a Winning Employee Retention Strategy

Empathy is the new currency of culture

Today’s workforce expects more from leadership: more empathy, more flexibility and more humanity. They don’t just want a job — they want to feel seen, valued and supported.

When companies prioritize EQ, employees respond with higher engagement, better communication and deeper loyalty. That’s not just good for morale — it’s good for business.

The result? A workplace where people thrive, performance improves and culture becomes a competitive advantage.

EQ is the edge

Emotional intelligence isn’t a bonus trait — it’s a leadership essential. Developing it takes intention, but the return on investment is exponential. Stronger teams. Smarter hiring. Greater retention. Better results.

When EQ becomes the standard rather than the exception, everybody wins.

Over the past decade at Improbable and now with Somnia, I have worked on solving some of the hardest problems in the new digital age. We’ve learned a great deal from powering massively multiplayer video games, immersive virtual events and defense simulations so sophisticated they got me sanctioned by Russia…

But in the process of building tools for virtual worlds, we discovered something far more foundational: The infrastructure we needed for the metaverse turned out to be exactly what businesses need to operate in the AI era.

Like many, we expected that the surge of interest in the “metaverse” in 2021 would be a tipping point. After all, we’d been working on persistent virtual spaces since 2012. But the deeper we got into the problem, the more we realized the infrastructure wasn’t ready. Virtual worlds that allowed thousands of people to move freely across different platforms with their identity and assets intact simply weren’t feasible with existing systems.

Blockchain, on paper, offered the right ingredients: user ownership, decentralized control and the ability for different developers to build on shared standards. However, when we tried to use it for real-time interaction, it collapsed under the weight. These systems were too slow, too expensive and entirely unsuited to applications that needed responsiveness.

Imagine trying to run a Zoom call where every frame of video had to be verified by thousands of computers before it could appear on screen. That’s what we were dealing with.

Eventually, we faced a choice. Either continue building applications on infrastructure that couldn’t support them — or build the infrastructure ourselves. What we ended up creating, Somnia, started as a necessity for gaming. But it has become a blueprint for how business will operate in a future shaped by artificial intelligence, digital identity and real-time interaction.

Related: Is Metaverse the Future for Business?

The new demands of digital business

Three trends are colliding to reshape how modern organizations operate. First, AI is no longer just a chatbot; it’s an actor. Agents powered by large language models are starting to participate in digital ecosystems. In our testing, we’ve seen AI agents generate thousands of transactions per second simply through their interactions with each other and with users.

Second, digital ownership is shifting from a niche crypto concern to a mainstream expectation. People increasingly want control over their digital identities, possessions and reputations — and they want these assets to persist and travel with them.

Third, businesses are shifting from transaction-focused to relationship-focused models, where continuous engagement in digital environments drives loyalty and growth.

The infrastructure to support this convergence didn’t exist. So we built a system that could process over one million transactions per second, about 20,000 times faster than traditional blockchain systems. To put this in business terms: Imagine the difference between a corner store that can serve 50 customers a day and a Walmart Supercenter that can serve 50,000.

Beyond gaming: Business applications and cultural impact

This leap in performance has implications that go far beyond gaming and drive real business outcomes. Retailers can track inventory changes across thousands of stores in real-time for a fraction of a penny per update. Manufacturers can build secure, verifiable supply chains that don’t compromise speed. Financial institutions can process compliance checks, document verification and settlements with both transparency and efficiency.

But the bigger shift is cultural. As AI begins to automate routine tasks, we are entering what I call the “Fulfilment Economy,” as mentioned in my book Virtual Society: The Metaverse and the New Frontiers of Human Experience. This is not just about productivity. It is about meaning. People are looking for purpose, community and creativity in the digital environments where they now spend increasing portions of their lives.

AI helps by saving time and taking on the burden of process, allowing us to focus our energy on more valuable activities. These environments go beyond entertainment. They are places of work, collaboration, identity and economic activity. In many cases, AI agents will participate alongside us.

For businesses, this presents a strategic shift. When your users don’t just consume your products but contribute to and build on your platform, your role changes. You’re no longer just a provider; you’re a host. Your brand becomes part of an ecosystem — one that thrives on participation, portability and interaction. Supporting this shift requires infrastructure that can scale in real time, preserve ownership across environments and connect disparate platforms into a single seamless experience.

Related: The Future of Business in the Age of Technology

What comes next

Most business leaders aren’t thinking about blockchains, consensus algorithms or transaction throughput — and they shouldn’t have to. What matters is whether your company is ready for a world where intelligent agents transact alongside humans, where users carry persistent digital identities between services and where engagement happens in real time, not just during scheduled interactions.

The hype cycle around the metaverse may have passed, but the vision of shared, persistent, intelligent digital environments is more relevant than ever. What started as a solution for virtual worlds is now becoming the foundation for how businesses will deliver value in an interconnected, AI-driven future.

Ecommerce entrepreneurship is rarely about getting rich overnight.

Many who try this seek solutions to their everyday problems — high cost of living, burnout from their 9-to-5, family needs or simply more independence. With each passing day, ecommerce is becoming more and more the best solution to overcome these challenges.

Digging deeper, we conducted an email survey asking Sellvia store owners why they decided to start an online business. What really surprised us was the number of people who decided to participate in our study.

Many of these replies were truly heartwarming, touching and in some cases, even eye-opening. This highlights the importance and impact that ecommerce can have on the lives of regular people.

So, here are the seven most common challenges ecommerce helped solve, according to our survey respondents.

1. Finding financial stability

More than 64% of our surveyed respondents claimed that they started their ecommerce business for the simple reason that traditional employment wasn’t enough. For some, one paycheck fell short; others were limited by their health, age or they simply didn’t have any better options.

Ecommerce offered them something that nothing else could — a way to earn without needing any special skills, experience or big investments.

Many people who responded had similar backgrounds: juggling multiple jobs, living paycheck to paycheck, trapped in an endless cycle. Having the ability to start an online business from the comfort of their own home gave them hope and, more importantly, a feeling of fulfillment and self-empowerment.

For many, it was a reliable path to restoring their financial situation.

Related: Selling as a Founder Is Brutal — It Was Also the Reason We Reached $400M in Revenue

2. Finding time for family

About 38% of our surveyed respondents reported that they turned to ecommerce to find more time to spend with their families. Traditional 9-to-5 job schedules practically excluded them from being involved in the lives of their children. This is especially true for single-parent households.

Launching an online store that can be built and managed on your own terms allowed them to finally enjoy time with their families, while having an income source that worked seamlessly in the background.

For many, it was about convenience and about being present. Present for the most important moments that you couldn’t experience otherwise.

We heard from happy parents who were able to see those school plays, be home for dinner or care for their family members without worrying about losing income. This feeling of freedom gave them the emotional comfort they had long missed.

3. Leaving unpleasant working environments

Approximately 22% said that starting an ecommerce store helped them escape workplaces where they felt stuck, undervalued and simply unfulfilled. They were tired of low paychecks and the sense of life just passing by them.

In ecommerce, they found that they could make their own choices, become their own boss and finally create something of their own. Some highlighted that their whole mindset changed – they went from fearing Mondays to feeling excited about managing and updating their stores.

Related: Yes, I Was a Toxic Boss. Here’s How I Turned It Around

4. Turning hobbies into income

Almost 37% indicated that their main motivation was to pursue their passion. Whether it was fashion, sports or gadgets, ecommerce was the best way to monetize what they already loved.

In most cases, they referenced their stores as an “extension of self” — a reflection of their values, beliefs, and ideas.

The personal connection with their hobbies helped them create the best possible experience. That meant better branding, creative advertising, and much more meaningful customer relationships.

5. Getting ready for retirement

For around 20% of respondents, it wasn’t at all about building an empire or a full-blown business — it was about having a reliable income later in life. One that was flexible, didn’t require much time or huge investments.

Some retirees shared that the rise of inflation, fixed incomes and the desire to stay mentally active pushed them into the world of online businesses. Others said that they did not wish to rely solely on pensions or savings. Ecommerce gave them a way to create a steady and reliable income, all without clocking into a job or having to push themselves physically.

Related: The New Way to Retire: Start a Digital Business

6. Giving back to their communities

Almost 13% stated that ecommerce helped them create a way to support their communities. Some people focused on promoting artists and cultural representation. Others donated portions of their profits to causes they cared about, for example, youth mentorship or educational scholarships.

This idea of a “profit with a purpose” reappeared time and time again. For these ecommerce entrepreneurs, profit alone did not measure success – it was about the impact they could make.

Not only are purpose-driven businesses good for your inner well-being, but they tend to perform well too.

7. Pivoting following career failures

Roughly 19% of survey takers had gone through layoffs, having to retire early, or a declining demand for their profession.

That’s why they turned to ecommerce as a way to create their own path to financial stability.

There was a common trend among those in midlife – many spent years pursuing careers that eventually offered no long-term stability or growth. Whether it was due to automation, outsourcing or driven by age, their experience and expertise were no longer valued.

Ecommerce gave them a way to work and earn on their own terms.

The bottom line

What stood out most to us was that our study showed there wasn’t a great need for huge profits or online fame. It was the desire for freedom — the freedom to work without burning out, to be close to your loved ones, to have a steady and reliable income and to build a financially secure future on one’s own terms.

Ecommerce isn’t the magical answer to everything. But it can be one of the most practical, flexible and readily available solutions out there.

And for many, it all started with a single online store.

AI, although established as a discipline in computer science for several decades, became a buzzword in 2022 with the emergence of generative AI. Notwithstanding the maturity of AI itself as a scientific discipline, large language models are profoundly immature.

Entrepreneurs, especially those without technical backgrounds, are eager to utilize LLMs and generative AIs as enablers of their business endeavors. While it is reasonable to leverage technological advancements to improve the performance of business processes, in the case of AI, it should be done with caution.

Many business leaders today are driven by hype and external pressure. From startup founders seeking funding to corporate strategists pitching innovation agendas, the instinct is to integrate cutting-edge AI tools as quickly as possible. The race toward integration overlooks critical flaws that lie beneath the surface of generative AI systems.

Related: 3 Costly Mistakes Companies Make When Using Gen AI

1. Large language models and generative AIs have deep algorithmic malfunctions

In simple terms, they have no real understanding of what they are doing, and while you may try to keep them on track, they frequently lose the thread.

These systems don’t think. They predict. Every sentence produced by an LLM is generated through probabilistic token-by-token estimation based on statistical patterns in the data on which they were trained. They do not know truth from falsehood, logic from fallacy or context from noise. Their answers may seem authoritative yet be completely wrong — especially when operating outside familiar training data.

2. Lack of accountability

Incremental development of software is a well-documented approach in which developers can trace back to requirements and have full control over the current status.

This allows them to identify the root causes of logical bugs and take corrective actions while maintaining consistency throughout the system. LLMs develop themselves incrementally, but there is no clue as to what caused the increment, what their last status was or what their current status is.

Modern software engineering is built on transparency and traceability. Every function, module and dependency is observable and accountable. When something fails, logs, tests and documentation guide the developer to resolution. This isn’t true for generative AI.

The LLM model weights are fine-tuned through opaque processes that resemble black-box optimization. No one — not even the developers behind them — can pinpoint what specific training input caused a new behavior to emerge. This makes debugging impossible. It also means these models may degrade unpredictably or shift in performance after retraining cycles, with no audit trail available.

For a business depending on precision, predictability and compliance, this lack of accountability should raise red flags. You can’t version-control an LLM’s internal logic. You can only watch it morph.

Related: A Closer Look at The Pros and Cons of AI in Business

3. Zero-day attacks

Zero-day attacks are traceable in traditional software and systems, and developers can fix the vulnerability because they know what they built and understand the malfunctioning procedure that was exploited.

In LLMs, every day is a zero day, and no one may even be aware of it, because there is no clue about the system’s status.

Security in traditional computing assumes that threats can be detected, diagnosed and patched. The attack vector may be novel, but the response framework exists. Not with generative AI.

Because there is no deterministic codebase behind most of their logic, there is also no way to pinpoint an exploit’s root cause. You only know there’s a problem when it becomes visible in production. And by then, reputational or regulatory damage may already be done.

Considering these significant issues, entrepreneurs should take the following cautionary steps, which I will list here:

1. Use generative AIs in a sandbox mode:

The first and most important step is that entrepreneurs should use generative AIs in a sandbox mode and never integrate them into their business processes.

Integration means never interfacing LLMs with your internal systems by utilizing their APIs.

The term “integration” implies trust. You trust that the component you integrate will perform consistently, maintain your business logic and not corrupt the system. That level of trust is inappropriate for generative AI tools. Using APIs to wire LLMs directly into databases, operations or communication channels is not only risky — it’s reckless. It creates openings for data leaks, functional errors and automated decisions based on misinterpreted contexts.

Instead, treat LLMs as external, isolated engines. Use them in sandbox environments where their outputs can be evaluated before any human or system acts on them.

2. Use human oversight:

As a sandbox utility, assign a human supervisor to prompt the machine, check the output and deliver it back to the internal operations. You must prevent machine-to-machine interaction between LLMs and your internal systems.

Automation sounds efficient — until it isn’t. When LLMs generate outputs that go directly into other machines or processes, you create blind pipelines. There’s no one to say, “This doesn’t look right.” Without human oversight, even a single hallucination can ripple into financial loss, legal issues or misinformation.

The human-in-the-loop model is not a bottleneck — it’s a safeguard.

Related: Artificial Intelligence-Powered Large Language Models: Limitless Possibilities, But Proceed With Caution

3. Never give your business information to generative AIs, and don’t assume they can solve your business problems:

Treat them as dumb and potentially dangerous machines. Use human experts as requirements engineers to define the business architecture and the solution. Then, use a prompt engineer to ask the AI machines specific questions about the implementation — function by function — without revealing the overall purpose.

These tools are not strategic advisors. They don’t understand the business domain, your objectives or the nuances of the problem space. What they generate is linguistic pattern-matching, not solutions grounded in intent.

Business logic must be defined by humans, based on purpose, context and judgment. Use AI only as a tool to support execution, not to design the strategy or own the decisions. Treat AI like a scripting calculator — useful in parts, but never in charge.

In conclusion, generative AI is not yet ready for deep integration into business infrastructure. Its models are immature, their behavior opaque, and their risks poorly understood. Entrepreneurs must reject the hype and adopt a defensive posture. The cost of misuse is not just inefficiency — it is irreversibility.