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Why AI Startups Fail at Hardware: Inside the Semiconductor Supply Crunch No One Talks About

Launching an AI product has never been easier on the software side—and never trickier on the hardware side. Generative-AI models can be trained in a cloud console for a few dollars, yet the minute a proof-of-concept needs to ship in plastic and silicon, founders confront back-orders, minimum-order quantities, and export licences they have never heard of. In 2024 alone, several hyped AI robotics projects folded, not because the algorithms failed but because the teams could not secure a single power-management IC before their runway evaporated. This article reverse-engineers that painful journey. We will map the hidden cost structures behind “chip crunch”, audit the five failure points that kill timelines, and finish with a de-risking playbook any CTO can run in parallel with model training. The Prototype-to-Production Reality Check A vision-powered farming drone, built in a garage, might run perfectly on hobbyist boards. Raising seed funding usually triggers two irreversible decisions: a smaller, cheaper PCB and a production run the investors can touch. That’s when quotations from distributors replace slides from pitch decks—and when a 52-week lead time on a single sensor suddenly pits cash burn against calendar time. ExpoSmall recently chronicled this phenomenon in “From Proof-of-Concept to Production: AI Deployment Gap Nobody Talks About”, noting that most AI proofs stall long before mass manufacture. Hardware is the missing bridge. A Demand Tsunami Meets a Fragile Supply Base More than half of chip-reliant organisations fear they won’t secure enough semiconductors in the next two years, while 81 % expect demand to rise another 21 % in just 12 months. Three forces combine to make that prediction plausible: The GPU land-grab. Hyperscalers are buying data-centre accelerators at almost any price, starving smaller customers of allocation. Edge-AI gold rush. Laptops, routers and even espresso machines are getting neural-processing blocks, pulling mid-range fabs into record utilisation. Geopolitical fences. Export controls on advanced nodes reroute orders through limited foundry windows, amplifying the squeeze. For a seed-stage company, these macro waves manifest as “allocation only”, “NCNR terms”, and one-line emails from suppliers: sorry, your ETA slipped another quarter. Hidden Cost Structures: Where Timelines (and Cash) Evaporate Global chip sales are forecast to hit US$697 billion in 2025, on track for the US$1 trillion mark by 2030. That headline number hides a brutal skew: the revenue jump is driven by a narrow slice of high-end silicon. Everyone else competes for the same trailing-edge capacity—often on 90 nm processes older than some of their interns. Why this matters to a startup: Per-unit cash drain. Small MOQ batches mean higher ASPs; every slip forces a new, more expensive quote. Currency of credibility. First orders rarely hit minimum economic scale, so early parts run on broker channels, raising quality-assurance costs. Runway algebra. A six-month delay on first revenue while payroll stays constant can halve survival time. Five Failure Points Every AI Hardware Founder Must Audit 1. BOM Illusions vs. Real Lead-Time Data Excel BOMs inherit the distributor lead times of the day they were downloaded. Reality changes weekly. Tie every line item to a live API feed. 2. Over-reliance on Single-Source Advanced Nodes Your ASIC’s 5 nm tape-out is worthless if export rules change or the sole foundry is booked by cloud titans. 3. Regulatory & Export-Control Whiplash A neural-processing unit that is ITAR-free today can become EAR-controlled tomorrow. Build alternative SKU options early. 4. Cash-Flow Squeeze from Minimum-Order Quantities The cheapest MCU might force a 10 k purchase when you need 500 units. Model the cash impact before locking the schematic. 5. Talent Gaps in Supply-Chain Ops Startups hire data scientists first and component sourcers last—yet those sourcers control the gating path to revenue. Generative-AI accelerators alone could drive >US$150 billion in chip revenue during 2025, up from an estimated US$125 billion in 2024. That velocity means component professionals have their pick of employers; waiting to hire them can be fatal. A CTO’s Playbook: De-Risking Component Sourcing Early Split the BOM by criticality. Rank each part by replacement pain and create shadow part numbers for drop-in alternates. Adopt a dual-source policy above US$0.10. Even resistors can stall a build. Negotiate PPV buffers with investors. Price-purchase-variance reserves cut board-approval time when quotes rise. Escrow hard-to-find inventory. Specialist distributors like ICRFQ maintain in-house test labs and can warehouse small-batch parts under your name until production. Trigger DFx review at EVT, not DVT. Design-for-assembly tweaks—such as switching to commonly available capacitor sizes—save weeks later. Sustainability & Investor Optics Nearly 60 % of downstream organisations now prioritise eco-friendly chip designs — same Capgemini survey as above. Consolidating multi-vendor orders through a single hub (or stocking parts regionally) doesn’t just shrink freight emissions; it also satisfies LP due-diligence questionnaires increasingly focused on Scope 3 footprints. The New Metrics Board Decks Will Ask For Lead-time variance (days) per top-20 components Allocation risk score (numeric blend of fab node, geography, and revenue share) De-risked gross margin after contingency buffers Tracking these numbers monthly signals operational maturity—and surfaces risks before they appear in cash-flow statements. Caveats & Counterpoints Not every startup needs a custom board; some thrive by white-labelling reference designs, deferring the supply-chain quagmire. Others pivot to software-only licensing. That is a valid strategy—but the ceiling on valuation often tracks control over hardware IP. The company that solves sourcing early can expand into devices, appliances, even entire vertical stacks when the market opens. Conclusion: Build Supply Muscle Before You Build Code AI founders love fast feedback loops, yet hardware remains slow feedback by nature. Treat component sourcing as a core product function—staff it, fund it, dashboard it—and the next silicon squeeze can become your competitor’s problem, not yours.

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Is There a Number to Dial to See if Your Phone Is Tapped? Your Questions Answered

When your phone is tapped, it can cause a lot of problems. This is because someone else can have access to your phone calls. Whether they’re listening in on your calls or having the calls forwarded to another number, it’s important to know if someone is messing with your phone number. For this reason, you may be asking yourself, “Is there a number to dial to see if your phone is tapped?” The good news is that we’re here to help. Read on to learn more in this article. Is There a Number to Dial to See If Your Phone Is Tapped? There is no phone number to call to see if your phone is tapped. This is because people who are tapping your phone tend to be doing it because they have permission from the state or federal governments. Even if they don’t, and they’re just hackers or scammers, they definitely don’t want you finding out, so there is no single number to call. The closest thing is a set of dial codes you can try that explain your call forwarding settings. Signs Your Phone Number Is Tapped If your phone number is tapped, there will be signs. Some of these signs include: Websites that you visit don’t look the same. Your device is behaving in its own way or making calls you aren’t aware of. Your phone is using more data than usual. You notice odd noises when you’re on the phone. The battery in your device is draining rapidly. Keep an eye out for these signs of phone tapping. How to Check to See If Your Phone Number Is Being Tapped There might not be a specific number you can call to see if your phone is being tapped, but that doesn’t mean you can’t use dial codes and other tools. Learn more about how to check if your phone is being tapped below. 1. Dial Codes Another way to determine if your phone is being tapped is to use a few dial codes. These may vary based on your phone service provider, so keep that in mind. Codes for mobile phone service providers are also available. T-Mobile and AT&T include *#21, *#002, or *#61#. Other companies have different codes, so for Verizon and US Cellular, you’ll want to use *92 or *72. These dial codes cancel all call forwarding settings, ensuring you are the only person who knows it when someone calls you. 2. Check Your Smartphone’s Settings If you’re on Android or IOS, call forwarding may be handled differently. While you may be able to use a dial code, you’re better off going into your phone’s settings. Then, you’ll want to look for your call forwarding settings. Check to make sure call forwarding is turned off. If it’s turned on, sometimes hackers can exploit it and forward your calls to other locations. 3. PublicRecord.com While you can’t use PublicRecord.com to discover if your phone is tapped, one thing it can help you do is check your phone records and usage. This is because you can enter your phone number into the reverse phone number search engine to learn more about anything associated with your phone number. If you see someone else’s name, for example, that’s a sign that something funky is going on with your phone number. Also, if you’ve used a dial code to discover where your calls are being forwarded to, and it’s not one of your numbers, you can learn more about that phone number. This can help you discover the identity of the person who’s tapping your phone. Plus, you can find their location and a lot of additional information as well. You can find criminal records, websites, social media accounts, and much more when you search with PublicRecord.com. Is There a Number to Dial to See If Your Phone Is Tapped? Our Final Thoughts Knowing if your phone is tapped is important if you don’t want to have someone listening in on your calls or stealing your information. So, is there a number to dial to see if your phone is tapped? While there isn’t a specific phone number to call, plenty of dial codes and reverse phone lookup tools are available to help you. We also recommend looking for the signs that your phone is tapped, which can vary from a low battery to strange apps on your smartphone.

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The Role of Social Media in Building Esports Careers

Esports has grown into one of the most influential sectors of the entertainment industry, with players becoming international stars. Beyond skill and tournament victories, one of the strongest factors driving career growth is the strategic use of social media. Platforms such as Twitter, Instagram, TikTok, and Twitch give players the chance to connect with fans, attract sponsors, and build personal brands. For aspiring talents, the ability to master social media has become as vital as mechanical skills in their favorite games. This transformation reflects a larger trend where visibility, communication, and branding are just as important as pure in-game performance. In many cases, a well-managed online image has been the deciding factor that elevated ordinary players into esports celebrities recognized worldwide. The Importance of Personal Branding in Esports Social media allows professional gamers to create unique personal brands that go beyond in-game performance. A strong presence on platforms helps players share their personalities, insights, and stories with fans. For example, star players often use Twitter to update their followers on practice routines, match results, or personal milestones, which builds stronger loyalty and recognition. This personal branding ensures that players are remembered not only for their victories but also for the human side of their careers, making them relatable to wider audiences. Over time, consistent branding can transform a player from being known as just “good at the game” into an industry figure with long-term influence. Branding through social media also makes esports players attractive to sponsors. Companies are no longer looking only at tournament results but also at how much influence a player has online. A player with a solid following can provide sponsors with greater visibility, making them a valuable partner in the competitive market. In fact, a well-managed online image often leads to long-term sponsorship deals, giving players financial stability even if their tournament results fluctuate. Some teams even require players to maintain specific levels of engagement on social platforms, highlighting how central branding has become in the esports ecosystem. Social Media as a Tool for Career Growth For young talents and semi-professional players, social platforms are the gateway to visibility. Many teams scout promising talents not only through their in-game statistics but also through their online activity. The ability to engage an audience shows leadership, communication skills, and marketability—qualities that organizations value highly. For this reason, aspiring professionals often dedicate time to creating consistent content alongside training schedules, knowing it can influence their chances of being recruited. By posting gameplay highlights, tutorials, or personal commentary, they demonstrate both technical ability and charisma, which can make them stand out from hundreds of other competitors. Additionally, rankings and competitive performance remain crucial in measuring growth. For instance, when aspiring professionals aim to prove their skills, they often highlight their standings in leaderboards such as cs2 ranks, while also maintaining an active presence online. By combining statistics with community interaction, players demonstrate both technical expertise and popularity. This balanced approach increases their chances of being noticed by organizations that prioritize both skill and fan engagement. In some cases, even players without major tournament wins have been signed because their online persona convinced teams of their potential for growth. Building Fan Communities and Engagement Social media also acts as a hub for building communities around esports players. Twitch streams, Discord servers, and YouTube channels allow fans to interact with their favorite players in real time. This direct communication helps build long-lasting fan loyalty, which in turn creates a stronger foundation for career stability. Unlike traditional sports, esports communities thrive on digital platforms where the boundaries between players and audiences are minimal. This creates a sense of closeness and accessibility that enhances the overall fan experience. Gamers who consistently interact with their fans often see growth not only in their personal following but also in support during tournaments. A passionate fanbase can make a difference by boosting morale, promoting streams, and even encouraging sponsors to invest in the player. Over time, these communities can evolve into dedicated networks that follow a player’s career closely, helping them maintain relevance in an industry where new stars rise quickly. Strong fan engagement thus becomes both a personal motivator and a professional advantage. Some esports icons even credit their communities for helping them through difficult career slumps, proving that fan relationships can be a source of emotional support as well. Sponsorship and Financial Opportunities Sponsors play a key role in esports careers, and social media presence is one of the main factors companies consider when choosing brand ambassadors. A player who posts engaging content regularly is seen as more valuable than someone who focuses only on matches. This makes platforms like Instagram or TikTok not just entertainment spaces but serious career-building tools. A well-designed content strategy—mixing gameplay, behind-the-scenes footage, and personal lifestyle updates—can attract large audiences and create consistent exposure for sponsors. Moreover, social media opens the door to additional revenue streams such as merchandise sales, paid partnerships, and subscriber-based platforms like Patreon. These income sources can help stabilize a player’s career, especially in times when tournament winnings alone may not be enough. Some players even launch their own brands or collaborate with clothing and gaming accessory companies, turning their online following into long-term business opportunities. By diversifying income, social media ensures financial resilience and independence in an unpredictable industry. Successful examples include players who turned signature catchphrases or logos into merchandise lines that sold globally, further proving the financial power of online presence. Challenges of Social Media in Esports While social platforms bring many opportunities, they also come with challenges. Players are often exposed to criticism, negativity, and pressure to maintain constant activity. The fear of saying the wrong thing or losing engagement can create stress, especially for younger talents who are still adapting to public life. Balancing the demands of training and content creation often becomes one of the toughest aspects of a professional career. The pressure to “always be online” can lead to exhaustion, reducing both performance and motivation. Esports organizations are

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Leveraging Smart Data to Redefine Business Strategy

  Information is no longer a by-product of doing business; it has now become one of the most effective assets in doing business. Not every data is useful, and numerous corporations are still not out of the woods with windows on numbers and no clue what to do with them. The use of data has changed today. Companies that are winning are not only accumulating information, but they are polishing it. They are relying upon smart data as the means to form superior decisions and more strategic plans. Smart data is filtered, specific, and tied to real objectives. It doesn’t overwhelm you with volume — it supports you with meaning. Here, virtual data room solutions, like VDR options are getting an even more significant part. When a company is laying out their strategic knowledge, their predictions, and their vulnerable finances, a safe and sorted out piece of data dissemination becomes something greater than a device — it becomes a premise. You might be getting ready to shake up your board meeting, consider new markets, or line up outside advisors, but always having an area to put your important information, wise data must never be limited, but needs to be utilized and safe. This isn’t just theory. A recent PwC Pulse Survey found that 57% of business executives say they’re missing opportunities because they can’t make decisions fast enough. That gap between having data and using it effectively is a primary reason companies struggle to redefine — and implement — their strategic plans. Why big data isn’t enough There was a time when having “big data” felt like a competitive edge. But the truth is, more data doesn’t mean better results. It often leads to noise, distraction, or misalignment. Smart data takes a different path. Instead of throwing every data point into one giant dashboard, it narrows the focus. A sales director doesn’t need ten years of transaction history. What they need is clarity on which customers are likely to leave, and why. A finance team doesn’t benefit from endless reports — they need simple, accurate views of cash flow risks or expense anomalies. This is what smart data does. It sifts, filters, and connects the dots in ways people can use. It’s not about complexity. It’s about clarity. What strategy looks like when it’s informed Real strategy isn’t about ambition alone — it’s about choosing the right battles and backing them with facts. With smart data, leaders will no longer be guessing and will be able to see. Be it a reorganization of a poorly performing team or the adjustment of market position, the correct information indicates to you where the real problems exist and where the opportunity can be found. Here’s how smart data contributes to strategic focus: It exposes the customer behavioral patterns, their responses, and churning patterns. It is the discovery of what is problematic within the operations and what goes at a cost that is above its value It works to match what is being planned to the reality of current performance instead of assumptions Smart data doesn’t make decisions for you. But it sets the table so you can make stronger ones, faster. Smart data works when people know how to use it You can buy as many tools as you wish, but until people who operate them are aligned and trained, nothing will change. The first important step toward having an effective data strategy is to have people who know what they should be seeking and why it is worth the effort. This does not imply making all employees data analysts. It means helping teams understand which numbers matter to them. For a customer support team, that might be resolution times. For logistics, it could be delivery variance or on-time performance. When teams see how their work affects results — and how data reflects that — they engage with more clarity and ownership. They stop reacting and start adjusting with purpose.   Why secure data sharing is no longer optional As information grows to be more important in decision-making, the manner in which it is distributed turns out to be as important as what it reveals. Contracts, forecasting, and financial information; this is sensitive business information that must be protected as well as easily accessible by the appropriate personnel. That’s where data rooms come in. These secure digital spaces aren’t just for M&A anymore. They’re increasingly used to house internal strategy files, performance dashboards, and collaborative working documents. In a structured digital data room, there is a possibility of layered access, which means that a legal team can view different files than the executive team. Audit trails play a crucial role in facilitating accountability. And encryption prevents leaks, accidental or otherwise. In short, it’s a smart way to share smart data. Why collaboration depends on control Many strategic decisions involve more than one team. It is finance, legal, HR, marketing — everyone does his/her bit. However, all too frequently, information is hidden in inboxes, outdated spreadsheets, or on individual drives. That slows things down and introduces risk. This is where dataroom software becomes an asset. It’s not about storage alone — it’s about control. With version tracking, structured permissions, and centralized comments or Q&A, projects stay aligned. Individuals are aware of where to locate what they desire, and more to the point, what is up-to-date. This comes in handy when team members are either remote, distributed, or working in different time zones. No one’s left waiting for access. No one’s making decisions on outdated numbers. Smart data in action: where it’s driving change Across industries, smart data is becoming the common thread in high-performing teams. Here’s what that looks like: In Manufacturing Real-time insights on equipment health help prevent breakdowns. Managers can adjust production before issues grow costly.  In Retail Behavioral tracking helps teams understand which products sell together, when returns spike, or how seasonality affects different regions.  In Finance Portfolio managers use smart risk models tied to live market feeds, not historical models

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What Seniors And Caregivers Should Know About Home-Based Emergency Alerts

You look out for your loved ones and need the best for them—and peace of mind while they’re at home by themselves. Emergencies don’t take appointments, and for seniors, every second counts. That’s where home emergency alert systems come in.  These simple-to-use, reliable devices provide instant access to help with the touch of a button, with safety, independence, and peace of mind for seniors and caregivers alike.  Whether your concern is for falls, illness, or overall safety, having an understanding of how these systems operate—and which characteristics are most important—can be the key.  In this guide, you’ll learn the fundamentals of home emergency alert systems and be confident you’re making educated decisions to keep your loved ones safe. 1. Immediate Access to Help You never know when tragedy can hit, particularly if you are caring for a senior who resides at home. With a home medical alert for seniors, you have the comfort of knowing help is only a button press away.  In case your loved one has a fall and becomes injured, feels dizzy, or has any medical issue, they can just press a button on their wearable device to reach an operator or emergency responder in seconds.  This immediate access can be the difference between life and death, especially in a situation where every minute matters. As a family caregiver, you do not need to worry that your loved one cannot call for help or reach a phone on their own.  A home medical alert for seniors means that they never feel alone during a crisis—no matter where they are. It is a safety net for both of you. 2. Wearable and Easy-to-Use Devices When you’re caring for a senior, simplicity and ease of use are crucial. Home-based emergency alert systems are designed with that in mind.  You’ll find that most devices come in the form of lightweight, wearable pendants or wristbands that your loved one can comfortably wear throughout the day and night. They’re made to be user-friendly, with large buttons and clear functions—so there’s no confusion in a moment of stress. Your loved one will not have to recall complex steps or deal with a screen.  A single press will initiate an alert. These units are also water-resistant, so they can be worn in the shower where slips are most likely.  You, as a caregiver, will love knowing your loved one is covered at all times without the inconvenience of using a complicated device. This simplicity facilitates both of you and promotes unencumbered, frequent use. 3. 24/7 Monitoring Services As a caregiver, you can’t be everywhere at once—but with a home-based emergency alert system that includes 24/7 monitoring, you don’t have to be. These systems are connected to professional monitoring centers that operate around the clock, every day of the year.  That means no matter when an emergency occurs—day or night, weekend or holiday—there’s always a trained operator ready to respond. If your relative presses the alarm button, the call center is notified immediately and will quickly evaluate the situation. They can call you, the neighbor, or emergency services, depending on the situation. You’ll feel safe with the knowledge that your relative never has to be alone during a time of need, even if you’re not available.  4. No Need for Cell Coverage If your loved one resides in a rural town or neighborhood with intermittent cell coverage, you may be concerned about whether an emergency alert system will work when you need it.  The good news is that the majority of home-based emergency alert systems do not depend on cell phone systems. Rather, they communicate by way of a basic landline or a home internet network, which provides them with a more stable and ongoing source of contact.  This is especially useful in areas where cellular coverage is weak or spotty. You won’t have to depend on a phone being charged, in range, or even remembered. Mounted once, the system is always operational. This makes your loved one safe wherever they are located. 5. Peace of Mind for Families As a caregiver, your mind is often filled with “what if” scenarios—what if your loved one falls, gets hurt, or can’t reach a phone in time?  A home-based emergency alert system helps take that constant worry off your shoulders. With just one button, your loved one can call for help, whether you’re nearby or miles away.  Knowing that someone is always available to respond gives you peace of mind and allows you to focus on other responsibilities without feeling guilty or anxious. It also reassures your loved one, making them feel more confident and independent in their home.  They know they’re not alone, even when you’re not physically present. For families with busy schedules or those living far apart, this kind of system is a practical solution that keeps everyone connected and protected.  It strengthens your support system and brings emotional relief to both you and your loved one. Bottomline Caring for a senior loved one comes with constant concern, but a home-based emergency alert system can ease much of that burden. It offers immediate access to help, easy-to-use wearable devices, and 24/7 monitoring that keeps your loved one safe—day or night.  You don’t have to rely on cell service, and most importantly, you gain peace of mind knowing they’re never truly alone.  Whether you live nearby or across the country, this simple technology can make a big difference in your loved one’s safety and independence—and in your ability to care with confidence, knowing help is always within reach.

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AI Voice Concierges Upsell Loyalty Perks Inside Outlet Corridors.

Good customer service doesn’t only ‘serve’ when asked to – it takes care of the customer at every step of their journey from entering the store to leaving with a few extra products in their cart. It is not simple, and it requires the full attention of an employee – that is, until AI concierges prove capable of handling the task independently. What we are referring to here is beyond the online shopping assistant that pops up with recommendations based on your search history; it’s for a reality where you enter a brick-and-mortar store and your AI assistant ‘whispers’ in your ear what best suits you, what goes along with the other clothes you own, and even budgets your entire spending spree. Imagination runs amok with robots and holograms that the not-so-distant future might bring, but let’s focus for now on the already explored reality of the voice coming from your device, how it can be applied, and whether it truly is an advantage compared to a human. From One too Many to One to One The traditional definition of a concierge is of a hotel employee who takes care of all the guests’ needs. Common with luxury hotels and brands, the concierge offers personalized care in a one-to-one fashion for those who can afford it. For the customer, it’s a unique buying experience walking into a store and having the same person greet you, remember your purchase, escort and recommend new items; for the business, it’s a unique opportunity to build trust and upsell. Can AI replace human interaction at that level? Arguably not yet, but what it can do is make a personalized concierge accessible to luxury brands that opt for a high-tech approach, as well as to non-luxury ones that cannot apply the one-to-one model in the three stages of the customer journey. Pre-Sale Before even going to the store, the moment you plan to step inside the shopping mall, the AI anticipates what you might need. How? Because, depending on how it is applied, it could be your future AI Personal assistant that grants permission to the outlet’s voice concierge and kindly advises you to walk in for the pair of shorts you were looking for. Not only that, it can also suggest the best time to visit the store, what to priorities from your list, and a new offer to check out in the meantime. In-Store Experience While inside the store, the concierge would fulfil the role of a shopping assistant and more. From guiding you to the right section, finding your best fit, and recommending the accessories that tag along with it. The ‘more’ part refers to the data the concierge has about your buying habits, ensuring you are not led astray by any product or perks that do not suit you. In fact, it could create personalized loyalty perks based on you, rather than the default ones the shop offers. The concierge service will tailor your loyalty program to your specific needs. For example, a brand can design Custom Pins embodying its unique cultural identity and gift them to customers, making them feel personally valued and significantly enhancing their customer service experience. Additionally, pins can be personalized with custom elements to make each one unique. The custom pin process is simple and efficient, allowing you to create a unique and distinctive pin quickly. It’s already happening in some ways, with H&M’s Interactive Mirror, which provides fashion tips, takes selfies, and displays the vast H&M catalogue on the big screen or your phone. A limited use of AI that has already reached 150 million people in 25 countries worldwide.   After-Sales Support The real value, aside from the service’s apparent accessibility to everyone, not just high spenders, lies in the after-sales support and the AI’s ability to build a long-term relationship by checking in in a non-intrusive way and offering personalized perks along the way. Not the phone notification with a ‘15% off this week’ offer, but a kind reminder to consider returning the new jacket for a sleeker one that just appeared in store. Your concierge knows you don’t like promotions, but would pay a hefty amount for a quality leather jacket each new season. Voice Concierges Are Not Chatbots! While a chatbot answers, a concierge is more of a personal assistant who anticipates. It’s common to confuse the notion of an AI assistant with that of a chatbot, given the widespread popularity of the latter. Think of it in simpler terms, the assistant won’t likely ever have you say or type ‘I want to talk to a human’  to get the job done. Practical Application of Voice Concierges In Outlets Outlets are the place where AI marries AR (Augmented Reality) and VR (Virtual Reality) to provide the personalized experience required.   The last two are already adopted by big brands; yet, there seems to be a missing link between providing customers with an AR view of the new accessory and them purchasing it – this is where the AI voice concierge would kick in. How Could a Concierge Work? The potential application in store could combine proximity-based triggers, inventory and seasonal-based prompts, along with one of two options – your personal assistant/agent getting access to the store and acting as a concierge or the store’s concierge becoming your guide. It all depends on the one thing needed to make this work above everything, data! If you’re walking next to an item and your concierge (or the store’s) advises you on how this new pair of jeans complements your collection of shirts, does that cross the line into the customer’s privacy? No answer yet, as we have yet to test the limit of how ‘personal’ an AI assistant can get. One way to grasp how deeply personalized these retail concierges could become is to look outside the shopping aisle. The underlying speech-to-text pipelines and emotion-tracking embeddings are already powering some of the internet’s most bespoke experiences, including AI porn chat platforms where

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How Shopify Theme Development Helps You Stand Out From The Competition

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In 2025, e-commerce has become a highly competitive field, where stores with a template design are easily lost. In situations where the user makes a decision in a matter of seconds, the standard appearance is no longer effective. That is why an individualized approach to designing a store on Shopify provides not just a visual advantage, but a competitive edge. You can learn more about the development of a personal theme on this page – https://dinarys.com/shopify-custom-theme-development. Such development is the first step to recognition, trust, and more stable sales. Custom Shopify theme: Where it all begins Unlike ready-made templates, a unique theme is developed for a specific brand. This is not only a “wrapper”, but also the logic of interaction with the client. Everything is based on understanding the behavior of the target audience, business objectives, and product features. What the development process looks like: Immersion in the brand. Analysis of visual identity, positioning, and target audience. Interface design. Developing user journeys and UX design. Layout and adaptation for Shopify. Creating a template on Liquid taking into account the mobile version. Checking and adjustments. Testing on different devices and browsers. Connecting analytics and external services. To collect data and improve efficiency. This approach forms the basis for deeper contact with the audience and increased conversion. Why a custom theme stands out from the competition Most online stores use the same ready-made solutions. They look similar to each other, which reduces trust and worsens engagement. A custom interface, on the contrary, helps to hold attention from the first seconds and create associations with the brand. Key benefits of your design: Uniqueness. Your store looks and feels different. Improved interaction. Pages are adapted to your customers’ behavior scenarios. Relevance to the local market. Visuals and text adapt to the culture and expectations of the audience. Flexibility for testing. You can quickly change elements and track the result. Enhancement of the image. The brand is perceived more seriously and inspires more trust. If you want your store to be remembered, you need a custom solution, not a template. What is the weakness of standard templates? Ready-made themes allow you to launch quickly, but they were created for everyone at once. At the growth stage, they become a limitation – both visually and technically. How they hinder development: Lack of flexibility. To make changes, you often need a coder. Typical. Your site blends in with others. Lack of optimization. Not everything works well on mobile devices. Scaling issues. Adding new features is difficult or impossible. For beginners, a template is an initial cost-effective solution, for growing businesses – a brake on development. A custom Shopify theme is more than a beautiful shell. It is a strategic tool that helps a brand take its place in a niche. Thanks to a custom design, the store becomes recognizable, convenient, and adaptable to future growth. In 2025, a custom approach is not a luxury, but a necessity for those who want to not just survive, but win.  

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Healing Through AI: Therapy Tools That Understand Human Emotion

In a rapidly digitizing world, mental health care is undergoing a radical transformation. With increasing demand for accessible psychological support and a global shortage of licensed professionals, artificial intelligence (AI) has stepped in to close the gap. But beyond automated check-ins and chatbots, today’s AI therapy tools are being designed to understand, interpret, and even respond to human emotions in real time. This revolution, backed by advances in natural language processing (NLP), machine learning (ML), and psychological modeling, is shaping a new paradigm of emotional care. The Mental Health Crisis According to the World Health Organization (WHO), over 1 billion people globally live with a mental or substance use disorder. Depression remains a leading cause of disability worldwide, with suicide ranked among the top causes of death in young people aged 15-29. Yet, mental health resources remain limited. In low-income countries, there may be fewer than one mental health worker per 100,000 people. Amidst this growing need, AI offers a scalable, 24/7 supplement to traditional care. Rather than replacing human therapists, AI tools are evolving as digital allies that support emotional well-being, track symptoms, and offer therapeutic interventions between sessions. What Does It Mean for AI to “Understand” Emotion? Understanding emotion in AI isn’t about feelings; it’s about interpretation. AI systems are trained to detect emotional cues through text, voice, and even facial expressions using algorithms grounded in behavioral psychology. These systems don’t “feel,” but they can recognize patterns of distress, anger, anxiety, and joy with surprising accuracy. A 2023 research paper from Stanford University found that AI-powered emotion recognition tools could detect anxiety and depressive symptoms with up to 83% accuracy when analyzing linguistic patterns in user texts. Similarly, MIT’s Media Lab has demonstrated that machine learning models trained on tone and tempo of voice can predict emotional states better than many self-reported assessments. Groundbreaking Tools Leading the Way Abby.gg Abby.gg is an emerging AI therapy platform designed to provide personalized mental health support through conversational AI. Unlike traditional chatbot models, Abby.gg uses a combination of real-time natural language understanding and user sentiment tracking to adapt its responses. The platform focuses on self-reflection and emotional awareness, offering tools that help users explore their inner thoughts and behaviors. With its user-friendly interface and commitment to privacy, Abby.gg is gaining traction as a digital mental wellness companion for young adults and working professionals alike. Woebot Created by clinical researchers at Stanford University, Woebot is a text-based chatbot that uses principles of Cognitive Behavioral Therapy (CBT) to help users identify and challenge negative thinking patterns. According to a study published in JMIR Mental Health, users of Woebot reported significant reductions in anxiety and depression symptoms after just two weeks of use. Wysa Wysa, developed by Touchkin eServices, combines AI with human coach oversight. It uses therapeutic conversations grounded in evidence-based techniques like CBT, DBT (Dialectical Behavior Therapy), and mindfulness. A peer-reviewed study published in Frontiers in Digital Health found that Wysa helped reduce anxiety symptoms among working professionals in India by 30% over a 12-week intervention. Replika While not a therapy app per se, Replika has emerged as a deeply personal AI companion for many users. Designed as a customizable chatbot, it learns from user interactions and builds rapport over time. A study by researchers at Vrije Universiteit Amsterdam found that 60% of users reported feeling emotionally connected to Replika, suggesting a perceived level of empathy and support. The Role of Government and Academia The U.S. Department of Veterans Affairs (VA) has begun piloting AI mental health tools to support veterans dealing with PTSD and anxiety. In collaboration with the Defense Health Agency, these tools aim to supplement traditional therapy with AI-powered journaling prompts and mood tracking. The National Institute of Mental Health (NIMH) has also funded multiple studies into how AI can be used to monitor mood, detect early signs of psychosis, and improve suicide prevention strategies. One such project involves analyzing voice recordings and social media posts using machine learning to detect subtle shifts in mood and cognition. In the U.K., the National Health Service (NHS) is investing in AI-enabled platforms that assist with triage in mental health services, using natural language processing to prioritize high-risk cases and reduce wait times. Ethical and Cultural Considerations As AI tools grow more sophisticated, ethical questions arise. Can an AI truly understand culturally nuanced expressions of emotion? How should these systems manage sensitive data? Bias in training data remains a major concern. A study published in The Lancet Digital Health revealed that AI emotion recognition models were less accurate for individuals from non-Western backgrounds, potentially misclassifying emotional tone or severity. Experts recommend more diverse datasets, culturally adaptive frameworks, and continual auditing to prevent algorithmic discrimination. Privacy is another key issue. Many mental health apps collect sensitive data, yet few offer full transparency about how that data is used. The APA recommends that developers follow HIPAA and GDPR standards, ensure encrypted data transmission, and obtain explicit user consent. The Human Element: A Necessary Partnership Despite technological breakthroughs, most experts agree that AI is not a replacement for human therapists. Rather, it is a complement. Human connection remains central to emotional healing. AI can offer tools, reminders, journaling prompts, and CBT exercises, but it cannot replicate the deep empathy, contextual insight, and adaptability of a trained professional. Dr. Susan Harris, a clinical psychologist and AI ethics advisor, noted in a 2024 APA conference, “AI is like a thermometer for the emotional mind. It gives us readings and patterns, but it doesn’t make the diagnosis. That’s still the job of a human clinician.” Looking Ahead: The Future of AI in Mental Health With advancing technologies such as GPT-style models, multimodal emotion analysis, and wearable-integrated platforms, the potential of AI in mental health continues to grow. Future developments may include: Real-time emotional monitoring using smartwatches and biosensors. Multilingual and culturally sensitive bots capable of adjusting communication styles. Hybrid care models where AI assists during therapy, offering therapists deeper insights into client patterns between sessions. Institutions like

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What You Should Know About Becoming an Elevator Mechanic

The construction and maintenance industry offers a wide range of fantastic job opportunities depending on what skills and interests you have. One of these fulfilling careers is becoming an elevator mechanic. It’s the job you want if you are interested in benefits like a high earning potential, an opportunity to work in a dynamic field, great job security, and good career advancement prospects. But what do you need to know before getting started? Here’s a guide on that. First, What Will Your Job Involve You’re probably so excited about taking your elevator mechanic pre-licensing course, since completing it successfully will take you a step closer to your goal. In the excitement, you may have forgotten to pause for a moment to think about what your job will involve. In summary, you will apply the engineering and electrical knowledge you acquired during training to install, maintain, inspect, and repair elevators and other related technology. This not only ensures that such systems are working as expected but also guarantees the safety of those using them. The particular tasks you should expect include: Performing scheduled inspections and maintenance Repairing machinery and components Diagnosing malfunctions and replacing equipment if necessary Recording data from inspections Connecting car frames and assembling elevator cars Installing and assembling new machinery Wiring and rewiring electric units Adapting to equipment-specific controls and technology Testing and adjusting braking mechanisms And more Expect these tasks to vary in some environments or when working with certain e How, Now, Do You Become an Elevator Mechanic? Now that you know what to expect after becoming an elevator mechanic, here’s how to get there: 1. Get an Education If you don’t have a high school diploma or GED certificate, consider getting one, since you may need this to be accepted into an apprenticeship program. For your high school diploma, take physics, geometry, and skilled subjects like electrical and mechanical classes. Some schools may not offer these, so take the closest units to these. If possible, enrol in a vocational school for additional coursework in mechanics, physics, and engineering. 2. Complete an Apprenticeship After successfully building your foundational knowledge, it’s time to join an apprenticeship program to learn the necessary trade skills. Entities such as unions, other businesses, contractors, and even industry associations like the National Elevator Industry Education Program are all great options for your apprenticeship. Take this training seriously as it will equip you with the crucial skills you need to become proficient in different areas such as blueprint reading, electrical wiring and circuits, safety protocols, and elevator equipment. Many apprenticeships last four to five years. Once you’re through, you will need to get a licence if your state requires it; make sure you check with your state’s licensing board to find out. 3. Get Certified In addition to completing an apprenticeship program and obtaining a licence where necessary, it’s a good idea to earn additional certification. Getting certified is not only a way to show dedication to your practice, but it will also equip you with vital skills that will be crucial to your success. Some of the top certifications to consider are: Certified Elevator Technician (CET) Qualified Elevator Inspector (QEI) Certified Accessibility and Private Residence Lift Technician (CAT) 4. Keep Advancing in Your Career There’s always advanced training and certification for those who are interested in advancing to higher positions, such as training or supervisor jobs. And since this field, like every other, keeps advancing, you should also consider completing continuing education to familiarise yourself with new software, equipment, technologies, and best practices for safety and efficiency. Technical training or professional development to guarantee up-to-date knowledge is also a mandatory requirement for renewing your licence in several states, so keep that in mind. Start Your Career the Right Way Becoming an elevator mechanic is a good idea if you love subjects like engineering and physics. You will get to do something you love while enjoying benefits like a high earning potential, a strong job outlook, and amazing advancement opportunities. Ready to get started? Visit rocketcert.com to get your pre-licensing education that will give you in-depth knowledge of this field.

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Scribd Downloader: Access Student PDF Collection

Accessing educational resources is crucial for students. A Scribd downloader is a tool that enables users to download PDF files from Scribd, a vast online library of e-books, academic papers, and documents. With this tool, students can access a vast collection of study materials, including textbooks and research papers, enhancing their academic experience. The online PDF downloader provides free PDF downloads, making it easier for students to study and complete assignments. Key Takeaways Access to a vast collection of educational resources. Ability to download PDF files for offline study. Enhances the academic experience with readily available study materials. Provides free access to textbooks and research papers. Facilitates easier completion of assignments. What is Scribd? As a leading digital library, Scribd provides users with an extensive collection of e-books, academic papers, and other documents that cater to diverse research needs. With a vast array of study materials available, Scribd has become an indispensable resource for students and researchers alike. Overview of Scribd’s Services Scribd’s subscription-based service offers users access to a vast library of digital content. This includes academic PDFs, e-books, and documents across various disciplines. The platform’s extensive collection is particularly beneficial for students, as it provides them with the resources they need to excel in their studies. The services offered by Scribd can be summarized as follows: Service Description Benefits E-book Access Access to a vast collection of e-books across various genres and disciplines. Convenient access to study materials, ability to carry multiple e-books on a single device. Academic Papers Extensive database of academic papers and research articles. Enhances research capabilities, provides access to authoritative sources. Document Sharing Platform for users to share and discover documents. Fosters a community of learners and researchers, promotes knowledge sharing. Benefits for Students For students, Scribd offers several key benefits. The platform’s vast collection of academic PDFs and e-books serves as a valuable student resource, providing access to study materials that might otherwise be unaffordable or hard to find. Some of the key benefits for students include: Access to exclusive content not readily available elsewhere. The ability to save money on textbooks and other study resources. Enhanced research capabilities through access to a vast array of academic papers and journals. By leveraging Scribd’s services, students can streamline their study process, access a broader range of study materials, and ultimately achieve better academic outcomes. Why Use a Scribd Downloader? Scribd downloader offers a gateway to a vast library of exclusive content that can significantly enhance a student’s study routine. By providing easy PDF downloads, it ensures that students have access to the materials they need without the constraints of online viewing. Accessing Exclusive Content One of the primary benefits of using a Scribd downloader is the ability to access exclusive content that is not freely available on the platform. This includes: Textbooks and academic papers that are otherwise behind a paywall Research articles and journals that are crucial for in-depth study E-books and study guides that can supplement classroom learning By downloading these resources, students can build a comprehensive PDF library that supports their academic endeavors. Saving Money on Resources Downloading PDFs from Scribd can also help students save money on resources. Instead of purchasing textbooks or subscribing to premium services, students can use a Scribd downloader to access the materials they need. As noted by educational experts, “access to affordable educational resources is crucial for student success.” This approach not only reduces financial burden but also provides flexibility in study planning. The benefits of using a Scribd downloader are clear. By providing access to exclusive content and saving money on resources, it offers a practical solution for students seeking to enhance their academic experience. How to Choose a Scribd Downloader Choosing the right online PDF downloader is essential for students who rely on Scribd for their study materials. The process involves evaluating several key features and ensuring compatibility with various devices. When searching for a reliable Scribd downloader, students should consider the ease of use, the quality of the downloaded PDFs, and the availability of free PDF downloads. A good downloader should provide a seamless experience, allowing students to access the resources they need without hassle. Key Features to Look For A reliable Scribd downloader should have certain key features. These include: High-quality PDF downloads Support for various file formats User-friendly interface Fast download speeds By focusing on these features, students can find a downloader that meets their student resources needs effectively. Compatibility with Devices Another crucial aspect is the downloader’s compatibility with different devices. Students use a variety of devices, from smartphones to laptops, so it’s essential that the chosen downloader works smoothly across these platforms. Ensuring that the Scribd downloader is compatible with your device will enhance your ability to access and manage free PDF downloads efficiently. In conclusion, selecting the right Scribd downloader involves careful consideration of its features and device compatibility. By doing so, students can optimize their access to valuable study materials and enhance their learning experience. Step-by-Step Guide to Downloading PDFs With the right guidance, downloading PDFs from Scribd can be a breeze, even for those who are new to the platform. The process involves a few simple steps that, when followed, allow you to access a vast collection of educational resources. Creating Your Account The first step in downloading PDFs from Scribd is to create an account. This is a straightforward process that requires you to provide some basic information, such as your name and email address. Having an account not only allows you to download documents but also enables you to save your favorite documents for later access. To create an account, navigate to Scribd’s homepage and look for the “Sign Up” option. You can sign up using your email address or through your Google or Facebook account, making the process quick and easy. Navigating to Desired Content Once you have an account, you can start searching for the content you need. Scribd’s interface is user-friendly, with a search bar at the top that

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