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Online Shopping Scams Hit 1 in 3 Americans – Here’s How to Avoid Them If you’ve ever clicked “buy now” on a deal that seemed too good, only to receive nothing or a cheap counterfeit, you’re not alone. A new report from the Pew Research Center found that about a third of U.S. adults say they have personally experienced an online shopping scam. That’s millions of people, and the numbers are likely underreported because many victims never realize they were scammed until it’s too late. ...

How Your Devices Can Now Train AI Without Sending Your Data to the Cloud Every time you use a smart keyboard, a voice assistant, or a photo recognition app, the underlying AI model likely improves by learning from your personal data. Historically, that meant your texts, recordings, or images were uploaded to company servers for training. But a growing body of research and real-world frameworks are changing this: a technique called federated learning, and a new refinement called Federated Constrained, now makes it possible for AI to improve itself using only the processing power on your own phone or laptop, without raw data ever leaving your device. ...

1 in 3 Americans Has Been Hit by an Online Shopping Scam: How to Avoid Being Next Nearly one out of every three U.S. adults reports having experienced an online shopping scam, according to a new Pew Research Center survey. That figure is a reminder that fraud isn’t limited to sketchy emails from foreign princes anymore—it’s woven into the everyday experience of buying things online. Whether you’re a seasoned deal hunter or someone who buys a few items a year, the risk is real. ...

What is on-device AI training and why it matters for your privacy Introduction For years, the bargain behind smart assistants, predictive keyboards, and photo organization tools was simple: you trade personal data for convenience. Your photos, typing patterns, voice commands – they all went to company servers to train the AI models that made those features work. As privacy concerns grew, many users started asking whether the trade-off was worth it. ...

Nearly 1 in 3 Americans Have Been Scammed While Shopping Online – Here’s How to Stay Safe If you shop online frequently, you may have wondered how common scams really are. A new study from the Pew Research Center provides a clear answer: about a third of U.S. adults say they have personally experienced an online shopping scam. That figure, released in November 2025, underscores a threat that touches millions of households. The good news is that most of these scams follow predictable patterns, and once you know what to look for, you can avoid them. ...

Your Phone’s AI Can Learn Without Sharing Your Secrets – Here’s How Every time you use a smart keyboard, a voice assistant, or a fitness tracker, an AI model is quietly learning from your behavior. Historically, that meant your data—your typed phrases, your voice recordings, your health metrics—was sent to a company’s cloud server for training. But a new approach called privacy-preserving on-device AI is changing that. The idea is simple: the AI trains directly on your device, and only small, non-identifiable updates are shared with the developer. Your raw data never leaves your phone, laptop, or smartwatch. ...

One in Three Americans Has Faced an Online Shopping Scam: Here’s How to Protect Yourself Intro If you’ve ever clicked “buy now” on a suspiciously cheap item and later found the website vanished, you’re not alone. According to a November 2025 report from the Pew Research Center, about a third of Americans say they’ve had an online shopping scam happen to them. That’s roughly 33% of U.S. adults who have lost money, received counterfeit goods, or had their payment details stolen after someone posed as a legitimate seller. ...

How Krisp Protects Your Privacy: A Look at Its AI Note‑Taking Security AI note‑taking tools are convenient, but they often come with a trade‑off: your conversations get sent to a cloud server for processing. That raises obvious questions about who can listen in. Krisp positions itself as a privacy‑first alternative, handling speech‑to‑text directly on your device. Here’s how that works and what it actually means for your data. ...

1 in 3 Americans Has Faced an Online Shopping Scam: Here’s How to Protect Yourself The convenience of buying everything from groceries to electronics with a few clicks has made online shopping a daily habit for millions. But that convenience comes with a real risk. According to a Pew Research Center survey published in November 2025, about a third of Americans say they have experienced an online shopping scam. That is not a small fraction of unlucky people—it is a widespread problem that touches nearly every demographic. ...

Krisp’s Edge AI Keeps Your Meeting Notes Private: No Cloud, No Training on Your Data Most AI note-takers make a trade-off: you get transcription and summaries, but your conversation audio is sent to a cloud server. That might be fine for a casual brainstorming session, but when you’re discussing a client’s legal case, a patient’s medical history, or quarterly revenue figures, sending that audio to an external server introduces risk. Krisp offers a different approach: it processes everything on your device. ...