Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Mashable Selects In My Bag Look Up Creator Playbook Say More AI at School Safety Net Versus Trending Now Back to School Good Connection: Uplifting stories for a digital age All Series Here's how to return Amazon orders in 2026. Amazon's Prime Day events tend to trigger impulse buys. All products featured here are independently selected by our editors and writers. If you buy something through links on our site, Mashable may earn an affiliate commission. Amazon provides a pretty irresistible shopping experience through its speedy shipping (among other Prime member perks), vast product range, and unbeatable prices.

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Catie and Phil Allen should have been enjoying their first holiday in two-and-a-half years. Instead, they are at home ringing round for refunds that won't be paid. The couple are among the many thousands of air passengers caught up in the chaos caused by the four-hour shutdown of the UK's air traffic control system on Tuesday. It means their holiday to Slovenia has been cancelled and - although their flight was refunded by British Airways - they estimate being left £1,300 out of pocket from unused accommodation and excursions. It's not the first time - and won't be the last - when passengers are left flying on a wing and a prayer after problems at UK airports. So, here is how their case relates to others, and why they have taken such a big hit.

This material may not be published, broadcast, rewritten, or redistributed. Quotes displayed in real-time or delayed by at least 15 minutes. Market data provided by Factset . Powered and implemented by FactSet Digital Solutions . Mutual Fund and ETF data provided by LSEG . FBI director defends Georgia election probe, touts'historic' crime drop Why Trump's lawsuit against the IRS is'something you don't see every day' Inside the FBI's investigation into paid protest groups Tech expert warns social media execs sound like'drug lords' as addiction trial begins FBI Director Kash Patel calls capture of two top fugitives a'historic moment' Christian gaming company says its mission invites children'into a world of hope and God's truth' Fox News Flash top headlines are here.

Amazon agrees to pay $2.5 billion to settle FTC allegations over Prime enrollment practices and difficult cancellation processes, with $1.5 billion for consumer refunds.

Everlane, Revolve and Under Armour pilot Happy Returns' AI system to combat return fraud as retailers prepare for $850 billion in returned goods in 2025.

From dead crabs to shredded bed sheets, fraudsters are using fake photos and videos to get their money back from ecommerce sites. I don't want to admit it, but I did spend a lot of money online this holiday shopping season. And unsurprisingly, some of those purchases didn't meet my expectations. A photobook I bought was damaged in transit, so I snapped a few pictures, emailed them to the merchant, and got a refund. Online shopping platforms have long depended on photos submitted by customers to confirm that refund requests are legitimate.

How to make sure you're getting a good deal on Black Friday Whether you're excited for the seasonal sales or avoiding the shops altogether, it's hard to escape the countless emails and social media adverts on Black Friday deals. The US holiday - which falls this Friday - has been firmly adopted by UK retailers, and what was once a single day of sales now spans the weeks before and after. However eight in 10 deals promoted during this buying bonanza were cheaper or the same price outside of the four-week Black Friday period, according to research from consumer group Which? This suggests shoppers could get the same or a better deal at other times of the year. But if you're planning to buy now, here's how to make sure you bag a bargain.

AI agents increasingly rely on external tools to solve complex, long-horizon tasks. Advancing such agents requires reproducible evaluation and large-scale training in controllable, diverse, and realistic tool-use environments. However, real-world APIs are limited in availability, domain coverage, and stability, often requiring access keys and imposing rate limits, which render them impractical for stable evaluation or scalable training. To address these challenges, we introduce SynthTools, a flexible and scalable framework for generating synthetic tool ecosystems. Our framework consists of three core components: Tool Generation for automatic and scalable creation of diverse tools, Tool Simulation to emulate realistic tool behaviors, and Tool Audit to ensure correctness and consistency of tool simulation. To illustrate its scalability, we show that SynthTools can readily produce toolsets that span twice as many domains and twice as many tools per domain as prior work. Furthermore, the tool simulation and tool audit components demonstrate strong reliability, achieving $94\%$ and $99\%$ accuracy respectively. Finally, we construct downstream tasks from the generated tools that even state-of-the-art models struggle to complete. By enabling scalable, diverse, and reliable tool ecosystems, SynthTools provides a practical path toward large-scale training and stable evaluation of tool-use agents. Our code is available at https://github.com/namkoong-lab/SynthTools.

Things to Do in L.A. Tap to enable a layout that focuses on the article. Millions of Californians are getting a refund on their electric bill. Credits for Californians on October electric bills are set to go up in the coming years, according to the governor's office. This is read by an automated voice. Please report any issues or inconsistencies here .