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Beyond the Blue Link: UX Patterns for Google's AI Overviews, AI Mode & Answer Engines

The blue link is dying—but not in the way we expected. When Google’s AI Overviews began appearing at the top of the search results page, the SEO community panicked. Publishers watched click-through rates plummet. The Pew Research Center confirmed their fears: searchers who encounter an AI summary are half as likely to click on traditional search results (8% vs. 15%).

AI coding assistants are only as good as the context you give them

AI coding assistants have quickly become part of everyday development. Teams now rely on them to explain unfamiliar code, suggest configuration files, debug errors, and accelerate delivery across the stack. But as these tools move from experimentation into real production workflows, a consistent pattern is emerging: AI breaks down at the platform boundary.

HVAC Software Explained: What It Is and How HVAC Businesses Use It

Heating, ventilation, and air conditioning businesses operate in an environment where timing, accuracy, and coordination matter every day. Service calls are time-sensitive, technician availability changes quickly, and customer expectations continue to rise. To manage these demands, many contractors now rely on hvac software to organise operations, reduce administrative strain, and maintain consistency as workloads grow.

What the Latest Google "AI Mode" Means for Users Who Care about Privacy and Better Experiences

When Google introduced its AI highlights above the main search results, we thought that was all the company would push to prove its determination to turn traditional Google Search, praised by businesses for expansive SEO opportunities, into an AI-powered experience. But if you live in the U.S. and have recently paid attention to the Google homepage, there's a new button called "AI Mode." Well, it turns out the company is still working hard not to lose its dominance to competitors.

X Downloader and Twitter Downloader: Save Videos, Audio, and Broadcasts in HD

Whether you still call it Twitter or have switched to saying X, finding content worth keeping happens daily. A viral clip catches your attention. A musician shares an unreleased track. A live broadcast delivers breaking news. Without a reliable Twitter downloader, that content exists only as long as the original poster decides to keep it online.

Top tips: RAG isn't the problem, context is. Here are 3 fixes.

Top Tips is a weekly column where we highlight what’s trending in the tech world and list ways to explore these trends. This week, we’ll be talking about how we can improve our retrieval-augmented generation (RAG) systems using contextual engineering. Prompt engineering has gained a lot of attention in the past year, and it’s finally time to move on to a better experience that transforms the way AI results are provided to us.

Deploy a serverless Python API to Scaleway Functions using CircleCI

Serverless platforms have revolutionized the way developers build and deploy APIs, eliminating the need to manage servers or underlying infrastructure. With serverless, you can focus entirely on your application logic and let the platform handle scaling, availability, and maintenance. Scaleway Serverless Functions is a flexible serverless platform that makes it easy to deploy lightweight APIs and background jobs in the cloud.

Why gRPC is a Debugging Nightmare #speedscale #observability #grpc #testing #devops

gRPC is fast and efficient - until it breaks at 2:00 AM. Traditional observability tools are built for HTTP/1.1 and JSON. When you switch to gRPC, you’re dealing with binary Protobuf payloads and HTTP/2 multiplexing that most logs and traces simply weren't designed to handle. Speedscale flips the switch by decoding Protobuf directly into human-readable JSON in real-time. Get the speed of gRPC with the visibility of REST.

3AM Pager: When You Know the Data but Can't Search It

Ever tried searching your entire production stack for one user? Getting paged at 3 AM is bad enough. It’s worse when you only have a single username and zero visibility into what’s actually happening across your microservices. With Speedscale, you can perform full-text searches across every API call and database interaction in real-time. Stop guessing and start debugging with total context.