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Harness AI November 2025 Updates: AWS Integration, Database DevOps, & Enterprise-Grade AI Across the SDLC

November was another big month for Harness AI, with new capabilities that deepen our work with AWS, bring AI-native automation to the database, and keep our model stack on the cutting edge across the SDLC.

Secure by Default: Why AI-Driven Delivery Needs a Rethink

AI speeds delivery but expands risk. Teams need context, verification, behavior detection, and learning to stay secure by default. Software delivery has been accelerating for more than a decade, and the arrival of AI has pushed us into an entirely new velocity class. Code generation, configuration scaffolding, infrastructure suggestions, remediation hints, and deployment decisions now involve AI. It participates in every stage of the delivery pipeline. On the surface, this feels like progress.

From AI to quick-deploy applications: Mark Shuttleworth and Randy Holloway discuss technology trends

‎‎ Subscribe. Trusted open source for everyone. Mark Shuttleworth, Canonical’s founder and CEO, sits down with Randy Holloway, Global GTM Leader at Microsoft, to discuss the current technology landscape. They explore AI’s impact on organizations and how open source in the public cloud is helping teams innovate.

Is It Time to Migrate? A Practical Look at Kubernetes Ingress vs. Gateway API

If you’ve managed traffic in Kubernetes, you’ve likely worked with Ingress controllers. For years, Ingress has been the standard way to expose HTTP and HTTPS services. But in practice, it often came with trade-offs. Controller-specific annotations were required to unlock critical features, the line between infrastructure and application responsibilities was unclear, and configurations often became tied to the implementation rather than the intent.

The Five Best Logo Generators for YouTube

Aside from thumbnails and banners, a logo is noticeable on a YouTube channel. And it serves as a visual identifier for every channel. Using a random logo to set up your page creates an unclear identity. It not only affects your content reach - it can be unappealing to other YouTubers. If you are new to YouTube, you can create a channel logo. With modern build, logo generators provide an avenue to generate one that suits your content. Even better, you can select from multiple templates with a few prompts and steps.

Cracking New Markets with Localization: Lessons from Top Global Brands

If brands want to grow worldwide, they need to pay attention to this: about 3 out of 4 online buyers prefer to see product details in their own language. So, anyone planning to sell across borders ought to keep that in mind. Nearly two in five customers will skip a site if it isn't in their native tongue. Moreover, businesses that tailor content to local markets experience income gains more than 80 percent of the time.

Dangers of Using Kick Follow Bots: What You Need to Know Before You Buy

In 2024, Kick co-founder and streamer Trainwrecks claimed that 99% of streamers rely on viewbots and bot followers to fake their popularity and push themselves up in rankings, only to boost organic traffic and score better sponsorships. At this point, you probably ask yourself, why wouldn't you do the same thing? After all, it's a temporary solution to boost your position and end up in recommendations. Once you're there, bots can be ditched for organic traffic. Visitors will naturally flow in.