Systems | Development | Analytics | API | Testing

By now, most teams experimenting with AI-augmented testing have started with narrow, tactical use cases: writing test cases faster, summarizing logs, or tagging defects. These are useful — and they build trust in the tech. But true value emerges when you stop thinking of agents as plug-ins, and start thinking of them as a virtual QA team, a set of coordinated roles that evolve how testing is done, how it’s governed, and how it delivers value across the delivery lifecycle.

Deploying more than one web application on a single server used to require a lot of infrastructure fiddling. Docker made this better, but some things that are new in Kamal 2 make deploying containerized applications even easier. Kamal is a deployment tool from Basecamp that leans on Docker and its own integrated proxy to simplify deploying web apps. Kamal 2 makes deploying more than one Rails app to the same server easier.

BigQuery Studio’s improved console interface helps streamline your workflows, enhances your productivity, and gives you greater control.

It’s Tuesday morning; the data team at a Fortune 500 manufacturing giant receives an urgent request from the sales organization. Customer territories need to be recalibrated based on real-time market dynamics, competitive intelligence requires immediate integration from external sources, and the executive team demands updated revenue projections by Friday's board meeting.