Idempotent Output Keying for Long-Running Tasks During Rolling Deployments
A scheduled job that needs 90 to 180 seconds to produce a single output file looks harmless until a deploy...
Quality Assurance Is Outgrowing the Cost-Center Label: The AI Shift Transforming Software Quality Engineering
For years, quality assurance was treated as the final checkpoint before software reached customers. Teams built features first, tested later,...
Famous Isn’t the Same as Matchable
As AI becomes an intermediary between brands and customers, businesses need to be understood by machines without becoming forgettable to...
Real-Time AI at the Ballot Box: How Multimodal Machine Learning Brings Accountability to Political Advertising at Scale
Everyone is watching generative AI create realistic political audio, images, and video. The quieter revolution is happening inside the systems...
Where RAG Actually Breaks: Four Failure Points, One Accuracy Score
Retrieval-augmented generation gives language models access to information they were not trained on. It also creates a debugging problem. Gartner's...
Cross-Domain Observability: What Happens When Storage Networks and Virtual Infrastructure Can’t See Each Other
In a large data center, the virtual machines that run the business and the storage network that feeds them are...
How AI-Powered CRM Technology Is Transforming B2B Prospecting
Introduction B2B prospecting has always depended on good information. Sales teams need to understand which companies could become customers, who...
Why Specialized AI Engineers Need a Different Hiring Process
As artificial intelligence moves from rapid prototyping to core product architecture, technology companies in Silicon Valley face a structural hiring...
Data Sovereignty in the AI Era – Part Two: Beyond compliance: why data sovereignty will become an AI-era competitive advantage
Ten industry leaders map the next frontier - from AI model sovereignty to the emergence of contractual guarantees that could...
Data Sovereignty in the AI Era – Part One: Why picking a cloud region is not a sovereignty strategy
Leaders from the storage, backup, and legal sectors agree that data sovereignty has moved beyond residency. Increasingly, organisations need to...
