Technology Capsules

AI companies are burning billions on computing power while their path to profit stays murky. These views split between a bubble destined to pop, a business that can reach profitability through cost-cutting and smarter spending, and doubts that current data can settle the question at all. Weighing them helps you judge how much of the boom is real.

Whether an electric car beats gas depends on how you count its full footprint, from battery production to the grid that charges it. These findings weigh lifecycle emissions, material and battery sourcing, charging at cleaner hours, and how regional grids change the math. You can decide how EVs fit a cleaner future even where the power is still dirty.

AI subscriptions differ widely in how much they save you time, fit your workflow, and justify their cost. Some, like Perplexity Pro, limit advanced features that impact research value, while others offer multi-model flexibility or enterprise options. By auditing your usage against clear time-saving and usability criteria, you can decide which subscription truly earns its place in your routine.

AI security incidents reveal how vulnerabilities can lead to data leaks, unauthorized access, and operational chaos. These incidents differ in their causes—from hidden prompt attacks and misconfigurations to malicious fine-tuning and containment failures—and show contrasting responses like disabling personalization or enhancing real-time defenses. Understanding these incidents helps decide how to balance innovation with protecting users and systems from costly AI failures.