Cloudflare publishes live Spectre exploit leaking 12 bit/s from production Workers; Go 1.27 ships; expert engineers become governors as AI handles the coding

Surfing Complexity (Lorin Hochstein)

GitHub, autoscaling, and the component substitution fallacy

GitHub experienced an outage when an Istio sidecar saturated because the autoscaling policy only measured service load and not sidecar load. The component substitution fallacy is the false belief that system reliability improves if you repair only defective components. The GitHub incident involved multiple interacting factors: traffic patterns, autoscaling policy, sidecar saturation, retry logic, and authentication traffic.

Marginal Revolution

Declining Occupations and Career Outcomes in the United States

A study tracked 2.4 million American workers from 2000 to 2020. Workers in occupations that decline earn about 5 percent less over time. Workers move to new occupations when fields decline, though transitions are incomplete. Children of affected workers choose different occupations, which suggests long-term effects remain manageable.

Psyche

Arabic has four words for sadness. Philosophy explains why

Arabic language has four distinct words for sadness. Each word expresses a different type of emotional experience. Huzn means past loss, Ghamm means present suffocation, Ka'aba means prolonged dejection, and Asaf means sorrow with regret. Modern sentiment analysis reduces these emotions to simple categories and loses this depth. Classical Islamic philosophy offers better frameworks that integrate psychology, spirituality, and meaning. This approach helps clinicians to address both the meaning and the causes of emotional distress.