P(doom) is shorthand for "probability of doom," a term widely used in artificial intelligence safety, existential risk, and longtermist communities to describe the estimated likelihood that advanced AI systems could lead to catastrophic outcomes for humanity. It is not a formal scientific theory, mathematical model, or empirically validated forecast. Instead, it is a conversational and strategic shorthand—a way to compress deep uncertainty about AI's long-term trajectory into a single number for discussion, prioritization, and decision-making. The phrase gained traction in online forums like LessWrong, within the Effective Altruism movement, and among AI alignment researchers. When someone cites their p(doom)—say, 10% or 50%—they are expressing a subjective belief about how likely it is that the development of highly capable, potentially autonomous AI systems could result in human extinction, permanent loss of human control over critical systems, irreversible societal col...

Artificial Intelligence (AI) is rapidly transforming the music industry, sparking debate about whether it could one day replace human musicians. While AI is increasingly used to compose music, assist in production, and even mimic artistic styles, many industry experts agree that it falls short of capturing what makes music truly human. At its core, music is an emotional language—a reflection of personal experiences, cultural identity, and storytelling. Renowned artist Shekhar Ravjiani argues that while AI can reproduce melodies and harmonies, it cannot replicate the raw emotion and authentic expression that come from lived human experiences. “AI can assist,” he notes, “but the soul of music comes from the artist.” This sentiment is echoed by award-winning composer Joel Beckerman, who emphasizes that music is more than sound—it's about the connection between artists and their audiences. “What draws people to music is the story behind it, the voice behind the notes,” he explains. A...