# Evidence notes - The topic treats project objectives as objectives until code, models, datasets, and fixed releases are verified. - RusBEIR is the primary reproduction asset. Dataset counts must always include a release/version date. - Native Russian, translated, multilingual-subset, and newly constructed datasets must not be merged into one undifferentiated score. - KV Cache, Paged Attention, and GPU memory scheduling are explicitly out of scope for the core capability. - Regional Resources stores only an organizational mirror and cooperation status; technical facts remain in this topic.