Stage 0 — CPT (Domain Pretrain)

Purpose: build Russian real-estate domain embeddings before SFT.

Data: “All raw Russian text we have” (property listings, chats, docs).

Language/Domain: Russian, real-estate operations.

Context: long-context ready (multi-turn dialogs, long docs).

Output style: neutral, factual, tool-agnostic.

Intended use: foundation for downstream stages.

Known limits: not instruction-aligned; may produce generic answers.

Safety: filtered for PII where possible; still requires downstream guardrails.

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