dreamflat public edition

Helsinki apartment corpus — views, sun, quiet, durability.

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This edition never asks for your money. There is no field here, and no field anywhere behind this login, that accepts your income, savings, debts or purchase budget — by design. Nothing of that kind is stored, because nothing of that kind is collected. Bring your own LLM over the MCP server if you want affordability reasoning; your numbers stay in your conversation.