{
  "id": 4427402,
  "title": "Building Roamstead: How Google Cloud Helped Me Create a Collaborative Housing Agent for Southeast Asia",
  "url": "https://urgent.news/2026/08/30/building-roamstead-how-google-cloud-helped-me-create-a-collaborative",
  "topic": "ai",
  "section": "AI",
  "published": "2026-08-30T13:15:29.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/vy_pham_d62c82123dea6f7b8/uilding-roamstead-how-google-cloud-helped-me-create-a-collaborative-housing-agent-for-southeast-2o0"
  },
  "original_language": "en",
  "account": "Google Cloud's assistance enabled the creation of Roamstead, an innovative platform designed to assist individuals in navigating the complex process of finding housing abroad. This collaborative housing decision partner specializes in Southeast Asia, currently focusing on Ho Chi Minh City, Bangkok, and Kuala Lumpur, with a particular emphasis on Ho Chi Minh City.\n\nRoamstead goes beyond merely listing properties; it learns and adapts to the unique needs and preferences of each user. It provides translations, normalizes listings into a consistent format, filters out options that don't meet hard requirements, suggests adjustments based on observed patterns, and waits for user approval before making any changes.\n\nInitially conceived as a real estate discovery tool, Roamstead evolved into a persistent agentic system through the support of Google Cloud. The platform addresses the challenges faced by Americans considering life in Southeast Asia, such as unfamiliar currencies, inconsistent listing information, and differing property descriptions.\n\nOne of the project's earliest decisions was to ensure the authenticity of displayed listings by only using real property records. Roamstead now houses 240 real property listings: 100 homes for sale and 100 rentals in Ho Chi Minh City, 10 homes for sale and 10 rentals in Bangkok, and 10 homes for sale and 10 rentals in Kuala Lumpur.\n\nThe platform presents users with a curated catalog for searching rather than triggering a model call with every page load, enhancing its trustworthiness and reliance on cloud architecture. Despite facing technical challenges and adapting its interface, Roamstead maintained its commitment to presenting only properties supported by the source data.\n\nThe agent experience was refined to focus on behavior grounded in real data, differing from a language model that generates plausible questions. Roamstead's hard requirements, such as budget and property type, are enforced by code, ensuring that only eligible properties are presented to users. The remaining properties receive a deterministic Fit Score based on customizable lifestyle priorities, such as healthcare proximity and remote work readiness.\n\nMoving beyond one-time recommendations, Roamstead now engages users in adaptive clarifications, using their actual profile to reorder qualified properties. This collaborative approach sets Roamstead apart, transforming it from a simple recommendation engine to an actual housing decision partner.",
  "summary": "Moving to another country can unlock a better quality of life, lower housing costs, and a new sense of possibility. But finding a home across borders is much harder than opening a real estate website and choosing a listing. Prices may be shown in an unfamiliar currency. Property descriptions may be written in another language. Addresses, neighborhood names, school access, and listing photographs…",
  "key_points": [
    "Roamstead platform assists in finding housing abroad in Southeast Asia.",
    "Google Cloud enabled Roamstead's creation as collaborative agentic system.",
    "Platform presents curated catalog of 240 real property listings across three cities."
  ],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}