{
  "id": 5001731,
  "title": "How I Built Source-Backed Expert-Video Search on Cloudflare",
  "url": "https://urgent.news/2026/09/02/how-i-built-source-backed-expert-video-search-on-cloudflare",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-09-02T03:12:20.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/base2026/how-i-built-source-backed-expert-video-search-on-cloudflare-796"
  },
  "original_language": "en",
  "account": null,
  "summary": "The article discusses the development of Source-Backed Expert-Video Search on Cloudflare, with a focus on creating a system that provides searchable, source-backed video content while maintaining transparency and reproducibility. The system is built on top of Cloudflare's Workers, D1, and R2 services, with AI support for transcription and a separate cloud intake path for private data. The public search interface allows users to access reviewed public records, bounded evidence, and source links, while private source material remains confidential. The system aims to provide deterministic retrieval results, enabling users to inspect and challenge the information presented.",
  "key_points": [],
  "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."
}