How I Built Source-Backed Expert-Video Search on Cloudflare
AI-assisted production note: AI helped with drafting and packaging. The architecture, live capabilities, boundaries, and dated numbers were checked against the Base2026 release evidence. Useful SEO and AI-search knowledge often lives inside short-form video. Discovering a clip is easy. Remembering who said what, comparing it with another practitioner, and giving a teammate a source they can…
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.
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