Problem
How can a briefing stay current without confusing reporting, primary documents, company statements, and personal X commentary—especially for migration, markets, and AI?
Role
Source policy, scheduled refresh, citation validation, five-language summaries, card UI, and conversational research
Process
- Separate major media, government and regulatory sources, technology companies, and public X accounts into a manageable source directory
- Refresh on schedule with Cloudflare Cron and Durable Objects, storing only URLs actually returned by the retrieval layer
- Distinguish facts, reporting, company claims, and personal opinion, then present concise five-language key sentences with original links
Outcome
The working version combines a reversible homepage card stack, regional briefing, source-linked chat, and scheduled durable storage.
Reflection
For news AI, freshness, traceable sourcing, clear evidence labels, and restraint around consequential decisions matter more than fluent summaries.