AI · content platform2026 / Contora
From a news feed to a publishable story.
Source aggregation, deduplication, translation and publishing in one workflow.
01 / The challenge
Bring scattered sources together and give editors a workflow for preparing and publishing stories.
02 / The solution
Contora
Source aggregation, deduplication, translation and publishing in one workflow.
- Multi-source news aggregator
- AI translation & rewrites
- One-click Telegram autoposting
03 / The outcome
Editors manage the feed through the web dashboard and Telegram: reviewing stories, choosing processing steps and publishing to their channels.
Technology
Implementation details
- Implementing on-the-fly duplicate detection and news clustering algorithms using feedparser and rapidfuzz library token comparisons.
- Designing strict prompt parameters for LLM APIs to ensure reliable structured output (JSON schema extraction) and high-quality multilingual rewriting.
- Synchronizing python background worker tasks (APScheduler) with a Supabase PostgreSQL database and real-time frontend states in Next.js.
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