🚀 Getting Started
How Headlinne Works
From article ingestion to AI analysis to personalized delivery—here is the full recommendation flow behind your Headlinne feed.
By Headlinne Editorial Team · Updated on
Step 1: Article ingestion
Headlinne pulls articles from 35+ trusted news sources across politics, technology, business, science, and world affairs. Each article is scraped, cleaned, and stored with metadata like source, publish date, and topic tags.
Step 2: AI analysis
Every article passes through AI pipelines that generate a concise summary, a "Why This Matters" insight, difficulty rating, topic classification, and a media bias score. Embeddings are also created so articles can be matched semantically for search and recommendations.
Step 3: Feed ranking
When you open your feed, Headlinne's recommendation engine scores available articles against your profile. It considers your liked topics, reading history, source preferences, and recent swipe patterns. Exploration slots introduce new topics so your feed does not become repetitive.
Step 4: Your interactions
Every swipe teaches the system something. Liking an article boosts similar content. Skipping signals disinterest. Reading full articles indicates deeper engagement. These signals feed back into your profile in near real time.
Step 5: Continuous learning
Your feed evolves session by session. Headlinne balances exploitation (showing what you like) with exploration (surfacing new perspectives). The result is a feed that feels increasingly tailored without trapping you in a filter bubble.
Key takeaways
- ✓Articles are ingested, analyzed by AI, ranked for your profile, and delivered via swipe cards.
- ✓Your swipes and reads continuously update your recommendation profile.
- ✓Exploration prevents your feed from becoming too narrow.
Frequently asked questions
How quickly does personalization kick in?
You will notice differences after your first session. The feed becomes significantly more tailored after a few days of regular use.
Can I see why an article was recommended?
Headlinne surfaces topic tags and "Why This Matters" context on each card. Your interaction history drives ranking behind the scenes.
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