5 feeds · 1,110 articles scanned · 50 selected · updated loading... GMT+2How it works →

How PAIOS Curates Your News

A technical deep dive into the AI-driven curation pipeline

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The Curation Pipeline

1

Ingestion

5 feeds tracked · 1,110+ articles fetched daily at 06:00 UTC

2

Scoring

AI multi-factor ranking: relevance, freshness, source quality, novelty

3

Selection

Top 50 articles ranked by predicted value to QA engineers

4

Publication

Static site rebuilt and published at 08:00 UTC daily

Key Metrics

Feeds Tracked

5

OpenAI Blog, Google AI, Cloudflare, Microsoft, Lobsters

Articles Scanned Daily

1,110

Aggregate across all sources

Articles Selected Daily

50

4.5% selection rate for quality

Update Cycle

06:00 → 08:00 UTC

Fetch, process, publish daily

Scoring Factors

Relevance

Articles are ranked by predicted value to QA engineers based on keywords, topics, and historical engagement.

Freshness

Recent articles receive a boost to ensure you see the latest news and developments in the field.

Source Quality

Feeds are pre-curated for reliability and expertise. Higher-quality sources receive higher rankings.

Novelty

Articles covering new topics or unique angles rank higher than duplicates or rehashes of recent news.

Under the Hood

Data Pipeline

Feeds are fetched at 06:00 UTC daily. Articles are scored during the next two hours using multi-factor AI ranking.

Selection Algorithm

The top 50 articles (4.5% of ~1,110 fetched) are selected based on combined relevance, freshness, quality, and novelty scores.

Daily Refresh

Results are published at 08:00 UTC daily to the QA News website. Fresh picks are ready every morning for your review.

Quality Metrics

The pipeline tracks 5 RSS feeds covering 1,110+ articles daily. An 4.5% selection rate ensures only the best make the cut.

Frequently Asked Questions