115+ articles a day, fully autonomous

What was broken

Publishing at volume usually means a newsroom or a firehose of low-trust noise. SourceRated needed both: high throughput across four categories and a credibility bar that holds without a human in every loop.

How the work flows

Custom Python scrapers ingest a multi-source set; SQLite semantic dedup strips redundant items; an AI model scores each piece on source reputation and content-level signals; a community-voting layer adds crowdsourced signal. Everything publishes on schedule with live auto-refresh, in Docker, unattended.

1. 01 · intake

   Sources

2. 02 · process

   Python scrape

3. 03 · process

   Semantic dedupe (SQLite)

4. 04 · process

   AI credibility scoring

5. 05 · process

   Community vote

6. 06 · output

   Publish

Tools and ownership

Built and operated under the AdminsCube brand, with Sajid.

What changed

0+

articles/day

0

categories

0

manual steps in the loop

The live site