TECHNEWSWATCHDOG
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TRANSPARENCY · V14

Watchdog method & AI

TechNews uses automation to collect public-source metadata and AI as an analysis, synthesis and translation layer. AI is not treated as a source.

1. Source radar

The radar keeps the source title, URL, publisher and detection time. It does not republish source article bodies. Event matching uses signals such as entities, products, versions, CVEs, numbers, dates, temporal proximity and title similarity.

2. Multilingual coverage

An event brief may be available in several interface languages, but language coverage counters only count real external publications found in that language. In Arabic, the event reference title remains in English while the interface and brief are Arabic.

3. AI resilience

If AI is unavailable, the Live Radar keeps working. Events and source coverage can continue to be collected and AI enrichment resumes later.