Signal Intake
Search streams, community streams, inbound tips, reference feeds, and automated hooks.
Processing Layer
Canonicalization, clustering, language/date checks, reputation modeling, and adversarial filtering.
Editorial Intelligence
Candidate story building, story-mix constraints, evidence graphing, structured schema generation.
Validation + Controls
Link integrity, domain diversity, title/date contracts, consistency checks, auto-regeneration.
Publishing Layer
Draft output, editorial QA, web publish, automated feed and email delivery.
INTAKE → PROCESSING → EDITORIAL → VALIDATION → PUBLISHING
┌──────────────────────────────────────────────────────────────────────────────┐ │ Trigger (schedule/manual) │ ├──────────────────────────────────────────────────────────────────────────────┤ │ Multi-channel ingestion → normalization → credibility/relevance scoring │ ├──────────────────────────────────────────────────────────────────────────────┤ │ Structured story schema generation + automated QA constraints │ ├──────────────────────────────────────────────────────────────────────────────┤ │ Regenerate on failed checks → editorial review → publish + distribution │ └──────────────────────────────────────────────────────────────────────────────┘
This architecture intentionally emphasizes repeatable quality controls over one-shot generation.