## MODIFIED Requirements ### Requirement: System generates Tamil and Malayalam translations at article creation time The system SHALL generate Tamil (`ta`) and Malayalam (`ml`) translations for each newly created article during ingestion and validate translation quality before persistence. #### Scenario: Translation generation for new article - **WHEN** a new source article is accepted for storage - **THEN** the system requests Tamil and Malayalam translations for headline and summary - **AND** translation generation occurs in the same ingestion flow for that article #### Scenario: Translation failure fallback - **WHEN** translation generation fails for one or both target languages - **THEN** the system stores the base article in English - **AND** marks missing translations as unavailable without failing the whole ingestion cycle #### Scenario: Translation quality validation failure - **WHEN** generated translation fails language/script sanity or gibberish validation checks - **THEN** the system does not persist invalid translation content for that article-language pair - **AND** records validation failure outcome for diagnostics