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openspec/specs/translation-quality-validation-gates/spec.md
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## Purpose
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Canonical specification for translation-quality-validation-gates requirements synced from OpenSpec change deltas.
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## Requirements
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### Requirement: Translation output passes quality validation before use
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The system SHALL validate generated Tamil and Malayalam translation output for language/script sanity and gibberish risk before persistence or delivery.
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#### Scenario: Valid translation accepted
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- **WHEN** generated translation passes configured language and quality checks
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- **THEN** the system stores and serves the translated content
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- **AND** records a successful validation outcome
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#### Scenario: Invalid translation rejected
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- **WHEN** generated translation fails language/script or gibberish checks
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- **THEN** the system rejects translated output for that article-language pair
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- **AND** records a validation failure reason for operations visibility
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### Requirement: Validation failure fallback is deterministic
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When translation quality validation fails, the system SHALL provide deterministic English fallback behavior.
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#### Scenario: Failed translation falls back to English
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- **WHEN** a client requests language content for an article whose translation failed validation
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- **THEN** the system returns English source headline and summary
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- **AND** response shape remains consistent with language-aware responses
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