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clawfort/openspec/specs/translation-quality-validation-gates/spec.md
Santhosh Janardhanan 679561bcdb
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2026-02-13 09:14:04 -05:00

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