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Implement TranslateGemma Translation Module

Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.

Linked challenge: Multilingual Policy Analyzer via Fine-Tuned TranslateGemma

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Linked challenge
Multilingual Policy Analyzer via Fine-Tuned TranslateGemma

Prompt source

Original prompt text with formatting preserved for inspection.

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Implement the core translation module. Use TranslateGemma (specifically the 12B parameter version) to translate policy snippets from French and Mandarin into English. Ensure the translation quality is high enough to preserve nuances critical for policy analysis. Integrate this with a data storage solution using PostgreSQL with `pgvector` for future retrieval of source and translated texts.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Hold the task contract and output shape stable so generated implementations remain comparable.

Tune next

Update libraries, interfaces, and environment assumptions to match the stack you actually run.

Verify after

Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.