Jta – AI-powered JSON translator with agentic reflection for 3x better quality

1 point

7 months ago

I've been frustrated with AI translation tools that produce inconsistent terminology and unnatural phrasing. So I built Jta, a CLI tool where the AI doesn't just translate—it critiques and improves its own work through "agentic reflection."

Instead of one-shot translation, Jta implements a 3-step cycle: 1. Translate 2. AI evaluates its own work (accuracy, fluency, style, terminology) 3. AI applies its own suggestions to improve

The trade-off: 3x API calls, but significantly better quality. For our production i18n files, this eliminated ~90% of manual fixes we used to do.

GitHub: https://github.com/hikanner/jta

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