translation engines · per-language strength · not ops scorecard

Models that handle translation what each engine supports

Every MT-capable path on lang.ugrad — offline Ollama, edge Workers AI, free APIs — with H / M / L strength per language so you can pick an engine that actually covers your seats. Default offline: qwen3:8b. Default edge: m2m100-1.2b.

Ollama · checking… edge · m2m100 live loading mt-models.json…

H high · M medium · L low · N not for MT

Need offline (pull these)

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Engine ranking · skill % · pack coverage

Each engine: skill % first, then covered / total language pack (H+M+L vs full catalog).

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Language × engine matrix

Rows = zen target languages. Columns = MT engines (not code/embed models).

Best engine pick per language

Not for translation

Empty / pull later

Zen · offline qwen3 Zen · edge m2m100 Charts · engine arena mt-models.json Alice arena board