ചോദിക്കൂ, ഞാൻ മലയാളത്തിൽ മറുപടി പറയാം

Tap the circle and ask in Malayalam. Pause, and it answers aloud.

Settings & details

Speech recogniser

Whisper-small v2 (mine) · CTranslate2 int8My fine-tuned Whisper-small v2 · 32.7% WER on clean test set

IndicConformer 600M (AI4Bharat) · CTCAI4Bharat IndicConformer 600M · 30.1% WER, about 7× faster

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How it works

Your browser listens with a small voice-activity model and sends each question when you pause. Three small open models answer it on a CPU, with no GPU and no external API:

Speech to text: sajilck/whisper-small-malayalam-v2 (CTranslate2 int8) or IndicConformer
Reply: gemma-4-E2B-it-Q4_0.gguf (llama.cpp)
Voice: sajilck/mms-tts-malayalam-sajil (VITS, my voice)

Small open models write limited Malayalam, so replies can be short or partly wrong. The voice skips digits and English words.

Built by Sajil C.K. · Non-commercial use (the voice model is cc-by-nc-4.0).