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

How it answers

Answer directly in MalayalamFastest. The model reads and answers in Malayalam.

Think in English, answer in MalayalamTranslates your question to English, where small models reason better, then translates the answer back. A little slower.

Show how long each step took

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).