Model reference · open weights
MamreTTS is an open-weight audio or speech model from notmax123. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.
Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.
What it is
| Released by | notmax123 |
|---|---|
| Type | Audio & music |
| Task | Text→speech |
| Based on | notmax123/Zonos-Hebrew |
| Released | 2026-02-27 |
| Popularity | 2k downloads / month |
| Licence | Commercial licence needed |
About
MamreVoice is a high-performance, end-to-end Text-to-Speech (TTS) and Voice Conversion system specifically optimized for the Hebrew language. Built on the innovative DiffMamba architecture, it delivers expressive, clear, and lifelike synthetic speech.
MamreVoice utilizes DiffMamba, which addresses the computational heavy-lifting of traditional diffusion models by using Mamba blocks. This allows for long-context handling and faster inference without sacrificing audio quality.
From the published model card. Full card on the HuggingFace links in the sidebar.
How it works
Using it via the API
Once AxForge deploys mamretts for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (mamretts below is illustrative; you get the exact model name on deployment.)
$ curl -sS https://api.axforge.ai/v1/audio/transcriptions \ -H "Authorization: Bearer $AXFORGE_API_KEY" \ -F model="mamretts" -F file=@audio.mp3
Create an account — your API key is available in the console. 3M free tokens every 30 days with every new account.