colibri
Run frontier MoE models on hardware you already own — pure C, zero deps, experts streamed from disk. Tiny engine, immense model. 🐦
LiveUpdated 2026-09-19 16:19 UTC
Models & inference
Models & inference scores 62/100 on the Stars Radar money board (#4), with 12 posts and 242.2k views on X over the last 365 days.
2 new tools appeared in this market over the last 7 days, and 2 posts were published about it in the last 72 hours. Jev also rates the room for a newcomer here 2/4.
Top Models & inference tools
models.dev
An open-source database of AI models.
VoxCPM
VoxCPM2: Tokenizer-Free TTS for Multilingual Speech Generation, Creative Voice Design, and True-to-Life Cloning
parakeet
OpenAI Whisper-compatible ASR server using NVIDIA Parakeet TDT 0.6B (ONNX). Super fast CPU/GPU transcriptions
OmniVoice
High-Quality Voice Cloning TTS for 600+ Languages
whisper.cpp
Port of OpenAI's Whisper model in C/C++
moshi
Moshi is a speech-text foundation model and full-duplex spoken dialogue framework. It uses Mimi, a state-of-the-art streaming neural audio codec.
ultravox
A fast multimodal LLM for real-time voice
magnitude
Open source inference engine optimized for consumer hardware. Profiles your machine, recommends the best models for it, then downloads, tunes, and runs them.…
VibeVoice
Open-Source Frontier Voice AI
Qwen3-Omni
Qwen3-omni is a natively end-to-end, omni-modal LLM developed by the Qwen team at Alibaba Cloud, capable of understanding text, audio, images, and video, as…
csm
A Conversational Speech Generation Model
FAQ
Is there money in models & inference?
Jev rates buyer spend 0/4, search demand 0/4, sponsor budgets 0/4 and growth 0/4. Overall market score: 62/100 (#4 of 10).
What are the newest models & inference tools?
colibri, models.dev, VoxCPM, parakeet, OmniVoice. Updated 2026-09-19 16:19 UTC.
How is this ranked?
35% money (Jev judgment), 25% traction on X, 20% momentum over 72 hours, 10% new tools, 10% room for newcomers. See methodology.
Every post is read and classified by Jev (TypeSafe): what it is, which market it belongs to, and whether the link is a real tool. 209 posts from 1 X accounts over the last 365 days, 209 tools, 10 markets. Collected every 5 minutes, fully re-ranked every hour — last update 2026-09-19 16:19 UTC. Full method.