LocalAI v4.4.0 adds audio backends, video understanding, and distributed routing
Two new ASR engines, video gen, and prefix-cache-aware routing go live.
LocalAI v4.4.0 is a landmark release that pushes the open-source AI platform into new territory. The headline additions are two brand-new audio backends: parakeet-cpp wraps NVIDIA's NeMo Parakeet (FastConformer TDT/CTC/RNNT) for high-quality CPU-based ASR with streaming and word timestamps, while crispasr is a multi-architecture backend that handles both ASR and TTS from a single binary, supporting Whisper, Parakeet, Moonshine, and more. On the vision side, video understanding lands in llama-cpp via mtmd, and video generation is now possible through stablediffusion-ggml with LTX-2. Object detection and segmentation get a native backend (rfdetr-cpp) with 32 prebuilt GGUFs and per-detection PNG masks.
Distributed mode gets significant upgrades: prefix-cache-aware routing is enabled by default, file transfers are now resumable, and NATS JWT authentication with TLS/mTLS is supported. The new intelligent middleware layer enables capability-based model routing, PII detection and redaction, and cloud-model proxying (including a MITM proxy for Claude Code/Codex subscription auth). Security hardening closes a credential-leak class (CVE-like) across every outbound HTTP client. Other highlights include an interactive local-ai chat CLI, RAG source citations for agents, TTS per-request control instructions, and support for new models like Gemma 4 QAT bundles, Ideogram4, and LTX-2.3 22B GGUFs.
- Two new audio backends: parakeet-cpp (NVIDIA NeMo Parakeet ASR with streaming and timestamps) and crispasr (multi-architecture ASR/TTS in one binary)
- Video understanding (llama-cpp via mtmd) and generation (stablediffusion-ggml with LTX-2), plus native object detection (rfdetr-cpp with 32 GGUF models)
- Distributed mode upgrades: prefix-cache-aware routing default, resumable file transfers, NATS JWT auth, and intelligent middleware for PII filtering and cloud proxying
Why It Matters
LocalAI v4.4.0 brings production-grade multimodal AI to self-hosted setups, with audio, video, and security features that compete with cloud APIs.