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LocalAI/docs/content/whats-new.md
mudler's LocalAI [bot] 40d35c0385 docs: onboarding overhaul, dedup, and error docs (#7711) (#10895)
* docs: fix CPU image tag (latest, not latest-cpu)

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: use canonical localai/localai registry in models guide

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: replace dead llama-stable backend with llama-cpp

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: correct mitm-proxy intercept config and redaction tier

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: fix text-to-audio endpoint and broken notice block

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: fix VAD example, stale FAQ, broken link, CLI list, whats-new dump

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: render advanced/reference section indexes (consolidate _index)

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: remove duplicate getting-started build/kubernetes pages

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: fold container image reference into installation/containers

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: remove stale advanced fine-tuning page (superseded by features/fine-tuning)

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: fold distribution/longcat/sound pages into their parents

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: make getting-started index accurate and complete

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: carry one concrete model through the getting-started path

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: add end-to-end 'build your first agent' walkthrough

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: add runtime errors reference; consolidate troubleshooting from FAQ

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: add agent actions catalog

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: agent-scoped MCP, skills walkthrough, agentic disambiguation

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: add concrete gallery install lines to media feature pages

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: merge installation into getting-started (URLs preserved via aliases)

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: add Operations section; move operator pages and P2P API reference

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: journey-ordered top nav and grouped feature sections

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: add docs-with-code process gate (PR template + agent instructions)

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* docs: remove em/en dashes from documentation prose

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-07-17 22:08:20 +02:00

4.4 KiB

+++ disableToc = false title = "News" weight = 10 url = '/basics/news/' icon = "newspaper" +++

Release notes have been now moved completely over Github releases.

You can see the release notes here.

2026 Highlights

  • July 2026: LongCat video and avatar generation - dedicated CUDA backend for LongCat-Video text/image-to-video and LongCat-Video-Avatar-1.5 speech-driven avatars. Includes multi-segment continuation, portrait and recorded-audio inputs in Studio, and an SDPA CUDA 13 ARM64 build for DGX Spark.
  • April 2026: Audio Transform - generic audio-in / audio-out endpoint with optional reference signal. First implementation: LocalVQE C++ backend (joint AEC + noise suppression + dereverberation, DeepVQE-style). Both batch (POST /audio/transformations) and bidirectional WebSocket streaming (/audio/transformations/stream). Studio "Transform" tab with synchronized waveform players for input / reference / output.
  • April 2026: Face recognition backend - insightface-powered 1:1 verification, 1:N identification, face embedding, face detection, and demographic analysis. Ships both a non-commercial buffalo_l model and an Apache 2.0 OpenCV Zoo alternative.
  • May 2026: Speaker diarization - new /v1/audio/diarization endpoint returning "who spoke when" segments. Backed by sherpa-onnx (pyannote-3.0 + speaker embeddings + clustering) for pure diarization, and vibevoice-cpp for diarization bundled with long-form ASR. Supports json / verbose_json / rttm response formats.
  • June 2026: Sound classification - new /v1/audio/classification endpoint for audio tagging / sound-event classification, returning scored AudioSet labels (baby cry, glass breaking, alarms, ...). Backed by ced.cpp, a 527-class AudioSet tagger ported to ggml.
  • June 2026: PII analyze / redact API - the PII detection pipeline (NER + restricted-regex pattern tiers) is now a standalone service: POST /api/pii/analyze returns detected entity spans and POST /api/pii/redact returns the sanitised text (or 400 pii_blocked), without routing a chat request through the middleware. Events gain an origin (middleware / proxy / pii_analyze / pii_redact) so /api/pii/events can be filtered by source.
  • July 2026: Model capabilities endpoint - GET /v1/models/capabilities, an additive superset of /v1/models that reports each model's capabilities plus its input_modalities / output_modalities (text / image / audio / video). Lets clients route attachments using inferred or explicitly declared model modalities instead of backend-name checks.
  • June 2026: Concurrent scoring and PII NER on llama.cpp - the Score (router classifier) and TokenClassify (PII NER) primitives now ride llama.cpp's server task queue instead of locking the context, so they run concurrently with chat/completion/embedding traffic and with each other. The known_usecases restriction that forced dedicated scorer/NER model configs on llama-cpp is lifted, repeated scoring calls reuse the prompt KV cache across candidates, and scoring inputs are no longer capped by the physical batch size.

2024 Highlights