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Meta AI News
Meta AI news from AiLookout: the latest on Meta’s Llama models, the Meta AI assistant, smart glasses, AI ad systems, research and lawsuits, with sources.
Newest first, each with its sources linked.
About our Meta AI coverage
Meta builds AI across its apps and devices: the Llama model family, the Meta AI assistant in Facebook, Instagram and WhatsApp, AI-driven advertising systems, smart glasses, and research from its AI labs. This hub collects AiLookout’s Meta AI news, newest first, including model releases, product features, infrastructure spending, research papers, and the legal cases that touch Meta’s training data.
When a figure comes from Meta, such as a benchmark score, user count or capital spending plan, the story attributes it to Meta and links the post, paper or earnings release. Court filings and independent reporting are linked separately so readers can weigh each claim.
Use this page to follow how Meta is using AI across its business, or to compare its open-weight approach with the closed models covered on our OpenAI news and Claude news hubs. Every story here links its primary sources, shows its publication date, and discloses the AI assistance used to write it. New stories are added as they are published, and older coverage stays available further down the list.
Latest Meta AI News

Meta builds a humanoid robot prototype with Fourier in three months
The 106-pound Max humanoid runs on Nvidia's Jetson Thor, mimics facial expressions on a screen, and is already testing a second version for household tasks.

House Democrats ask Trump to preserve AI chatbot records and demand incident reports from five labs
House Democrats asked President Trump to preserve his conversations with Grok and other AI chatbots, as part of a broader oversight push that includes letters to Anthropic, Google, Meta, OpenAI and xAI requesting detailed reports on AI safety incidents due by November 11, 2026.

Fashion cozies up to AI with robot models, Meta Glasses and AI-sponsored runways
The Mercury News reports the fashion industry is embracing AI and tech with robot models on runways, Meta Glasses sponsorships, and influencers flown to Meta's campus to try AI wearables — while audiences remain skeptical of the technology push.

Meta deploys LLM-powered Just-in-Time Catching Tests at full scale, catching 74 serious bugs in 6 months
Meta's engineering team published the results of deploying Catching JiTTests — an LLM-powered system that generates executable tests on the fly for every code change to catch bugs before they land — across Meta's infrastructure, where it has engaged 589 engineers (64% of outreach) with a 60% true-positive rate, catching 74 serious privacy bugs in the first half of 2026 and reducing overall privacy SEVs by 20%.

Hugging Face releases open Swift packages for on-device speech and decisions on Apple platforms
Hugging Face's mattt released two open-source Swift packages — AnySpeechRecognizer and AnyDecisionModel — that let Apple developers run speech recognition and decision models entirely on device, with a choice of open models including NVIDIA's Parakeet, Alibaba's Qwen3-ASR and decision models from Jev or Ollama.

Meta's Muse Spark 1.3 evaluation keeps a possible high-risk finding for bio risks
Meta's new evaluation report for its Muse Spark 1.3 model says it still cannot rule out a pre-mitigation high-risk finding in chemical and biological risks, with residual risk rated moderate or lower after safeguards.

NVIDIA and Meta expand their Muse partnership as NVIDIA invests $3 billion
NVIDIA and Meta said on 27 October they will deepen their collaboration on the Muse assistant and Muse models, and NVIDIA will invest $3 billion in Meta's equity offering.

Meta launches $35 billion of stock offerings and plans a $60 billion share sale to fund AI
Meta is selling $22.5 billion of common stock through forward sales and $12.5 billion of mandatory convertible preferred, with up to $60 billion of Class C stock to follow from 2027.

Meta delays its website-crawling business terms to 20 November as the UK CMA steps in
Meta pushed its new Commercial Terms, which let it crawl websites tied to business accounts, from 30 October to 20 November after publisher protests, a CMA letter and EU complaints.

NVIDIA releases Nemotron 3.5 Bolt E4B, a 4GB model for local voice agents
NVIDIA's Nemotron 3.5 Bolt E4B 4GB is a Gemma 4-based small model trained with reinforcement learning only. It leads 4B peers on instruction following but loses some vision skill.

Meta buys AI analytics startup Sundial and brings its ex-Meta founders home
Meta has acquired Sundial, an AI data analytics startup founded by former Meta leaders Julie Zhuo and Chandra Narayanan, and is folding it into the data unit run by Alex Schultz.

Meta launches its Muse AI agent in Japan with Mercari, Money Forward and Ticket Pia
Japan is Muse's first market outside North America. The agent arrives on iOS, Android and muse.ai with local partners and a Klook booking flow, but without voice mode or Muse email yet.

1Password lets AI agents like Muse, Dots and Claude Duet sign in without seeing passwords
1Password for Agents fills logins for approved personal AI agents so the credential never reaches the model, starting with Meta, Anthropic, OpenAI, SpaceXSI and Town integrations.

Meta creates non-voting Class C shares to fund its AI push as Muse tops 10 million users
Meta will issue a non-voting Class C stock in January 2027 to fund AI spending, hiring and deals, while Zuckerberg said over 10 million people have set up Muse agents and a quarter use it daily.

Judge orders Meta to name everyone who approved downloading pirated books for Llama
A 19 October discovery order says Meta must identify every person behind its LibGen and Anna's Archive downloads, including who decided how to handle seeding over BitTorrent.

Kakao releases Kanana-2 vision encoder weights in 426M and 98M sizes
Kakao's new open-weight Kanana-2 vision encoders lead Apple, Meta, Google and Qwen encoders on its own 42-benchmark average, with big gains on Korean OCR and documents, under a custom licence.

Google open-sources TorchTPU so PyTorch runs natively on TPUs
Built with Meta, TorchTPU lets PyTorch models target Google's TPUs as a normal device, replaces the deprecated PyTorch/XLA bridge, and ships with TPU versions of vLLM and SGLang.

Meta Muse share links can be found through public DNS records, researchers say
Meta has paused Muse sharing after security firm Claroc found more than 6,800 share links in public DNS records, listed by conversation title, some exposing loan applications, revenue reviews and meeting notes.

Meta details Prometheus, the Ohio supercluster that trained Muse Wonder
Meta says the first phase of its gigawatt-scale Prometheus cluster in New Albany, Ohio, is complete, with hundreds of thousands of NVIDIA GPUs, over 85% pre-training goodput and a path to about a million GPUs.

WhatsApp help pages hid chatbot orders not to recommend privacy regulators
Redact found 102 hidden LLM instruction blocks on about 80 WhatsApp help pages, including orders not to recommend data protection authorities or cite GDPR. WhatsApp told WIRED a bug exposed them and removed the text.

OpenAI and Meta tell a federal evidence panel deepfakes will outrun reliable detection
At the Advisory Committee on Evidence Rules' 15 October 2026 Boston meeting, OpenAI and Meta panelists warned that synthetic audio and video are getting harder to authenticate, while a draft Rule 901(c) and an FJC survey still show few courtroom deepfake fights so far.

Meta delays its new business crawling terms to 20 November after publisher pushback
Meta has pushed its new Commercial Terms from 30 October to 20 November after publishers objected. The AI 'train' wording is already gone, but the crawling and test-credential rights remain, and robots.txt is still only in Meta's statements.

PrismML releases Ternary Bonsai 2 in 2B, 4B and 9B sizes for phones and laptops
PrismML released three ternary vision-language models on 15 October 2026, Ternary Bonsai 2 2B, 4B and 9B, built from Qwen3.5 with every weight stored as -1, 0 or +1. The files are 0.43GB, 0.95GB and 2GB, the weights are Apache 2.0, and PrismML says they keep most of the full-precision models' benchmark scores.

Meta releases Muse Spark Open, an 816B open-weight model that runs on two Mac Studios
Meta has published the weights of Muse Spark Open, an 816-billion-parameter multimodal model with 42 billion active parameters and a 1M-token context, built for coding and agents. Apple measured it at about 16 to 37 tokens per second on two to four M5 Ultra Mac Studios. The scores are Meta's own.

Meta shares ten health studies doctors ran with its Muse AI models
Meta says a small group of physician-researchers used a Muse Spark 1.3 and Muse Wonder coding agent on about five million de-identified health records to produce ten observational studies in weeks. The team’s own report says the model was sometimes confidently wrong.

Hermes Agent v0.22.0 adds a free setup model, app connectors and one-click local models
Nous Research’s v0.22.0 ‘Threshold Release’ of its MIT-licensed Hermes Agent opens fresh desktop installs on a guided setup chat that runs on a free trial model, adds hosted app connectors without an account, installs llama.cpp for local models in one click, and moves installs to tested stable releases.

Facebook adds Your algorithm so people can steer Feed and Reels in their own words
Meta brought Instagram’s Your algorithm tool to Facebook on 13 October, letting people add topics and explain in plain language what they want more or less of in Feed and Reels, with large language models now feeding the ranking systems.

Hugging Face puts llama.cpp in a Windows 11 tray app called Llama Windows
Llama Windows is a free, open-source WinUI 3 app that installs llama.cpp without admin rights, downloads GGUF models from the Hugging Face Hub in one click, and exposes an OpenAI-compatible local server at localhost:9931, with day-one support for Windows on Arm and NVIDIA RTX Spark.

OpenAI and Anthropic back binding AI safety rules at a UK Parliament hearing
At a Commons committee hearing on 13 October, Anthropic said AI safety rules should be binding and OpenAI backed mandatory incident reporting, while Google DeepMind and Meta would not support new legislation. UK officials admitted that model testing by the AI Security Institute is voluntary.

Meta unveils liquid-cooled 102.4T switches and a new GPU fabric at OCP 2026
At the Open Compute Project summit, Meta showed IcePack, its first liquid-cooled network rack, a fabric that gives each GPU eight separate network paths, an Ethernet switch built for its MTIA chips, and open-source MetaRoCE transport code.

Meta launches Muse Wonder and Muse Wonder Full frontier models for agents and coding
Meta’s Muse Wonder is live on the Meta Model API at $4 and $20 per million tokens, with a 1M-token context; the stronger Muse Wonder Full is limited to Muse Code subscribers. Meta’s own scorecard puts Full ahead of GPT-6 Astra and Claude on agent and long-horizon coding tests, but behind Claude Opus 5.5 on several others.

NVIDIA opens Vera Rubin rack designs at OCP and plans USFP optics with Cisco
At the OCP Global Summit NVIDIA contributed Vera Rubin rack and tray designs through MGX 1.2, published a Vera CPU rack spec for agents, co-authored an open data center spec with AMD, Google and Meta, and unveiled USFP, a planned 400 Gb/s-per-lane pluggable optic built with Cisco.

Humanizer ships app 0.3.3 for its local 12B AI-draft rewriter
On 10 October 2026 the humanizer project released macOS and Windows app 0.3.3 for its Apache-2.0 12B rewriter that turns AI drafts into more human-sounding prose while aiming to keep numbers, names, dates, and quotes. The model fine-tunes google/gemma-4-12B and runs offline after download; detector and fact-fidelity scores are the authors’ own.

Kisoku 1.6B open-weights a solo from-scratch TPU Research Cloud pretrain
Joseph Rodriguez’s Kisoku 1.6B (Hugging Face created 7 October) is a from-scratch 1.6B base model trained solo on a TRC TPU v4-32. Report draft 4 claims a 5–5 split with Llama 3.2 1B on a shared harness with ~0.5T tokens. Scores are the author’s.

Base Compute opens Superfluid for multi-agent local LLM serving
Base Compute’s 8 October Hugging Face post introduces Superfluid, an Apache-2.0 local LLM server aimed at several agents sharing one machine. It speaks OpenAI, Anthropic, and Ollama APIs over llama.cpp, MLX, and BaseRT. We did not install it.

Meta FAIR’s RoboJEPA repo is live with CC BY-NC-SA weights
A 7 October arXiv preprint from Meta FAIR and Mila fits a second-order compute law for an 8B latent JEPA predictor on 12 robot embodiments. Table 3’s Franka scores remain the authors’. On 10 October the named github.com/facebookresearch/robo_jepa repository resolves with README, src/, configs/, and CC BY-NC-SA 4.0 license text, plus dl.fbaipublicfiles.com weight URLs. We did not download multi-gigabyte checkpoints or run a robot.

Underdog releases Saluki 27B, a 7.89 GB 2-bit Qwen3.8 GGUF
The 7 October Underdog page and Hugging Face card ship an Apache-2.0 IQ2-mix build of Qwen3.8-27B for stock llama.cpp. Underdog Bench scores 88 of 120 against 84 for the full model. Math retention is about 82–85%. Those scores are Underdog’s.

Nature publishes Ai2’s Bolmo: retrofit Olmo, Qwen and Llama to bytes
A 7 October Nature paper describes byteification: turning an existing subword LLM into a byte-level model with 49.1 billion extra tokens. Ai2 points to Bolmo, Bwen 8B and Blama 8B. Hugging Face created the Bwen and Blama cards in August. The scores are the authors’.

Meta adds an LLM to flag ads that signpost off-platform child-exploitation material
Meta’s 7 October post describes a new language model for “signposting” ads, plus destination checks, AI ad sweeps and a red-teaming agent. The January–June 2026 action counts are Meta’s. We did not test the systems or review ads.

Biohub, DOE and NIH expand the Virtual Biology Initiative to a $1.8 billion data stack
Biohub’s 7 October post adds multi-year DOE money, NIH dataset coordination, and $300 million from DeepMind, Isomorphic Labs and Meta. The $1.8 billion total mixes new pledges with Biohub’s April commitment and prior NIH investment.

Sierra publishes Personal Agent Protocol draft 0.1, Poppy. OpenAI is among 35 new design partners
The 9 October Sierra post publishes a draft of Personal Agent Protocol, called Poppy, and lists 35 more design partners including OpenAI. The v0.1 text is at personalagentprotocol.org under Apache 2.0. A reference implementation is still promised.

