AI Weekly

Canada to invest up to $1.6B in Toronto-based AI company Cohere | CBC News

Google's AI Mode in Search routed US users to the Federal Election Commission when asked who won the 2020 presidential election, even as the same tool answered 2016 and 2024 plainly,

Universal Music Group and Udio announced on Oct 29 they resolved UMG's copyright suit and signed licensing agreements for UMG's recorded music and publishing catalogues. The settlement includes compensatory payments plus a planned 2026 subscription platform trained only on authorized, licensed music with fingerprinting and filtering; artists and songwriters opt in. It is the first major-label AI-music lawsuit to resolve via a commercial license, resetting the template for pending Suno/Anthropic cases.

Josh Kushner's Thrive Holdings struck a definitive deal on Oct 29 to buy ADT for $10/share — $7.6B equity, $15.3B enterprise value, a 45.6% premium with a 30-day go-shop. OpenAI is Thrive's partner and investor, supplying frontier models and forward-deployed engineers; COO Brad Lightcap framed the deal as a template for 'frontier AI deployed rapidly across entire organizations.' Apollo is financing with no financing contingency.

Independent researcher Ben Zimmermann scanned 7.25M public Gitee repos and found 26,400 still-working credentials, including 9,473 Alibaba Cloud AccessKey pairs, 3,170 DeepSeek keys, 1,489 Zhipu BigModel keys and 1,348 OpenAI keys — plus one active organization-admin credential for a major enterprise AI platform. Nearly half of the exposures date to 2025 commits. Zimmermann notified the top-affected vendors but not the leaking developers; he urges treating any key ever pushed to public Gitee as compromised.

Independent researcher Ben Zimmermann scanned 7.25 million public Gitee repositories, China's largest code-hosting service, and recovered 26,400 cloud and AI credentials that still worked when tested against the services that issued them,

Inclusion AI, Westlake and Tsinghua posted Intrinsic Distribution Matching, which augments DMD with a feature-moment constraint on the generator's EMA features — no external encoder or discriminator required. On Qwen-Image 20B at 2 NFE it hits 94.25% on LongText-CN and 90.20% on LongText-EN (both SOTA), 0.91 GenEval and 6.34 FID. Code is open at github.com/inclusionAI/IDM; the paper leads Hugging Face's daily chart at 116 upvotes.

Pika Labs has posted the weights for Pika H3 Flex, a 33-billion-parameter video model, on Hugging Face . The model is a post-trained variant of MiniMax-H3 and generates video with synchronized audio in six sampling steps.

A paper posted to Hugging Face on October 30 claims to run a feed-forward world model at 9.02 frames per second on a single H100, well above the sub-two-FPS numbers the paper reports for the temporal-context baselines it tests against.

Universal Music Group and Udio said on Oct. 29, 2025 that they settled UMG's copyright infringement suit against the AI music startup and signed license agreements covering both UMG's recorded music and publishing catalogues, laying the ground for a new generative-AI subscription service to launch in 2026.