Together AI details auto repair for GPU clusters

Reddit user frankyboson built a music video in ComfyUI using MiniMax H3 Singularity with a Turbo LoRA at 8 steps EMA, plus a 3-step upscale pass with a realism-people LoRA. They say they had no prior music or video editing experience.

Anthropic says its scientists have partnered with six drug developers — BigHat Biosciences, Bristol Myers Squibb, Divergence Labs, Enveda, Generate Biomedicines and The Column Group — and started its own discovery programs, including for rare childhood muscular dystrophies. Its IPO filing concedes the company needs "first-hand experience" in lab work and regulation.

CUDA 13.4 enforces a transparent per-workload memory boundary in a new time-sharing mode, so allocations above a set size fail as they would on a smaller GPU. Workloads can request an exact amount or a guaranteed minimum with a growable maximum, and pick sm-sharing compute mode.

The Claude apps gateway now accepts oidc.user_id_claim to identify users by an id_token claim other than sub, such as Microsoft Entra ID's oid. Prompt and agent hooks now run at most 24 at a time per session, sub-agents included.

AI Gateway now covers six ElevenLabs model types — speech to text, streaming TTS, realtime voice agents, music, sound effects, and multi-voice dialogue — all behind one gateway API key. All ElevenLabs models are 50% off on AI Gateway through November 9.

Check Point is using OpenAI's Daybreak to accelerate the research behind new security protections, letting analysts turn vulnerability intelligence into customer defenses faster. No benchmark figures or deployment details were disclosed.

Suite of connectors and workflow skills links Claude to custodians, portfolio platforms, CRMs and planning tools; Addepar and BlackRock's Advisor Center are among the first integrations. Anthropic cites Kitces research that advisory practices spend only a sixth of their time in client meetings.