A tiny reversible nitinol implant for an enlarged prostate. Stanford Biodesign spinout, FDA approved December 2025.

Zencoder lanza Zenflow for Work, una plataforma de IA que automatiza flujos empresariales y va más allá del código, permitiendo a equipos no técnicos gestionar trabajo con agentes inteligentes

The DeepSpeed workforce unveiled ZenFlow, a brand new offloading engine designed to beat a significant bottleneck in giant language mannequin (LLM) coaching: CPU-induced GPU stalls. Whereas offloading optimizers and gradients to CPU reminiscence reduces GPU reminiscence stress, conventional frameworks like ZeRO-Offload and ZeRO-Infinity usually depart costly GPUs idle for many of every coaching step—ready on sluggish CPU updates and PCIe transfers. For instance, fine-tuning Llama 2-7B on 4× A100 GPUs with full offloading can balloon step time from 0.5s to over 7s, a 14× slowdown. ZenFlow eliminates these stalls by decoupling GPU and CPU computation with importance-aware pipelining, delivering as much as 5× end-to-end speedup over ZeRO-Offload and decreasing GPU stalls by greater than 85%.

The DeepSpeed team unveiled ZenFlow, a new offloading engine designed to overcome a major bottleneck in large language model (LLM) training: CPU-induced GPU stalls. While offloading optimizers and gradients to CPU memory reduces GPU memory pressure, traditional frameworks like ZeRO-Offload and ZeRO-Infinity often leave expensive GPUs idle for most of each training step—waiting on slow CPU updates and PCIe transfers.

Zencoder has launched Zenflow, a free desktop app that orchestrates AI coding agents with structured workflows, spec-driven development, and multi-agent verification—aiming to move teams beyond “vibe coding” and improve enterprise code reliability and productivity.

Label: Ovnimoon Records Catalog: OVNIEP801 Released: 2026-07-03 Style: Psy-Trance Bitrate: Flac+320kbps Tracklist: 01. Orange Pill (Original Mix) (7:06) [center] [center] send.cm - flac send.cm - 320 kbps [/center]

Some 400 million men globally have an enlarged prostate that reduces the flow of urine. Zenflow just got FDA approval to help them with a new product.

Zencoder has launched Zenflow, a free desktop app that orchestrates AI coding agents with structured workflows, spec-driven development, and multi-agent verification—aiming to move teams beyond “vibe coding” and improve enterprise code reliability and productivity.

The DeepSpeed team unveiled ZenFlow, a new offloading engine designed to overcome a major bottleneck in large language model (LLM) training: CPU-induced GPU stalls. While offloading optimizers and gradients to CPU memory reduces GPU memory pressure, traditional frameworks like ZeRO-Offload and ZeRO-Infinity often leave expensive GPUs idle for most of each training step—waiting on slow CPU updates and PCIe transfers.