Realtime-Bench finds LLMs struggle with low-latency tasks

Apple's framework splits the agent into a planning agent and a UI grounding model, trained with PPO plus GiGPPO neighbor-conditioned value estimation and LLM-as-a-Judge step-level rewards. The 8B RL agents beat SFT and terminal-only RL baselines on UINavBench, iOSWorld and AndroidWorld, with training run across hundreds of concurrent virtual iOS devices.

Lumentum, a data center optics maker, is valued at about $83 billion; Marvell at roughly $221 billion. The all-stock AI infrastructure deal is expected to close in the first half of 2028.