Speculative decoding can help AI chatbots improve throughput and reduce hardware demand by using a smaller model to draft tokens that a larger model validates.

Abstract: In the contemporary digital media environment, video encoding is of paramount importance for applications such as streaming and video conferencing. With the increasing demand for higher ...

Per-agent tok/s is the aggregate output throughput divided by the concurrency level. Note how it collapses from roughly 40 (single user) to roughly 10 (8 concurrent) in both modes. The GB10 is ...

"sweep": "HIP_VISIBLE_DEVICES=1 PYTHONPATH=. python3 scripts/qwen35_concurrency_decode_sweep.py --model /models/hipengine/Qwen3.6-35B-A3B-PARO-full4096-e5-packed-MTP ...

Abstract: Within a digital system the information is represented by means of binary digits, also known as “bits”, and most frequently they have the meaning of numbers. In order to show the value of a ...