Source review in progress

On-Device Edge AI Silicon & Neural Processing Units (NPUs)

Apple Neural Engine, Qualcomm Snapdragon X, Intel Core Ultra, and 4-bit edge inference runtimes

This brief is being checked against individual publications, benchmarks and methods. Its earlier generated source list and confidence labels did not meet the publication standard. The topic remains available here while the evidence is reviewed.