Pangram verdict · v3.3
We believe that this entire text is AI.
AI likelihood · overall
AIArticle text · 127 words · 3 segments analyzed
Memory is full.
CPU still has room. Yet the next increase in retained data means another Redis shard, another replica, and another pair of servers to operate. For a capacity-bound application, that is an expensive way to grow. Lavik changes the resource that determines capacity: application values live on NVMe SSD, served by an engine that measured 1.14 million GETs per second—faster than Redis on DRAM in the published comparison. That combination opens a much more attractive design: consolidate a memory-bound fleet onto a few storage-dense hosts, with room for the next generation of agent state.[13][1]Capacity model: 300 E2s_v4 Redis VMs versus two L16as_v4 Lavik data VMs and one E2s_v4 Meta-only voter.
One Meta member runs on each VM; only the primary and follower hold the dataset.[1][28][29]1.