A purpose-built KV cache platform that keeps GPUs producing under long context
As context grows from hundreds of thousands to millions—and ultimately tens of millions—the constraint shifts away from model compute and toward a single operational reality: KV cache must be available exactly when attention needs it, or the GPU stalls. LightInferra is built to remove that bottleneck. LightInferra is a KV-cache-first platform, narrowly tailored to the access patterns and timing constraints of attention, and that specialization is precisely why it can unlock results that broad storage stacks struggle to deliver consistently. For NeoCloud operators, foundation model providers, and managed inference services, LightInferra turns long-context from a performance liability into a controllable advantage—and a revenue opportunity.