Liquid RIPL: Millisecond-level real-time intelligent engine released
Liquid RIPL returns complete generated responses in less than 50 milliseconds, supporting real-time requests on NVIDIA GPUs. LFM2.5-1.2B shows a 14.4–28.4 times lower p95 latency on RIPL compared to Qwen3.5-0.8B on vLLM, and Shopify has deployed it in production for search enhancement.




















