GLM 5.2
Frontier coding and long horizon agentic workflows. Project scale reasoning that holds context across a full build.
744B MoE40B active1M contextFP8
Numinous Inference runs the best open weight models on dedicated Blackwell capacity, engineered for very high throughput, steady uptime, and a fair price per token. Frontier models, your own checkpoints, and the performance work to make them fast.
Frontier coding and long horizon agentic workflows. Project scale reasoning that holds context across a full build.
Long horizon coding, visual interface generation, and agent swarms that run a task end to end.
Blackwell silicon, quality-preserving quantization, speculative decoding, and a tuned serving stack. Two lanes per model: a low latency fast lane for the highest tps, and a high concurrency standard lane for throughput at scale.
Fast and standard lanes on Blackwell. Speculative decoding and continuous batching push the highest tokens per second in production.
Dedicated capacity, graceful failover, and a base that never cold starts. Uptime you can route to.
Prefix caching makes repeated context nearly free to serve. The savings land in your bill, not ours.
Bring your own fine tunes and private checkpoints, or any open weight architecture. We stand it up on the same high throughput stack.
We take a model from raw weights to a fast, reliable endpoint: quantization, serving optimization, and throughput tuning on Blackwell.
Rigorous benchmarking and quality parity testing, with latency distributions and methodology you can trust.