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7 changes: 2 additions & 5 deletions profile/README.md
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## ModelSphere
## ModelSphere: Production-Grade Infrastructure for LLM Inference

An open-source LLM inference platform for Kubernetes: deploy a model with a
tuned configuration, route each request to the replica that already holds its
context, scale on LLM signals and SLOs, and tune the serving configuration on
your own workload.
ModelSphere is an open-source LLM inference infrastructure designed to make production-grade model serving simple, efficient, and continuously optimized. It provides instant deployment across heterogeneous accelerators, stays ready for the latest models through a flexible inference architecture, and continuously improves serving performance based on real-world workloads.

**Start here:** [modelsphere/modelsphere](https://github.com/modelsphere/modelsphere) —
the deployment repository, with the install guide and the architecture.
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