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README.md

@@ -6,7 +6,7 @@ Microsoft Collective Communication Library (MSCCL) is a platform to execute cust
 
 MSCCL is an inter-accelerator communication framework that is built on top of [NCCL](https://github.com/nvidia/nccl) and uses its building blocks to execute custom-written collective communication algorithms. MSCCL vision is to provide a unified, efficient, and scalable framework for executing collective communication algorithms across multiple accelerators. To achieve this, MSCCL has multiple capabilities:
 
-- Programmibility: Inter-connection among accelerators have different latencies and bandwidths. Therefore, a generic collective communication algorithm does not necessarily well for all topologies and buffer sizes. MSCCL allows a user to write a hyper-optimized collective communication algorithm for a given topology and a buffer size. This is possbile through two main components: [MSCCL toolkit](https://github.com/microsoft/msccl-tools) and [MSCCL runtime](https://github.com/microsoft/msccl) (this repo). MSCCL toolkit contains a high-level DSL (MSCCLang) and a compiler which generate an IR for the MSCCL runtime (this repo) to run on the backend. MSCCL will always MSCCL will automatically fall back to a NCCL's generic algorithm in case there is no custom algorithm. [Example](#Example) provides some instances on how MSCCL toolkit with the runtime works. Please refer to [MSCCL toolkit](https://github.com/microsoft/msccl-tools) for more information.
+- Programmibility: Inter-connection among accelerators have different latencies and bandwidths. Therefore, a generic collective communication algorithm does not necessarily well for all topologies and buffer sizes. MSCCL allows a user to write a hyper-optimized collective communication algorithm for a given topology and a buffer size. This is possbile through two main components: [MSCCL toolkit](https://github.com/microsoft/msccl-tools) and [MSCCL runtime](https://github.com/microsoft/msccl) (this repo). MSCCL toolkit contains a high-level DSL (MSCCLang) and a compiler which generate an IR for the MSCCL runtime (this repo) to run on the backend. MSCCL will always automatically fall back to a NCCL's generic algorithm in case there is no custom algorithm. [Example](#Example) provides some instances on how MSCCL toolkit with the runtime works. Please refer to [MSCCL toolkit](https://github.com/microsoft/msccl-tools) for more information.
 - Profiling: MSCCL has a profiling tool [NPKit](https://github.com/microsoft/npkit) which provides detailed timeline for each primitive send and receive operation to understand the bottlenecks in a given collective communication algorithms.
 
 MSCCL is the product of many great researchers and interns at Microsoft Research. Below is a list of our publications: