Update README.md

README.md

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 pinned: false
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-# Foundation Model Stack
+# IBM AI Platform
 
-Foundation Model Stack (fms) is a collection of components developed out of IBM Research used for development, inference, training, and tuning of foundation models leveraging PyTorch native components. 
+IBM's AI Platform is a collection of components developed out of IBM Research used for development, inference, training, and tuning of foundation models leveraging PyTorch native components. 
 
 ## Optimizations
 
-In FMS, we aim to bring the latest optimizations for pre-training/inference/fine-tuning to all of our models. A few of these optimizations include, but are not limited to:
+In this platform, we aim to bring the latest optimizations for pre-training/inference/fine-tuning to all of our models. A few of these optimizations include, but are not limited to:
 
 - fully compilable models with no graph breaks
 - full tensor-parallel support for all applicable modules developed in fms
@@ -22,11 +22,11 @@ In FMS, we aim to bring the latest optimizations for pre-training/inference/fine
 
 ## Usage
 
-FMS is currently being deployed in [Text Generation Inference Server](https://github.com/IBM/text-generation-inference)
+Components such as speculative decoding have been deployed to [vLLM](https://docs.vllm.ai/en/latest/getting_started/examples/mlpspeculator.html)
 
 ## Repositories
 
-- [foundation-model-stack](https://github.com/foundation-model-stack/foundation-model-stack): Main repository for which all fms models are based
-- [fms-extras](https://github.com/foundation-model-stack/fms-extras): New features staged to be integrated with foundation-model-stack
+- [foundation-model-stack](https://github.com/foundation-model-stack/foundation-model-stack): Main repository for which all AI platform models are based
+- [fms-extras](https://github.com/foundation-model-stack/fms-extras): New features staged to be integrated with our AI platform
 - [fms-fsdp](https://github.com/foundation-model-stack/fms-fsdp): Pre-Training Examples using FSDP wrapped foundation models
-- [fms-hf-tuning](https://github.com/foundation-model-stack/fms-hf-tuning): Basic Tuning scripts for fms models leveraging SFTTrainer
+- [fms-hf-tuning](https://github.com/foundation-model-stack/fms-hf-tuning): Basic Tuning scripts for AI platform models leveraging SFTTrainer