From 3a4493dd03de5df95d3e09991733a9f9a1e727e8 Mon Sep 17 00:00:00 2001
From: Ean Garvey <87458719+monorimet@users.noreply.github.com>
Date: Tue, 24 Sep 2024 15:06:14 -0500
Subject: [PATCH] Update README.md

---
 README.md | 20 ++++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index f1b1a674e..d8e39acee 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # SHARK Turbine
 
-This repo is Nod-AI's integration repository for various model bringup
+This is the AMD SHARK team's integration repository for various ML model bringup
 activities and CI. In 2023 and early 2024, it played a different role
 by being the place where FX/Dynamo based torch-mlir and IREE toolsets
 were developed, including:
@@ -11,20 +11,20 @@ were developed, including:
 * [IREE Turbine](https://github.com/iree-org/iree-turbine)
 * [Sharktank and Shortfin](https://github.com/nod-ai/sharktank)
 
-As these have all found upstream homes, this repo is a bit bare. We will
-continue to use it as a staging ground for things that don't have a
-more defined spot and as a way to drive certain kinds of upstreaming
-activities.
-
-
-## Current Projects
+As these have all found upstream homes, this repo is now responsible for:
+ - Exporting (via iree-turbine tooling) and compiling (via iree-compile) torch modules from various sources, mostly huggingface libraries
+ - Carrying alternative (maximally exported and compiled) implementations to complex inference tasks e.g. Stable Diffusion (1.5, 2.1, SDXL, SD3, Flux)
 
 ### turbine-models
 
 The `turbine-models` project (under models/) contains ports and adaptations
 of various (mostly HF) models that we use in various ways.
 
-### CI
+The only implementation in turbine-models that is currently canonical is stable diffusion, which is slated for migration to https://github.com/nod-ai/SHARK-Platform for productionization -- it is to be temporarily preserved here for proof of concept, functionality, and performance.
+
+In the near future, the remaining purpose of turbine-models is to maintain and validate the " library import -> nn.module -> iree-turbine (dynamo) -> iree-compile " export and compilation stack, for a few different key model classes or suites.
+The model validation and benchmarking of compiled artifacts is under migration to [SHARK-TestSuite](https://github.com/nod-ai/SHARK-TestSuite)
 
-Integration CI for a variety of projects is rooted in this repo.
+### CI / Tracking
 
+A number of model support tasks are tracked in this repo's issues, and its CI is designed to be the origin point for any MLIR/VMFB artifacts used further downstream in test/benchmark/regression suites.