fix: Address misnamed paths

README.md

@@ -1,8 +1,8 @@
 # Kubernetes AI Toolchain Operator (Kaito)
 
-![GitHub Release](https://img.shields.io/github/v/release/Azure/kaito)
+![GitHub Release](https://img.shields.io/github/v/release/kaito-project/kaito)
 [![Go Report Card](https://goreportcard.com/badge/github.com/kaito-project/kaito)](https://goreportcard.com/report/github.com/kaito-project/kaito)
-![GitHub go.mod Go version](https://img.shields.io/github/go-mod/go-version/Azure/kaito)
+![GitHub go.mod Go version](https://img.shields.io/github/go-mod/go-version/kaito-project/kaito)
 [![codecov](https://codecov.io/gh/Azure/kaito/graph/badge.svg?token=XAQLLPB2AR)](https://codecov.io/gh/Azure/kaito)
 
 | ![notification](docs/img/bell.svg) What is NEW! |

config/manager/kustomization.yaml

@@ -4,5 +4,5 @@ apiVersion: kustomize.config.k8s.io/v1beta1
 kind: Kustomization
 images:
 - name: controller
-  newName: ghcr.io/azure//kaito
+  newName: ghcr.io/kaito-project/kaito/workspace
   newTag: latest

docs/How-to-use-kaito-in-aks-arc.md

@@ -6,7 +6,7 @@ AKS Arc, or Azure Kubernetes Service (AKS) on Azure Arc, is a service that exten
 Follow the workflow below to enable this feature.
 
 ## Supported Models
-Currently KAITO supports models such as Falcon, Phi2, Phi3, Llama2, Llama2Chat, Mistral. Please refer to KAITO’s [readme](https://github.com/Azure/kaito/blob/main/presets/README.md) file for the latest models. 
+Currently KAITO supports models such as Falcon, Phi2, Phi3, Llama2, Llama2Chat, Mistral. Please refer to KAITO’s [readme](https://github.com/kaito-project/kaito/blob/main/presets/README.md) file for the latest models. 
 
 ## Prerequisite
 1.	Before you begin, please make sure you have the following details from your infrastructure administrator:

docs/custom-model-integration/reference-image-deployment.yaml

@@ -12,7 +12,7 @@ inference:
     spec:
       containers:
       - name: custom-llm-container
-        image: ghcr.io/azure/kaito/llm-reference-preset:latest
+        image: ghcr.io/kaito-project/kaito/llm-reference-preset:latest
         command: ["accelerate"]
         args: 
           - "launch"

docs/rag-todos.yaml

@@ -0,0 +1,53 @@
+apiVersion: kaito.sh/v1alpha1
+kind: RAG_Workspace
+metadata:
+  name: random
+
+resources:
+   - instanceType: "Standard_NC12s_v3"
+     labelSelector:
+        matchLabels:
+          apps: RAG
+rag:
+  index: # Dataset input
+    # Optional
+    storage: # Need to handle following: azure, aws, (gcp?), postgresql, data via api
+      # Example #1
+      AzureCosmosDB: URI
+      secret: <secret_store> # Auth (CSI Secret Store)
+      # Example #2
+      AWSDocDB: URI
+      secret: <secret_store> # Auth (CSI Secret Store)
+      # Example #3
+      # If blank use data via API and FAISS
+      # Example #4
+      # Perssitent Volume - local files (SimpleDirectoryReader)
+  query: # FAISS (Take out of CRD and put in POST Request)
+    search_method: "l2" # Voronoi Search, product search
+
+  models:
+    llm:
+      endpoint: "URL" # Service Endpoint
+      # -- OR --
+      secret: # OpenAI Secret (Prorjected Volume)
+
+
+    embedding_model:
+      endpoint: "URL" # Service Endpoint - need to add presets for embedding
+      # -- OR --
+      secret: # OpenAI Secret (Prorjected Volume)
+      # -- OR --
+      hf_model:
+         - name: "BAAI/bge-small-en-v1.5" # model_id
+           token: # Optional
+           remote: false # can also run remotely
+
+
+
+
+
+Whole RAG workflow runs on one node
+POST Request for handling Indexing Uses CRD information for Storage Info (Optional)
+
+
+

terraform/kaito.tf

@@ -26,7 +26,7 @@ resource "azurerm_federated_identity_credential" "kaito" {
 # Install the gpu-provisioner chart
 resource "helm_release" "gpu_provisioner" {
   name             = "gpu-provisioner"
-  chart            = "https://raw.githubusercontent.com/Azure/kaito/refs/heads/gh-pages/charts/kaito/gpu-provisioner-${var.kaito_gpu_provisioner_version}.tgz"
+  chart            = "https://raw.githubusercontent.com/kaito-project/kaito/refs/heads/gh-pages/charts/kaito/gpu-provisioner-${var.kaito_gpu_provisioner_version}.tgz"
   namespace        = "gpu-provisioner"
   create_namespace = true
 
@@ -48,7 +48,7 @@ resource "helm_release" "gpu_provisioner" {
 # Install the kaito-workspace chart
 resource "helm_release" "kaito_workspace" {
   name             = "kaito-workspace"
-  chart            = "https://raw.githubusercontent.com/Azure/kaito/refs/heads/gh-pages/charts/kaito/workspace-${var.kaito_workspace_version}.tgz"
+  chart            = "https://raw.githubusercontent.com/kaito-project/kaito/refs/heads/gh-pages/charts/kaito/workspace-${var.kaito_workspace_version}.tgz"
   namespace        = "kaito-workspace"
   create_namespace = true
 }