diff --git a/docs/conf.py b/docs/conf.py
index 1079f9cd14..7a4dec6213 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -25,10 +25,10 @@
 # -- Project information -----------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information
 
-project = "NeMo-Gym"
+project = "NeMo Gym"
 copyright = "2025, NVIDIA Corporation"
 author = "NVIDIA Corporation"
-release = "0.1.0"
+release = "0.1.1"
 
 # -- General configuration ---------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
@@ -41,6 +41,7 @@
     "sphinx.ext.napoleon",  # For google style docstrings
     "sphinx_copybutton",  # For copy button in code blocks
     "sphinx_design",  # For grid layouts and card components
+    "sphinx_reredirects",  # For URL redirects when pages move
 ]
 
 templates_path = ["_templates"]
@@ -107,3 +108,36 @@
     },
 }
 html_extra_path = ["project.json", "versions1.json"]
+
+# -- Options for sphinx-reredirects ------------------------------------------
+# https://documatt.com/sphinx-reredirects/
+#
+# Use this to create redirects when pages are moved or renamed.
+# Format: "old/path.html": "new/path.html"
+#
+# Examples:
+#   - Simple redirect: "old-page.html": "new-page.html"
+#   - Directory redirect: "old-dir/page.html": "new-dir/page.html"
+#   - External redirect: "old-page.html": "https://example.com/new-page"
+#
+# Note: Paths are relative to the HTML output directory.
+# The .html extension is required for source paths.
+
+redirects = {
+    # Get Started section renames
+    "get-started/setup-installation.html": "get-started/detailed-setup.html",
+    # RL Framework Integration moved from training/ to contribute/
+    "training/rl-framework-integration/index.html": "contribute/rl-framework-integration/index.html",
+    "training/rl-framework-integration/gym-integration-footprint-and-form-factor.html": "contribute/rl-framework-integration/gym-integration-footprint-and-form-factor.html",
+    "training/rl-framework-integration/gym-rl-framework-integration-success-criteria.html": "contribute/rl-framework-integration/gym-rl-framework-integration-success-criteria.html",
+    "training/rl-framework-integration/generation-backend-and-openai-compatible-http-server.html": "contribute/rl-framework-integration/generation-backend-and-openai-compatible-http-server.html",
+    "training/rl-framework-integration/openai-compatible-http-server-on-policy-correction.html": "contribute/rl-framework-integration/openai-compatible-http-server-on-policy-correction.html",
+    # Alternate naming conventions for the same pages
+    "training/rl-framework-integration/integration-footprint.html": "contribute/rl-framework-integration/gym-integration-footprint-and-form-factor.html",
+    "training/rl-framework-integration/on-policy-corrections.html": "contribute/rl-framework-integration/openai-compatible-http-server-on-policy-correction.html",
+    # About/Concepts section renames
+    "about/concepts/core-abstractions.html": "about/concepts/core-components.html",
+    "about/concepts/configuration-system.html": "about/concepts/configuration.html",
+    # Top-level page moves
+    "how-to-faq.html": "reference/faq.html",
+}
diff --git a/docs/versions1.json b/docs/versions1.json
index 604af762f1..362552ad53 100644
--- a/docs/versions1.json
+++ b/docs/versions1.json
@@ -1,7 +1,17 @@
 [
     {
         "preferred": true,
+        "version": "latest",
+        "url": "../latest"
+    },
+    {
+        "preferred": false,
+        "version": "0.1.1",
+        "url": "../0.1.1"
+    },
+    {
+        "preferred": false,
         "version": "0.1.0",
         "url": "../0.1.0"
     }
-]
+]
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index e211d6f244..a9b87ecd4b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -171,6 +171,7 @@ docs = [
     "sphinxcontrib-mermaid>=1.0.0",   # For mermaid diagrams
     "sphinx-design>=0.6.1",           # For our design elements
     "swagger-plugin-for-sphinx>=6.0.0", # For Swagger API documentation
+    "sphinx-reredirects>=0.1.6",      # For URL redirects when pages move
 ]
 
 [project.optional-dependencies]