diff --git a/docs/conf.py b/docs/conf.py
index 128c1777..e3d78cff 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -270,6 +270,8 @@
     # "llm_important_pages": "index, notes/cuda",
     # "enable_navbar_dropdowns": False,
     "pytorch_project": "docs",
+    # llms.txt configuration
+    "llm_deduplicate_titles": "true",  # Enable title deduplication
     # "show_lf_header": False,
     # "show_lf_footer": False,
     # RunLLM Widget Configuration (uncomment and set assistant_id to enable)
diff --git a/pytorch_sphinx_theme2/__init__.py b/pytorch_sphinx_theme2/__init__.py
index d647d68a..ed6e9db9 100644
--- a/pytorch_sphinx_theme2/__init__.py
+++ b/pytorch_sphinx_theme2/__init__.py
@@ -203,16 +203,17 @@ def _generate_llms_txt(app, exception):
 
     The file is resolved in this order:
 
-    1. **Explicit option** — ``llm_custom_file`` theme option pointing to a file
+    1. **Explicit disable** — ``llm_disabled = "true"`` skips generation entirely.
+    2. **Custom file** — ``llm_custom_file`` theme option pointing to a file
        relative to the Sphinx source directory.
-    2. **Convention** — A file named ``llms.txt`` in the Sphinx source root.
-    3. **Auto-generation** — A simple page listing following the Hugging Face
-       style, with URLs resolved as:
+    3. **Convention** — A file named ``llms.txt`` in the Sphinx source root.
+    4. **Auto-generation** — A simple page listing following the llms.txt spec,
+       with URLs resolved as:
        a. ``llm_domain`` + ``llm_base_path`` theme options → fully constructed URLs
        b. Sphinx ``html_baseurl`` config → baseurl + relative path
        c. Relative URLs as a last resort
 
-    Opt-in: set ``llm_disabled = false`` in html_theme_options to enable.
+    Enabled by default. Set ``llm_disabled = "true"`` to disable.
     """
     if exception is not None:
         return  # Don't generate if build failed
@@ -220,9 +221,9 @@ def _generate_llms_txt(app, exception):
     if app.builder.name != "html":
         return
 
-    # Disabled by default; opt-in with llm_disabled = false
+    # Enabled by default; opt-out with llm_disabled = "true"
     theme_options = app.config.html_theme_options or {}
-    if str(theme_options.get("llm_disabled", "true")).lower() == "true":
+    if str(theme_options.get("llm_disabled", "false")).lower() == "true":
         return
 
     dest_path = Path(app.outdir) / "llms.txt"
@@ -286,17 +287,60 @@ def make_url(relative_path):
 
             # Build the URL
             url = make_url(docname + ".html")
-            docs.append({"title": str(title), "url": url})
+            docs.append({"title": str(title), "url": url, "docname": docname})
 
     except Exception as e:
         print(f"Warning: Could not discover pages for llms.txt: {e}")
 
+    # Deduplicate titles if enabled
+    # This adds a disambiguating suffix to duplicate titles based on their URL path
+    deduplicate = (
+        str(theme_options.get("llm_deduplicate_titles", "false")).lower() == "true"
+    )
+    if deduplicate:
+        # Count title occurrences
+        title_counts = {}
+        for doc in docs:
+            title_counts[doc["title"]] = title_counts.get(doc["title"], 0) + 1
+
+        # Find duplicates and add disambiguation
+        for doc in docs:
+            if title_counts[doc["title"]] > 1:
+                # Extract module/path info from docname for disambiguation
+                # e.g., "generated/torch.nn.GRU" -> "torch.nn.GRU"
+                docname = doc["docname"]
+
+                # Try to get a meaningful suffix from the docname
+                if "/" in docname:
+                    suffix = docname.split("/")[-1]
+                else:
+                    suffix = docname
+
+                # Remove "generated/" prefix if present (Sphinx autodoc convention)
+                if suffix.startswith("generated/"):
+                    suffix = suffix[10:]
+
+                # Only add suffix if it's different from the title
+                if suffix.lower() != doc["title"].lower():
+                    doc["title"] = f"{doc['title']} ({suffix})"
+
     # Build the llms.txt content in Hugging Face style
     lines = []
 
     # Header
     lines.append(f"# {project}")
     lines.append("")
+
+    # Quote block with project description (for spec compliance)
+    # If llm_description is set, use it. Otherwise, generate a generic one from project name.
+    llm_description = theme_options.get("llm_description", "").strip()
+    if not llm_description:
+        # Generic fallback using Sphinx project name
+        llm_description = f"{project} documentation."
+
+    lines.append(f"> {llm_description}")
+    lines.append("")
+
     lines.append("## Docs")
     lines.append("")
 
diff --git a/pytorch_sphinx_theme2/theme.conf b/pytorch_sphinx_theme2/theme.conf
index 5c0a0f73..11fbb626 100644
--- a/pytorch_sphinx_theme2/theme.conf
+++ b/pytorch_sphinx_theme2/theme.conf
@@ -59,12 +59,15 @@ llm_domain =
 # Base path after domain (e.g., "docs/", "vision/", "audio/")
 # Combined with domain and version to form full URLs: https://{domain}/{base_path}{version}/
 llm_base_path =
-# Description of the site for LLMs (appears in llm:description meta tag)
+# Description of the site for LLMs (appears in llm:description meta tag and llms.txt quote block)
 llm_description =
-# Set to false to enable llms.txt generation
+# Set to true to disable llms.txt generation (enabled by default)
 # When enabled, URLs are resolved: llm_domain > html_baseurl > relative
-llm_disabled = true
+llm_disabled = false
 # Path to a custom llms.txt file (relative to Sphinx source directory).
 # When set, this file is copied to the output instead of auto-generating one.
 # If not set, a file named llms.txt in the source root is used automatically.
 llm_custom_file =
+# Set to true to add disambiguating suffixes to duplicate titles
+# e.g., "GRU" becomes "GRU (torch.nn.GRU)" and "GRU (torch.nn.GRUCell)"
+llm_deduplicate_titles = false