diff --git a/docs/blog/tensor-parallelism-optimization.md b/docs/blog/tensor-parallelism-optimization.md
new file mode 100644
index 000000000..a1a88b408
--- /dev/null
+++ b/docs/blog/tensor-parallelism-optimization.md
@@ -0,0 +1,27 @@
+# Optimizing Tensor Parallelism in JAX and XLA
+
+> **Draft** — this page is a placeholder. Content is in progress.
+
+## Background
+
+{/* Why TP matters: model sizes past single-GPU memory, the compute/communication
+    tradeoff versus FSDP and pipeline parallelism. */}
+
+## Where tensor parallelism costs performance
+
+{/* All-gather / reduce-scatter on the critical path, exposed communication,
+    small GEMM tiles at high TP degree, NVLink versus inter-node bandwidth. */}
+
+## Optimizations
+
+{/* One subsection per optimization, with the mechanism and how to enable it. */}
+
+## Results
+
+{/* Model, hardware, TP degrees swept, throughput and step-time deltas. */}
+
+## Reproducing
+
+{/* Container tag, framework config flags, launch command. */}
+
+## Takeaways
diff --git a/docs/index.yml b/docs/index.yml
index ccfac3e37..ce319a1d5 100644
--- a/docs/index.yml
+++ b/docs/index.yml
@@ -55,6 +55,12 @@ navigation:
       - page: nsys-jax
         path: nsys-jax.md
 
+  # ==================== Tech Blogs ====================
+  - section: Tech Blogs
+    contents:
+      - page: Optimizing Tensor Parallelism in JAX and XLA
+        path: blog/tensor-parallelism-optimization.md
+
   # ==================== Resiliency ====================
   - section: Resiliency
     contents: