diff --git a/docs/fern/pages/use-cases/reinforcement-learning/weight-updates.md b/docs/fern/pages/use-cases/reinforcement-learning/weight-updates.md
index e6e43f253dab..341d1ba791f1 100644
--- a/docs/fern/pages/use-cases/reinforcement-learning/weight-updates.md
+++ b/docs/fern/pages/use-cases/reinforcement-learning/weight-updates.md
@@ -17,7 +17,7 @@ ModelExpress can stage a version from three sources:
 - **Artifact to inference:** an inference worker prepares a canonical checkpoint from S3, including the current exact-base XOR delta format, before engine installation.
 - **Inference to inference:** after an inference worker applies a version, a rank-compatible worker can pull that version from it instead of returning to the trainer.
 
-All three refit paths are Experimental. The [ModelExpress RL refit package](https://github.com/ai-dynamo/modelexpress/tree/main/modelexpress_client/python/modelexpress_rl) contains the current source strategies. The [Dynamo vLLM refit example](https://github.com/ai-dynamo/modelexpress/tree/main/examples/rl/dynamo_vllm_refit) validates the full-weight trainer-to-inference path only; it does not qualify the S3 delta path or every backend and topology. ModelExpress startup loading remains a separate boot and scale-out workflow.
+All three refit paths are Experimental. The [ModelExpress RL refit package](https://github.com/ai-dynamo/modelexpress/tree/main/modelexpress_client/python/modelexpress_rl) contains the current source strategies. The [Dynamo vLLM reshard refit example](https://github.com/ai-dynamo/modelexpress/tree/main/examples/rl/dynamo_vllm_reshard_refit) validates the full-weight trainer-to-inference path, and the [Dynamo vLLM S3 delta refit example](https://github.com/ai-dynamo/modelexpress/tree/main/examples/rl/dynamo_vllm_s3_delta_refit) exercises the artifact-to-inference path with a full snapshot followed by incremental deltas. Neither qualifies every backend and topology. ModelExpress startup loading remains a separate boot and scale-out workflow.
 
 > [!NOTE]
 > ModelExpress startup loading and live RL refit have different interfaces. vLLM 0.23 and later use the native `--load-format modelexpress`; `mx` remains a backward-compatible alias. Earlier plugin-based images generally use `mx`, while legacy split-loader images can expose `mx-source` and `mx-target`. Match the loader to the installed vLLM, ModelExpress package, and runtime image instead of inferring it from the refit API. See [Dynamo deprecations](../../reference/general/releases/deprecations.mdx) for the Dynamo-owned loader migration.