diff --git a/nvidia/nemo-fine-tune/README.md b/nvidia/nemo-fine-tune/README.md
index a5a9183..c9d9246 100644
--- a/nvidia/nemo-fine-tune/README.md
+++ b/nvidia/nemo-fine-tune/README.md
@@ -47,8 +47,8 @@ All necessary files for the playbook can be found [here on GitHub](https://githu
 * **Duration:** 45-90 minutes for complete setup and initial model fine-tuning
 * **Risks:** Model downloads can be large (several GB), ARM64 package compatibility issues may require troubleshooting, distributed training setup complexity increases with multi-node configurations
 * **Rollback:** Virtual environments can be completely removed; no system-level changes are made to the host system beyond package installations.
-* **Last Updated:** 01/15/2026
-  * Fix qLoRA fine-tuning workflow
+* **Last Updated:** 03/04/2026
+  * Recommend running Nemo finetune workflow via Docker
 
 ## Instructions