diff --git a/README.md b/README.md
index 7953eb3..236f7d4 100644
--- a/README.md
+++ b/README.md
@@ -43,7 +43,7 @@ AstraFlow **natively** supports the following for LLM RL training **without any
 <!-- <p align="center"><i>AstraFlow training a multi-policy workflow on an elastic, heterogeneous, cross-region rollout pool — all at once, with no feature-specific code.</i></p> -->
 
 ## News
-- **[2026/06]** New recipe: **dynamic recursive agent** on TextCraft — a multi-turn agent that recursively spawns sub-agents sharing inventory under a team reward. See the [recipe docs](https://Infini-AI-Lab.github.io/astraflow/docs/en/recipes/textcraft-recursive.html).
+- **[2026/06]** New recipe: **dynamic recursive agent** on TextCraft — a multi-turn agent that recursively spawns sub-agents sharing inventory under a team reward. See the [recipe docs](https://Infini-AI-Lab.github.io/astraflow/docs/recipes/textcraft-recursive.html).
 - **[2026/06]** AstraFlow **v0.1.1** released — CUDA 13 image, SGLang 0.5.12, Megatron weight-sync training backend, and transformers 5 support. See the [project website](https://Infini-AI-Lab.github.io/astraflow/).
 - **[2026/05]** AstraFlow **v0.1.0** released — first public release of the full system. See the [project website](https://Infini-AI-Lab.github.io/astraflow/).
 - **[2026/05]** AstraFlow paper is on [arXiv](https://arxiv.org/abs/2605.15565).
diff --git a/examples/textcraft-recursive-agent/README.md b/examples/textcraft-recursive-agent/README.md
index 88f0410..3bff4dc 100644
--- a/examples/textcraft-recursive-agent/README.md
+++ b/examples/textcraft-recursive-agent/README.md
@@ -20,7 +20,7 @@ Validation accuracy climbs from **~41%** to **~80%** over training:
 </p>
 
 For more detailed info (design, how it works, and full settings), see the
-[docs page](https://Infini-AI-Lab.github.io/astraflow/docs/en/recipes/textcraft-recursive.html).
+[docs page](https://Infini-AI-Lab.github.io/astraflow/docs/recipes/textcraft-recursive.html).
 
 ## Run