diff --git a/README.md b/README.md
index 53ce0127bec..1601ff6f000 100644
--- a/README.md
+++ b/README.md
@@ -315,7 +315,7 @@ And it is `functorch` and `torch.compile` compatible!
   ```
   </details>
 
-  Check our [distributed collector examples](sota-implementations/distributed/collectors) to
+  Check our [distributed collector examples](examples/distributed/collectors) to
   learn more about ultra-fast data collection with TorchRL.
 
 - efficient<sup>(2)</sup> and generic<sup>(1)</sup> [replay buffers](torchrl/data/replay_buffers/replay_buffers.py) with modularized storage:
diff --git a/sota-implementations/distributed/collectors/README.md b/examples/distributed/collectors/README.md
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diff --git a/sota-implementations/distributed/collectors/single_machine/generic.py b/examples/distributed/collectors/single_machine/generic.py
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diff --git a/sota-implementations/distributed/replay_buffers/distributed_replay_buffer.py b/examples/distributed/replay_buffers/distributed_replay_buffer.py
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