diff --git a/docs/clearml_sdk/task_sdk.md b/docs/clearml_sdk/task_sdk.md
index 7004251f..f90ab0d2 100644
--- a/docs/clearml_sdk/task_sdk.md
+++ b/docs/clearml_sdk/task_sdk.md
@@ -59,7 +59,7 @@ After invoking `Task.init` in a script, ClearML starts its automagical logging,
         * [click](https://click.palletsprojects.com) (see code example [here](https://github.com/allegroai/clearml/blob/master/examples/frameworks/click/click_multi_cmd.py)).
         * argparse (see argparse logging example [here](../guides/reporting/hyper_parameters.md).)
         * [Python Fire](https://github.com/google/python-fire)  - see code examples [here](https://github.com/allegroai/clearml/tree/master/examples/frameworks/fire).
-        * [LightningCLI](https://pytorch-lightning.readthedocs.io/en/stable/common/lightning_cli.html) - see code example [here](https://github.com/allegroai/clearml/blob/master/examples/frameworks/jsonargparse/pytorch_lightning_cli.py).
+        * [LightningCLI](https://pytorch-lightning.readthedocs.io/en/stable/api/pytorch_lightning.utilities.cli.html) - see code example [here](https://github.com/allegroai/clearml/blob/master/examples/frameworks/jsonargparse/pytorch_lightning_cli.py).
     * TensorFlow Definitions (`absl-py`)
     * [Hydra](https://github.com/facebookresearch/hydra) - the Omegaconf which holds all the configuration files, as well as overridden values. 
 * **Models** - ClearML automatically logs and updates the models and all snapshot paths saved with the following frameworks:
diff --git a/docs/fundamentals/hyperparameters.md b/docs/fundamentals/hyperparameters.md
index 77ba62bc..6b572d4a 100644
--- a/docs/fundamentals/hyperparameters.md
+++ b/docs/fundamentals/hyperparameters.md
@@ -25,7 +25,7 @@ the following types of parameters:
   * [click](https://click.palletsprojects.com) - see code example [here](https://github.com/allegroai/clearml/blob/master/examples/frameworks/click/click_multi_cmd.py).
   * [argparse](https://docs.python.org/3/library/argparse.html) - see code example [here](../guides/frameworks/pytorch/pytorch_tensorboardx.md).
   * [Python Fire](https://github.com/google/python-fire)  - see code examples [here](https://github.com/allegroai/clearml/tree/master/examples/frameworks/fire).
-  * [LightningCLI](https://pytorch-lightning.readthedocs.io/en/stable/common/lightning_cli.html) - see code example [here](https://github.com/allegroai/clearml/blob/master/examples/frameworks/jsonargparse/pytorch_lightning_cli.py).
+  * [LightningCLI](https://pytorch-lightning.readthedocs.io/en/stable/api/pytorch_lightning.utilities.cli.html) - see code example [here](https://github.com/allegroai/clearml/blob/master/examples/frameworks/jsonargparse/pytorch_lightning_cli.py).
 * TensorFlow Definitions (`absl-py`). See examples of ClearML's automatic logging of TF Defines:
     * [TensorFlow MNIST](../guides/frameworks/tensorflow/tensorflow_mnist.md)
     * [TensorBoard PR Curve](../guides/frameworks/tensorflow/tensorboard_pr_curve.md)