diff --git a/docs_nnx/developer_notes/lift.rst b/docs_nnx/developer_notes/lift.rst
new file mode 100644
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+.. raw:: html
+
+
+
+
+
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+
+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/developer_notes/module_lifecycle.rst b/docs_nnx/developer_notes/module_lifecycle.rst
new file mode 100644
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+.. raw:: html
+
+
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+
+
+
+
+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/converting_and_upgrading/convert_pytorch_to_flax.rst b/docs_nnx/guides/converting_and_upgrading/convert_pytorch_to_flax.rst
new file mode 100644
index 0000000000..cfa23a51be
--- /dev/null
+++ b/docs_nnx/guides/converting_and_upgrading/convert_pytorch_to_flax.rst
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+.. raw:: html
+
+
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+
+
+
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+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/converting_and_upgrading/haiku_migration_guide.rst b/docs_nnx/guides/converting_and_upgrading/haiku_migration_guide.rst
new file mode 100644
index 0000000000..eff7b62602
--- /dev/null
+++ b/docs_nnx/guides/converting_and_upgrading/haiku_migration_guide.rst
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+.. raw:: html
+
+
+
+
+
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+
+
+ Page Redirection
+
+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/converting_and_upgrading/linen_upgrade_guide.rst b/docs_nnx/guides/converting_and_upgrading/linen_upgrade_guide.rst
new file mode 100644
index 0000000000..b75bc1c87b
--- /dev/null
+++ b/docs_nnx/guides/converting_and_upgrading/linen_upgrade_guide.rst
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+.. raw:: html
+
+
+
+
+
+
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+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/converting_and_upgrading/optax_update_guide.rst b/docs_nnx/guides/converting_and_upgrading/optax_update_guide.rst
new file mode 100644
index 0000000000..97f585bfc6
--- /dev/null
+++ b/docs_nnx/guides/converting_and_upgrading/optax_update_guide.rst
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+.. raw:: html
+
+
+
+
+
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+
+ Page Redirection
+
+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/converting_and_upgrading/orbax_upgrade_guide.rst b/docs_nnx/guides/converting_and_upgrading/orbax_upgrade_guide.rst
new file mode 100644
index 0000000000..442008e00f
--- /dev/null
+++ b/docs_nnx/guides/converting_and_upgrading/orbax_upgrade_guide.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
+
+
+
+ Page Redirection
+
+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/converting_and_upgrading/regular_dict_upgrade_guide.rst b/docs_nnx/guides/converting_and_upgrading/regular_dict_upgrade_guide.rst
new file mode 100644
index 0000000000..7fa3815a3d
--- /dev/null
+++ b/docs_nnx/guides/converting_and_upgrading/regular_dict_upgrade_guide.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
+
+
+
+ Page Redirection
+
+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/converting_and_upgrading/rnncell_upgrade_guide.rst b/docs_nnx/guides/converting_and_upgrading/rnncell_upgrade_guide.rst
new file mode 100644
index 0000000000..2613174e10
--- /dev/null
+++ b/docs_nnx/guides/converting_and_upgrading/rnncell_upgrade_guide.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
+
+
+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/data_preprocessing/full_eval.rst b/docs_nnx/guides/data_preprocessing/full_eval.rst
new file mode 100644
index 0000000000..6302f6d521
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+++ b/docs_nnx/guides/data_preprocessing/full_eval.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
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+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/data_preprocessing/loading_datasets.rst b/docs_nnx/guides/data_preprocessing/loading_datasets.rst
new file mode 100644
index 0000000000..2742e1ec60
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+++ b/docs_nnx/guides/data_preprocessing/loading_datasets.rst
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+.. raw:: html
+
+
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+
+
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+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/flax_fundamentals/arguments.rst b/docs_nnx/guides/flax_fundamentals/arguments.rst
new file mode 100644
index 0000000000..c4e93e090f
--- /dev/null
+++ b/docs_nnx/guides/flax_fundamentals/arguments.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
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+
+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/flax_fundamentals/flax_basics.rst b/docs_nnx/guides/flax_fundamentals/flax_basics.rst
new file mode 100644
index 0000000000..c67c5174ff
--- /dev/null
+++ b/docs_nnx/guides/flax_fundamentals/flax_basics.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
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+
+
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+
+ Page Redirection
+
+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
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+
diff --git a/docs_nnx/guides/flax_fundamentals/rng_guide.rst b/docs_nnx/guides/flax_fundamentals/rng_guide.rst
new file mode 100644
index 0000000000..762719ee2f
--- /dev/null
+++ b/docs_nnx/guides/flax_fundamentals/rng_guide.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
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+
+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/flax_fundamentals/setup_or_nncompact.rst b/docs_nnx/guides/flax_fundamentals/setup_or_nncompact.rst
new file mode 100644
index 0000000000..d99fc5aee9
--- /dev/null
+++ b/docs_nnx/guides/flax_fundamentals/setup_or_nncompact.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
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+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/flax_fundamentals/state_params.rst b/docs_nnx/guides/flax_fundamentals/state_params.rst
new file mode 100644
index 0000000000..159f8a40b6
--- /dev/null
+++ b/docs_nnx/guides/flax_fundamentals/state_params.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
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+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
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+
diff --git a/docs_nnx/guides/flax_sharp_bits.rst b/docs_nnx/guides/flax_sharp_bits.rst
new file mode 100644
index 0000000000..03fd6c0d95
--- /dev/null
+++ b/docs_nnx/guides/flax_sharp_bits.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
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+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
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+
diff --git a/docs_nnx/guides/model_inspection/extracting_intermediates.rst b/docs_nnx/guides/model_inspection/extracting_intermediates.rst
new file mode 100644
index 0000000000..e380cbf518
--- /dev/null
+++ b/docs_nnx/guides/model_inspection/extracting_intermediates.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
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+
+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
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+
diff --git a/docs_nnx/guides/model_inspection/model_surgery.rst b/docs_nnx/guides/model_inspection/model_surgery.rst
new file mode 100644
index 0000000000..78c6513f65
--- /dev/null
+++ b/docs_nnx/guides/model_inspection/model_surgery.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
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+
+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
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+
diff --git a/docs_nnx/guides/parallel_training/ensembling.rst b/docs_nnx/guides/parallel_training/ensembling.rst
new file mode 100644
index 0000000000..19525bca4c
--- /dev/null
+++ b/docs_nnx/guides/parallel_training/ensembling.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
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+
+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
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+
diff --git a/docs_nnx/guides/parallel_training/flax_on_pjit.rst b/docs_nnx/guides/parallel_training/flax_on_pjit.rst
new file mode 100644
index 0000000000..19b339c4b0
--- /dev/null
+++ b/docs_nnx/guides/parallel_training/flax_on_pjit.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
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+
+ Page Redirection
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+
+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
+
+
diff --git a/docs_nnx/guides/quantization/fp8_basics.rst b/docs_nnx/guides/quantization/fp8_basics.rst
new file mode 100644
index 0000000000..44efefb8b8
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+++ b/docs_nnx/guides/quantization/fp8_basics.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
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+ Page Redirection
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+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
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+
diff --git a/docs_nnx/guides/training_techniques/batch_norm.rst b/docs_nnx/guides/training_techniques/batch_norm.rst
new file mode 100644
index 0000000000..26a857f59b
--- /dev/null
+++ b/docs_nnx/guides/training_techniques/batch_norm.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
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+ Page Redirection
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+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
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+
diff --git a/docs_nnx/guides/training_techniques/dropout.rst b/docs_nnx/guides/training_techniques/dropout.rst
new file mode 100644
index 0000000000..deaecc0c12
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+++ b/docs_nnx/guides/training_techniques/dropout.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
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+ Page Redirection
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+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
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+
diff --git a/docs_nnx/guides/training_techniques/lr_schedule.rst b/docs_nnx/guides/training_techniques/lr_schedule.rst
new file mode 100644
index 0000000000..f46d348b9c
--- /dev/null
+++ b/docs_nnx/guides/training_techniques/lr_schedule.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
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+
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+ Page Redirection
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+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
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+
diff --git a/docs_nnx/guides/training_techniques/transfer_learning.rst b/docs_nnx/guides/training_techniques/transfer_learning.rst
new file mode 100644
index 0000000000..743d7dacd1
--- /dev/null
+++ b/docs_nnx/guides/training_techniques/transfer_learning.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
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+ Page Redirection
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+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
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+
diff --git a/docs_nnx/guides/training_techniques/use_checkpointing.rst b/docs_nnx/guides/training_techniques/use_checkpointing.rst
new file mode 100644
index 0000000000..2fd085ff44
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+++ b/docs_nnx/guides/training_techniques/use_checkpointing.rst
@@ -0,0 +1,17 @@
+.. raw:: html
+
+
+
+
+
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+ Page Redirection
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+ The old Flax Linen API and guides has been moved to another domain. Follow this link to the page..
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+