diff --git a/test/quantization/test_mixed_precision.py b/test/prototype/test_mixed_precision.py
similarity index 93%
rename from test/quantization/test_mixed_precision.py
rename to test/prototype/test_mixed_precision.py
index 8afd022d3c..ce575722ee 100644
--- a/test/quantization/test_mixed_precision.py
+++ b/test/prototype/test_mixed_precision.py
@@ -4,7 +4,7 @@
 import torch.nn as nn
 from torchao.quantization import quantize_, int8_weight_only, int4_weight_only
 from torchao.quantization.utils import compute_error
-from torchao.quantization.prototype.mixed_precision.scripts.naive_intNwo import intN_weight_only
+from torchao.prototype.quantization.mixed_precision.scripts import intN_weight_only
 
 _CUDA_IS_AVAILABLE = torch.cuda.is_available()
 
diff --git a/torchao/quantization/prototype/mixed_precision/__init__.py b/torchao/prototype/quantization/__init__.py
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/__init__.py
rename to torchao/prototype/quantization/__init__.py
diff --git a/torchao/quantization/prototype/mixed_precision/README.md b/torchao/prototype/quantization/mixed_precision/README.md
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/README.md
rename to torchao/prototype/quantization/mixed_precision/README.md
diff --git a/torchao/prototype/quantization/mixed_precision/__init__.py b/torchao/prototype/quantization/mixed_precision/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/torchao/quantization/prototype/mixed_precision/scripts/BO_acc_modelsize.py b/torchao/prototype/quantization/mixed_precision/scripts/BO_acc_modelsize.py
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/scripts/BO_acc_modelsize.py
rename to torchao/prototype/quantization/mixed_precision/scripts/BO_acc_modelsize.py
diff --git a/torchao/quantization/prototype/mixed_precision/scripts/BO_acc_throughput.py b/torchao/prototype/quantization/mixed_precision/scripts/BO_acc_throughput.py
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/scripts/BO_acc_throughput.py
rename to torchao/prototype/quantization/mixed_precision/scripts/BO_acc_throughput.py
diff --git a/torchao/quantization/prototype/mixed_precision/scripts/Llama3-8B_initial_samples.json b/torchao/prototype/quantization/mixed_precision/scripts/Llama3-8B_initial_samples.json
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/scripts/Llama3-8B_initial_samples.json
rename to torchao/prototype/quantization/mixed_precision/scripts/Llama3-8B_initial_samples.json
diff --git a/torchao/quantization/prototype/mixed_precision/scripts/Llama3-8B_parameters.json b/torchao/prototype/quantization/mixed_precision/scripts/Llama3-8B_parameters.json
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/scripts/Llama3-8B_parameters.json
rename to torchao/prototype/quantization/mixed_precision/scripts/Llama3-8B_parameters.json
diff --git a/torchao/quantization/prototype/mixed_precision/scripts/Mistral-7B_initial_samples.json b/torchao/prototype/quantization/mixed_precision/scripts/Mistral-7B_initial_samples.json
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/scripts/Mistral-7B_initial_samples.json
rename to torchao/prototype/quantization/mixed_precision/scripts/Mistral-7B_initial_samples.json
diff --git a/torchao/quantization/prototype/mixed_precision/scripts/Mistral-7B_parameters.json b/torchao/prototype/quantization/mixed_precision/scripts/Mistral-7B_parameters.json
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/scripts/Mistral-7B_parameters.json
rename to torchao/prototype/quantization/mixed_precision/scripts/Mistral-7B_parameters.json
diff --git a/torchao/quantization/prototype/mixed_precision/scripts/__init__.py b/torchao/prototype/quantization/mixed_precision/scripts/__init__.py
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/scripts/__init__.py
rename to torchao/prototype/quantization/mixed_precision/scripts/__init__.py
diff --git a/torchao/quantization/prototype/mixed_precision/scripts/fit.py b/torchao/prototype/quantization/mixed_precision/scripts/fit.py
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/scripts/fit.py
rename to torchao/prototype/quantization/mixed_precision/scripts/fit.py
diff --git a/torchao/quantization/prototype/mixed_precision/scripts/hessian_grad.py b/torchao/prototype/quantization/mixed_precision/scripts/hessian_grad.py
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/scripts/hessian_grad.py
rename to torchao/prototype/quantization/mixed_precision/scripts/hessian_grad.py
diff --git a/torchao/quantization/prototype/mixed_precision/scripts/hessian_vhp.py b/torchao/prototype/quantization/mixed_precision/scripts/hessian_vhp.py
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/scripts/hessian_vhp.py
rename to torchao/prototype/quantization/mixed_precision/scripts/hessian_vhp.py
diff --git a/torchao/quantization/prototype/mixed_precision/scripts/mp_quant_eval.py b/torchao/prototype/quantization/mixed_precision/scripts/mp_quant_eval.py
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/scripts/mp_quant_eval.py
rename to torchao/prototype/quantization/mixed_precision/scripts/mp_quant_eval.py
diff --git a/torchao/quantization/prototype/mixed_precision/scripts/naive_intNwo.py b/torchao/prototype/quantization/mixed_precision/scripts/naive_intNwo.py
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/scripts/naive_intNwo.py
rename to torchao/prototype/quantization/mixed_precision/scripts/naive_intNwo.py
diff --git a/torchao/quantization/prototype/mixed_precision/scripts/utils.py b/torchao/prototype/quantization/mixed_precision/scripts/utils.py
similarity index 100%
rename from torchao/quantization/prototype/mixed_precision/scripts/utils.py
rename to torchao/prototype/quantization/mixed_precision/scripts/utils.py