diff --git a/fma/constants.py b/fma/constants.py
index d69f8cf44..4e5975dbe 100644
--- a/fma/constants.py
+++ b/fma/constants.py
@@ -2,6 +2,8 @@
 # Copyright (c) 2025, Mayank Mishra
 # **************************************************
 
+from enum import Enum
+
 import torch
 
 from .math import get_powers_of_2
@@ -27,3 +29,7 @@
     torch.int64: 8,
     torch.uint64: 8,
 }
+
+
+class Kernel(Enum):
+    fused_residual_add_rmsnorm = "fused_residual_add_rmsnorm"
diff --git a/fma/inductor.py b/fma/inductor.py
index f7aa1b239..e31aa1244 100644
--- a/fma/inductor.py
+++ b/fma/inductor.py
@@ -2,9 +2,42 @@
 # Copyright (c) 2025, Mayank Mishra
 # **************************************************
 
+from __future__ import annotations
+
+from functools import partial
+
 import torch
+from torch._inductor.fx_passes.joint_graph import patterns
+from torch._inductor.pattern_matcher import fwd_only, joint_fwd_bwd, register_replacement
+
+from .constants import Kernel
+from .kernel_backend import KernelBackend
+from .ops import fused_residual_add_rmsnorm
 
 
 def init_inductor(cache_size_limit: int) -> None:
     torch._dynamo.config.cache_size_limit = cache_size_limit
     torch._dynamo.config.accumulated_cache_size_limit = 1024
+
+
+_REPLACEMENT_PATTERNS = {
+    Kernel.fused_residual_add_rmsnorm: (
+        partial(fused_residual_add_rmsnorm, kernel_backend=KernelBackend.torch),
+        partial(fused_residual_add_rmsnorm, kernel_backend=KernelBackend.triton),
+        None,
+    )
+}
+
+
+def enable_kernels(kernels: list[Kernel]) -> None:
+    for kernel in kernels:
+        search_function, replacement_function, example_inputs_function = _REPLACEMENT_PATTERNS[kernel]
+
+        for trace_function in [joint_fwd_bwd, fwd_only]:
+            register_replacement(
+                search_fn=search_function,
+                replace_fn=replacement_function,
+                example_inputs=example_inputs_function(),
+                trace_fn=trace_function,
+                pass_dicts=patterns,
+            )
diff --git a/fma/kernel_backend.py b/fma/kernel_backend.py
index 62d7d0bfe..22408dbdb 100644
--- a/fma/kernel_backend.py
+++ b/fma/kernel_backend.py
@@ -2,7 +2,6 @@
 # Copyright (c) 2025, Mayank Mishra
 # **************************************************
 
-from contextlib import contextmanager
 from enum import Enum
 
 from .cutotune import CutoTuneParameter