diff --git a/.github/workflows/nightlyIntegrationTests.yml b/.github/workflows/nightlyIntegrationTests.yml
index c785f4c361..d06f277a1a 100644
--- a/.github/workflows/nightlyIntegrationTests.yml
+++ b/.github/workflows/nightlyIntegrationTests.yml
@@ -13,7 +13,7 @@ jobs:
     name: Build LLVM
     runs-on: ubuntu-latest
     container:
-      image: ghcr.io/circt/images/circt-integration-test:v3
+      image: ghcr.io/circt/images/circt-integration-test:v5
     steps:
       # Clone the CIRCT repo and its submodules. Do shallow clone to save clone
       # time.
@@ -35,12 +35,12 @@ jobs:
         uses: actions/cache@v2
         with:
           path: llvm
-          key: ${{ runner.os }}-llvm-sharedlibs-${{ steps.get-llvm-hash.outputs.hash }}
+          key: ${{ runner.os }}-llvm-sharedlibs-python-${{ steps.get-llvm-hash.outputs.hash }}
 
       # Build LLVM if we didn't hit in the cache.
       - name: Rebuild and Install LLVM
         if: steps.cache-llvm.outputs.cache-hit != 'true'
-        run: utils/build-llvm.sh
+        run: utils/build-llvm.sh build install Release -DMLIR_BINDINGS_PYTHON_ENABLED=ON
 
   # Build CIRCT and run its tests using a Docker container with all the
   # integration testing prerequisite installed.
@@ -60,6 +60,9 @@ jobs:
             cxx: clang++
           - cc: gcc
             cxx: g++
+        include:
+          - build-shared: ON
+            bindings-python: ON
 
     steps:
       - name: Configure Environment
@@ -89,12 +92,12 @@ jobs:
         uses: actions/cache@v2
         with:
           path: llvm
-          key: ${{ runner.os }}-llvm-sharedlibs-${{ steps.get-llvm-hash.outputs.hash }}
+          key: ${{ runner.os }}-llvm-sharedlibs-python-${{ steps.get-llvm-hash.outputs.hash }}
 
       # Build LLVM if we didn't hit in the cache.
       - name: Rebuild and Install LLVM
         if: steps.cache-llvm.outputs.cache-hit != 'true'
-        run: utils/build-llvm.sh
+        run: utils/build-llvm.sh build install Release -DMLIR_BINDINGS_PYTHON_ENABLED=ON
 
       # --------
       # Build and test CIRCT
@@ -107,6 +110,7 @@ jobs:
           BUILD_ASSERT: ${{ matrix.build-assert }}
           BUILD_SHARED: ${{ matrix.build-shared }}
           BUILD_TYPE: ${{ matrix.build-type }}
+          BINDINGS_PYTHON: ${{matrix.bindings-python}}
         run: |
           mkdir build && cd build
           cmake .. \
@@ -120,7 +124,7 @@ jobs:
             -DCMAKE_CXX_COMPILER=$CXX \
             -DLLVM_EXTERNAL_LIT=`pwd`/../llvm/build/bin/llvm-lit \
             -DCMAKE_EXPORT_COMPILE_COMMANDS=ON \
-            -DCIRCT_BINDINGS_PYTHON_ENABLED=ON \
+            -DCIRCT_BINDINGS_PYTHON_ENABLED=$BINDINGS_PYTHON \
             -DPYTHON_EXECUTABLE=/usr/bin/python3
       - name: Build CIRCT
         run: |
diff --git a/docs/GettingStarted.md b/docs/GettingStarted.md
index ad8d9461c3..06824af20c 100644
--- a/docs/GettingStarted.md
+++ b/docs/GettingStarted.md
@@ -21,6 +21,12 @@ These commands can be used to setup CIRCT project:
   instructions](https://mlir.llvm.org/getting_started/), including cmake and 
 ninja.
 
+If you plan to use the Python bindings, you should start by reading [the
+ instructions](https://mlir.llvm.org/docs/Bindings/Python/#building) for building
+the MLIR Python bindings, which describe extra dependencies, CMake variables,
+and helpful Python development practices. Note the extra CMake variables, which
+you will need to specify in step 3) below.
+
 2) **Check out LLVM and CIRCT repos.**  CIRCT contains LLVM as a git
 submodule.  The LLVM repo here includes staged changes to MLIR which
 may be necessary to support CIRCT.  It also represents the version of
@@ -85,6 +91,8 @@ To get something that runs fast, use `-DCMAKE_BUILD_TYPE=Release` or
 you want debug info to go with it.  `Release` mode makes a very large difference
 in performance.
 
+If you plan to use the Python bindings, you should also specify
+`-DCIRCT_BINDINGS_PYTHON_ENABLED=ON`.
 
 5) **Optionally configure your environment**:
 
diff --git a/include/circt/Dialect/RTL/RTL.td b/include/circt/Dialect/RTL/RTL.td
index e5a7fc47e2..115bc2978f 100644
--- a/include/circt/Dialect/RTL/RTL.td
+++ b/include/circt/Dialect/RTL/RTL.td
@@ -32,13 +32,13 @@ def RTLDialect : Dialect {
   let cppNamespace = "::circt::rtl";
 }
 
-include "RTLTypes.td"
+include "circt/Dialect/RTL/RTLTypes.td"
 
 // Base class for the operation in this dialect.
 class RTLOp<string mnemonic, list<OpTrait> traits = []> :
     Op<RTLDialect, mnemonic, traits>;
 
-include "RTLAggregates.td"
-include "RTLStructure.td"
+include "circt/Dialect/RTL/RTLAggregates.td"
+include "circt/Dialect/RTL/RTLStructure.td"
 
 #endif // RTL_TD
diff --git a/integration_test/Bindings/Python/dialects/rtl.py b/integration_test/Bindings/Python/dialects/rtl.py
new file mode 100644
index 0000000000..fe91b01539
--- /dev/null
+++ b/integration_test/Bindings/Python/dialects/rtl.py
@@ -0,0 +1,16 @@
+# REQUIRES: bindings_python
+# RUN: %PYTHON% %s | FileCheck %s
+
+import circt
+from circt.dialects import rtl
+
+from mlir.ir import *
+
+with Context() as ctx, Location.unknown():
+    circt.register_dialects(ctx)
+    i32 = IntegerType.get_signless(32)
+    a50 = IntegerAttr.get(i32, 50)
+    op = rtl.ConstantOp(i32, a50)
+
+    # CHECK: %{{.+}} = rtl.constant 50 : i32
+    op.print()
diff --git a/lib/Bindings/Python/CIRCTModule.cpp b/lib/Bindings/Python/CIRCTModule.cpp
index 610a1e9786..c9eeaf0f27 100644
--- a/lib/Bindings/Python/CIRCTModule.cpp
+++ b/lib/Bindings/Python/CIRCTModule.cpp
@@ -6,6 +6,27 @@
 //
 //===----------------------------------------------------------------------===//
 
-#include <pybind11/pybind11.h>
+#include "circt-c/Dialect/RTL.h"
+#include "mlir-c/Bindings/Python/Interop.h"
+#include "mlir-c/Registration.h"
 
-PYBIND11_MODULE(_circt, m) { m.doc() = "CIRCT Python Native Extension"; }
+#include <pybind11/pybind11.h>
+namespace py = pybind11;
+
+PYBIND11_MODULE(_circt, m) {
+  m.doc() = "CIRCT Python Native Extension";
+
+  m.def(
+      "register_dialects",
+      [](py::object capsule) {
+        // Get the MlirContext capsule from PyMlirContext capsule.
+        auto wrappedCapsule = capsule.attr(MLIR_PYTHON_CAPI_PTR_ATTR);
+        MlirContext context = mlirPythonCapsuleToContext(wrappedCapsule.ptr());
+
+        // Collect CIRCT dialects to register.
+        MlirDialectHandle rtl = mlirGetDialectHandle__rtl__();
+        mlirDialectHandleRegisterDialect(rtl, context);
+        mlirDialectHandleLoadDialect(rtl, context);
+      },
+      "Register CIRCT dialects on a PyMlirContext.");
+}
diff --git a/lib/Bindings/Python/CMakeLists.txt b/lib/Bindings/Python/CMakeLists.txt
index 7176558b28..93354f3342 100644
--- a/lib/Bindings/Python/CMakeLists.txt
+++ b/lib/Bindings/Python/CMakeLists.txt
@@ -14,6 +14,8 @@ add_mlir_python_extension(CIRCTBindingsPythonExtension _circt
     python
   SOURCES
     CIRCTModule.cpp
+  LINK_LIBS
+    CIRCTCAPIRTL
 )
 add_dependencies(CIRCTBindingsPython CIRCTBindingsPythonExtension)
 
@@ -42,3 +44,11 @@ foreach(PY_SRC_FILE ${PY_SRC_FILES})
         "${CMAKE_CURRENT_SOURCE_DIR}/${PY_SRC_FILE}" "${PY_DEST_FILE}"
   )
 endforeach()
+
+################################################################################
+# Generate dialect-specific bindings.
+################################################################################
+add_mlir_dialect_python_bindings(CIRCTBindingsPythonRTLOps
+  TD_FILE RTLOps.td
+  DIALECT_NAME rtl)
+add_dependencies(CIRCTBindingsPythonSources CIRCTBindingsPythonRTLOps)
diff --git a/lib/Bindings/Python/RTLOps.td b/lib/Bindings/Python/RTLOps.td
new file mode 100644
index 0000000000..a53cc937fb
--- /dev/null
+++ b/lib/Bindings/Python/RTLOps.td
@@ -0,0 +1,15 @@
+//===-- RTLOps.td - Entry point for RTLOps bindings --------*- tablegen -*-===//
+//
+// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
+// See https://llvm.org/LICENSE.txt for license information.
+// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+//
+//===----------------------------------------------------------------------===//
+
+#ifndef BINDINGS_PYTHON_RTL_OPS
+#define BINDINGS_PYTHON_RTL_OPS
+
+include "mlir/Bindings/Python/Attributes.td"
+include "circt/Dialect/RTL/RTL.td"
+
+#endif
diff --git a/lib/Bindings/Python/circt/__init__.py b/lib/Bindings/Python/circt/__init__.py
index 10ec0804ce..99730e22c4 100644
--- a/lib/Bindings/Python/circt/__init__.py
+++ b/lib/Bindings/Python/circt/__init__.py
@@ -2,4 +2,5 @@
 #  See https://llvm.org/LICENSE.txt for license information.
 #  SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
 
+# Simply a wrapper around the extension module of the same name.
 from _circt import *
diff --git a/lib/Bindings/Python/circt/dialects/_ods_common.py b/lib/Bindings/Python/circt/dialects/_ods_common.py
new file mode 100644
index 0000000000..2382ed1e3b
--- /dev/null
+++ b/lib/Bindings/Python/circt/dialects/_ods_common.py
@@ -0,0 +1,7 @@
+#  Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
+#  See https://llvm.org/LICENSE.txt for license information.
+#  SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+
+# Generated tablegen dialects expect to be able to find some symbols from
+# the mlir.dialects package.
+from mlir.dialects._ods_common import _cext, segmented_accessor, equally_sized_accessor, extend_opview_class, get_default_loc_context
diff --git a/lib/Bindings/Python/circt/dialects/rtl.py b/lib/Bindings/Python/circt/dialects/rtl.py
new file mode 100644
index 0000000000..2e5d4535a9
--- /dev/null
+++ b/lib/Bindings/Python/circt/dialects/rtl.py
@@ -0,0 +1,6 @@
+#  Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
+#  See https://llvm.org/LICENSE.txt for license information.
+#  SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+
+# Generated tablegen dialects end up in the mlir.dialects package for now.
+from mlir.dialects._rtl_ops_gen import *
diff --git a/utils/build-llvm.sh b/utils/build-llvm.sh
index 1791bb2dd7..2b959b477b 100755
--- a/utils/build-llvm.sh
+++ b/utils/build-llvm.sh
@@ -15,6 +15,7 @@
 BUILD_DIR=${1:-"build"}
 INSTALL_DIR=${2:-"install"}
 BUILD_TYPE=${3:-"Release"}
+EXTRA_ARGS=${@:4}
 
 mkdir -p llvm/$BUILD_DIR
 mkdir -p llvm/$INSTALL_DIR
@@ -33,6 +34,7 @@ cmake ../llvm \
   -DLLVM_ENABLE_PROJECTS='mlir' \
   -DLLVM_INSTALL_UTILS=ON \
   -DLLVM_OPTIMIZED_TABLEGEN=ON \
-  -DLLVM_TARGETS_TO_BUILD="host"
+  -DLLVM_TARGETS_TO_BUILD="host" \
+  $EXTRA_ARGS
 
 cmake --build . --target install -- -j$(nproc)
diff --git a/utils/run-docker.sh b/utils/run-docker.sh
index 940ee9a7c8..8550d80698 100755
--- a/utils/run-docker.sh
+++ b/utils/run-docker.sh
@@ -20,7 +20,7 @@
 ##===----------------------------------------------------------------------===##
 
 CMD=${1:-"./utils/run-tests-docker.sh"}
-VER=${2:-"v3"}
+VER=${2:-"v5"}
 REPO_ROOT=$(cd "$(dirname "$BASH_SOURCE[0]")/.." && pwd)
 
 cd $REPO_ROOT