diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 3388370231..13a1492d00 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -44,25 +44,21 @@ jobs:
         # To switch on windows-2022/latest, please verify the bazel version:
         # https://github.com/bazelbuild/bazel/issues/14232#issuecomment-1011247429
         os: ['macos-12', 'windows-2019', 'ubuntu-20.04']
-        py-version: ['3.8', '3.9', '3.10', '3.11']
-        tf-version: ['2.11.1', '2.12.0', '2.13.0']
+        py-version: ['3.9', '3.10', '3.11']
+        tf-version: ['2.12.1', '2.13.0', '2.14.0rc1']
         cpu: ['x86']
         include:
           - os: 'macos-12'
             cpu: 'arm64'
-            tf-version: '2.13.0'
-            py-version: '3.8'
-          - os: 'macos-12'
-            cpu: 'arm64'
-            tf-version: '2.13.0'
+            tf-version: '2.14.0rc1'
             py-version: '3.9'
           - os: 'macos-12'
             cpu: 'arm64'
-            tf-version: '2.13.0'
+            tf-version: '2.14.0rc1'
             py-version: '3.10'
           - os: 'macos-12'
             cpu: 'arm64'
-            tf-version: '2.13.0'
+            tf-version: '2.14.0rc1'
             py-version: '3.11'
       fail-fast: false
     steps:
@@ -73,7 +69,7 @@ jobs:
           script: |
             const commit_details = await github.git.getCommit({owner: context.repo.owner, repo: context.repo.repo, commit_sha: context.sha});
             return commit_details.data.author.date
-      - if: matrix.tf-version != '2.13.0'
+      - if: matrix.tf-version != '2.14.0rc1'
         shell: bash
         run: echo "SKIP_CUSTOM_OP_TESTS=--skip-custom-ops" >> $GITHUB_ENV
       - if: github.event_name == 'push'
@@ -87,8 +83,7 @@ jobs:
         name: Setup Bazel
         # Ubuntu bazel is run inside of the docker image
         run: bash tools/install_deps/install_bazelisk.sh ./
-      - if: matrix.py-version != '3.11' || matrix.tf-version == '2.12.0' || matrix.tf-version == '2.13.0'
-        name: Build wheels
+      - name: Build wheels
         env:
           OS: ${{ runner.os }}
           PY_VERSION: ${{ matrix.py-version }}
@@ -97,8 +92,7 @@ jobs:
           CPU: ${{ matrix.cpu }}
         shell: bash
         run: bash .github/workflows/make_wheel_${OS}_${CPU}.sh
-      - if: matrix.py-version != '3.11' || matrix.tf-version == '2.12.0' || matrix.tf-version == '2.13.0'
-        uses: actions/upload-artifact@v1
+      - uses: actions/upload-artifact@v1
         with:
           name: ${{ runner.os }}-${{ matrix.py-version }}-tf${{ matrix.tf-version }}-${{ matrix.cpu }}-wheel
           path: wheelhouse
@@ -109,25 +103,21 @@ jobs:
     strategy:
       matrix:
         os: ['macOS', 'Windows', 'Linux']
-        py-version: ['3.8', '3.9', '3.10', '3.11']
-        tf-version: ['2.13.0']
+        py-version: ['3.9', '3.10', '3.11']
+        tf-version: ['2.14.0rc1']
         cpu: ['x86']
         include:
           - os: 'macOS'
             cpu: 'arm64'
-            tf-version: '2.13.0'
-            py-version: '3.8'
-          - os: 'macOS'
-            cpu: 'arm64'
-            tf-version: '2.13.0'
+            tf-version: '2.14.0rc1'
             py-version: '3.9'
           - os: 'macOS'
             cpu: 'arm64'
-            tf-version: '2.13.0'
+            tf-version: '2.14.0rc1'
             py-version: '3.10'
           - os: 'macOS'
             cpu: 'arm64'
-            tf-version: '2.13.0'
+            tf-version: '2.14.0rc1'
             py-version: '3.11'
       fail-fast: false
     if: (github.event_name == 'push' && github.ref == 'refs/heads/master') || github.event_name == 'release'
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 175e5983b5..f2f11a64c1 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -173,8 +173,8 @@ conda activate my_dev_environement
 Just run from the root:
 
 ```bash
-pip install tensorflow==2.13.0
-# you can use "pip install tensorflow-cpu==2.13.0" too if you're not testing on gpu.
+pip install tensorflow==2.14.0rc1
+# you can use "pip install tensorflow-cpu==2.14.0rc1" too if you're not testing on gpu.
 pip install -e ./
 ```
 
@@ -262,7 +262,7 @@ If you need a custom C++/Cuda op for your test, compile your ops with
 
 ```bash
 python configure.py
-pip install tensorflow==2.13.0 -e ./ -r tools/install_deps/pytest.txt
+pip install tensorflow==2.14.0rc1 -e ./ -r tools/install_deps/pytest.txt
 bash tools/install_so_files.sh  # Linux/macos/WSL2
 sh tools/install_so_files.sh    # PowerShell
 ```
@@ -290,7 +290,7 @@ docker run --gpus all --rm -it -v ${PWD}:/addons -w /addons gcr.io/tensorflow-te
 
 Configure:
 ```bash
-python3 -m pip install tensorflow==2.13.0
+python3 -m pip install tensorflow==2.14.0rc1
 python3 ./configure.py  # Links project with TensorFlow dependency
 ```
 
@@ -329,7 +329,7 @@ quickly, as Bazel has great support for caching and distributed testing.
 To test with Bazel:
 
 ```bash
-python3 -m pip install tensorflow==2.13.0
+python3 -m pip install tensorflow==2.14.0rc1
 python3 configure.py
 python3 -m pip install -r tools/install_deps/pytest.txt
 bazel test -c opt -k \
diff --git a/WORKSPACE b/WORKSPACE
index 2f440470b6..b05b3c18a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -8,10 +8,10 @@ tf_configure(
 
 http_archive(
     name = "org_tensorflow",
-    sha256 = "c030cb1905bff1d2446615992aad8d8d85cbe90c4fb625cee458c63bf466bc8e",
-    strip_prefix = "tensorflow-2.12.0",
+    sha256 = "f0500371f6a1e3dfad2135b5cab75b25e71812160a2bde1dcd2ed32e4b8f6361",
+    strip_prefix = "tensorflow-2.14.0-rc1",
     urls = [
-        "https://github.com/tensorflow/tensorflow/archive/refs/tags/v2.12.0.tar.gz",
+        "https://github.com/tensorflow/tensorflow/archive/refs/tags/v2.14.0-rc1.tar.gz",
     ],
 )
 
diff --git a/setup.py b/setup.py
index d3aac99fa4..70e89bdb65 100644
--- a/setup.py
+++ b/setup.py
@@ -115,7 +115,6 @@ def has_ext_modules(self):
         "Intended Audience :: Science/Research",
         "License :: OSI Approved :: Apache Software License",
         "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
diff --git a/tensorflow_addons/utils/resource_loader.py b/tensorflow_addons/utils/resource_loader.py
index 609b3f4d9f..85e494c754 100644
--- a/tensorflow_addons/utils/resource_loader.py
+++ b/tensorflow_addons/utils/resource_loader.py
@@ -20,8 +20,8 @@
 
 import tensorflow as tf
 
-INCLUSIVE_MIN_TF_VERSION_FOR_ABI_COMPATIBILITY = "2.13.0"
-EXCLUSIVE_MAX_TF_VERSION_FOR_ABI_COMPATIBILITY = "2.14.0"
+INCLUSIVE_MIN_TF_VERSION_FOR_ABI_COMPATIBILITY = "2.14.0rc1"
+EXCLUSIVE_MAX_TF_VERSION_FOR_ABI_COMPATIBILITY = "2.15.0"
 abi_warning_already_raised = False
 SKIP_CUSTOM_OPS = False
 
diff --git a/tensorflow_addons/version.py b/tensorflow_addons/version.py
index abf760e251..3d5c9771d6 100644
--- a/tensorflow_addons/version.py
+++ b/tensorflow_addons/version.py
@@ -15,8 +15,8 @@
 """Define TensorFlow Addons version information."""
 
 # Required TensorFlow version [min, max)
-INCLUSIVE_MIN_TF_VERSION = "2.11.0"
-EXCLUSIVE_MAX_TF_VERSION = "2.14.0"
+INCLUSIVE_MIN_TF_VERSION = "2.12.0"
+EXCLUSIVE_MAX_TF_VERSION = "2.15.0"
 
 # We follow Semantic Versioning (https://semver.org/)
 _MAJOR_VERSION = "0"
diff --git a/tools/build_dev_container.sh b/tools/build_dev_container.sh
index 0720fc3dbc..00db38b952 100755
--- a/tools/build_dev_container.sh
+++ b/tools/build_dev_container.sh
@@ -4,7 +4,7 @@ set -x -e
 
 docker build \
     -f tools/docker/dev_container.Dockerfile \
-    --build-arg TF_VERSION=2.13.0 \
+    --build-arg TF_VERSION=2.14.0rc0 \
     --build-arg TF_PACKAGE=tensorflow \
     --build-arg PY_VERSION=$PY_VERSION \
     --no-cache \
diff --git a/tools/docker/build_wheel.Dockerfile b/tools/docker/build_wheel.Dockerfile
index 18c8757610..73c03e05fb 100644
--- a/tools/docker/build_wheel.Dockerfile
+++ b/tools/docker/build_wheel.Dockerfile
@@ -1,6 +1,6 @@
 #syntax=docker/dockerfile:1.1.5-experimental
 ARG PY_VERSION
-FROM tensorflow/build:2.13-python$PY_VERSION as base_install
+FROM tensorflow/build:2.14-python$PY_VERSION as base_install
 
 ENV TF_NEED_CUDA="1"
 ARG PY_VERSION
diff --git a/tools/docker/cpu_tests.Dockerfile b/tools/docker/cpu_tests.Dockerfile
index 98f9001851..f3cd9c9f56 100644
--- a/tools/docker/cpu_tests.Dockerfile
+++ b/tools/docker/cpu_tests.Dockerfile
@@ -1,7 +1,7 @@
 #syntax=docker/dockerfile:1.1.5-experimental
 FROM python:3.9 as build_wheel
 
-ARG TF_VERSION=2.13.0
+ARG TF_VERSION=2.14.0rc0
 RUN pip install --default-timeout=1000 tensorflow-cpu==$TF_VERSION
 
 RUN apt-get update && apt-get install -y sudo rsync
diff --git a/tools/install_deps/tensorflow-cpu.txt b/tools/install_deps/tensorflow-cpu.txt
index e1020c15f1..03cf30011a 100644
--- a/tools/install_deps/tensorflow-cpu.txt
+++ b/tools/install_deps/tensorflow-cpu.txt
@@ -1 +1 @@
-tensorflow-cpu~=2.13.0
+tensorflow-cpu~=2.14.0rc0
diff --git a/tools/install_deps/tensorflow.txt b/tools/install_deps/tensorflow.txt
index c3a69761cb..cc376fab72 100644
--- a/tools/install_deps/tensorflow.txt
+++ b/tools/install_deps/tensorflow.txt
@@ -1 +1 @@
-tensorflow~=2.13.0
\ No newline at end of file
+tensorflow~=2.14.0rc1
\ No newline at end of file
diff --git a/tools/run_gpu_tests.sh b/tools/run_gpu_tests.sh
index 14d5ec0a34..d8ebdcf79b 100644
--- a/tools/run_gpu_tests.sh
+++ b/tools/run_gpu_tests.sh
@@ -6,7 +6,7 @@ export DOCKER_BUILDKIT=1
 docker build \
        -f tools/docker/build_wheel.Dockerfile \
        --target tfa_gpu_tests \
-       --build-arg TF_VERSION=2.13.0 \
+       --build-arg TF_VERSION=2.14.0rc0 \
        --build-arg PY_VERSION=3.9 \
        -t tfa_gpu_tests ./
 docker run --rm -t --gpus=all --shm-size=512m tfa_gpu_tests