diff --git a/README.md b/README.md
index 1270382a98c..bca18d1fe49 100644
--- a/README.md
+++ b/README.md
@@ -24,19 +24,10 @@ The following describes the layout of the repository and its different artifacts
     TensorFlow and just want a thin layer to access the TensorFlow runtime from the JVM 
     
 * `tensorflow-framework`
-  * Complete but fairly primitive API for building and training neural networks with TensorFlow
-  * Intended audience: expert neural network developers who prefer to make explicit, detailed decisions 
-    about their models and training algorithms
-    
-* `tensorflow-keras` (early WIP; only defined in `dev` profile)
-  * Partially covers the framework API to allow simpler definition of models and training algorithms
-  * Intended to be familiar if you know the Python Keras API, but prioritizes clean, idiomatic Java 
-    over fidelity to Python
-  * Provides defaults based on common best practices
-  * Allows developers to selectively be more explicit by overriding defaults or dipping into the framework API
-  * Intended audience: neural network developers across the spectrum from beginner to expert who prefer to
-    rely mostly on best-practice defaults and then selectively fine-tune
-  
+  * Primary API for building and training neural networks with TensorFlow
+  * Intended audience: neural network developers
+  * For more information: [tensorflow-framework/README.md](tensorflow-framework/README.md)
+     
 * `ndarray`
   * Generic utility library for n-dimensional data I/O operations
   * Used by TensorFlow but does not depend on TensorFlow
diff --git a/pom.xml b/pom.xml
index 25c814e0490..e40e81ff218 100644
--- a/pom.xml
+++ b/pom.xml
@@ -119,19 +119,6 @@
   </dependencyManagement>
 
   <profiles>
-    <!--
-    Developing profile
-        The 'dev' profile is used for local development or PR compilation check only.
-        Here, we enable the `tensorflow-keras` module only under this profile, until
-        it is mature enough for being deployed and distributed for the end users.
-    -->
-    <profile>
-      <id>dev</id>
-      <modules>
-        <!-- Disabled while the library is still empty -->
-        <!--module>tensorflow-keras</module-->
-      </modules>
-    </profile>
     <!--
     Deploying profile
         Build the Javadoc when deploying
diff --git a/tensorflow-framework/README.md b/tensorflow-framework/README.md
new file mode 100644
index 00000000000..b70ee51ec65
--- /dev/null
+++ b/tensorflow-framework/README.md
@@ -0,0 +1,28 @@
+# Framework API
+
+This is the primary Java API for building and training neural networks with TensorFlow.
+This API deliberately mirrors the overall structure of Python Keras. However, it
+is intended as a comfortable, idiomatic Java API for developers who may or may not
+be familiar with Keras.
+
+This API is intended to provide convenient, sensible defaults, while still allowing you to 
+exercise fine control over the details of your model, training, and inference when necessary.
+
+More specifically, the following goals drive API evolution:
+
+* If either you know how to implement a model in the Python Keras API, or you are reimplementing an 
+  existing Python Keras model in Java, you should be able to cleanly and naturally follow the same 
+  high-level structure in the framework API.
+
+* Also, given some familiarity with patterns followed throughout the framework API, you should be 
+  able to easily translate every detail of a Python Keras implementation into the framework API.
+
+* However, the framework API is not intended to literally mimic the Python Keras API. Rather, it 
+  should expose the same capabilities in an API that feels natural and idiomatic to a Java 
+  programmer who does not know Keras. If we ever find ourselves unable to reconcile this goal with 
+  easy translation from Python Keras, we may split out a Keras layer.
+
+* Also, the framework API should support fine control over all aspects of modeling, training, and 
+  inference. Unlike with Python Keras, we want this to feel like staying in the same API rather 
+  than diving into a separate layer. But here again, if we are ever unable to reconcile this goal 
+  with easy translation from Python Keras, we may split the framework API into two layers.
\ No newline at end of file
diff --git a/tensorflow-keras/pom.xml b/tensorflow-keras/pom.xml
deleted file mode 100644
index ae089d513f3..00000000000
--- a/tensorflow-keras/pom.xml
+++ /dev/null
@@ -1,99 +0,0 @@
-<!--
-  Copyright 2020 The TensorFlow Authors. All Rights Reserved.
-
-  Licensed under the Apache License, Version 2.0 (the "License");
-  you may not use this file except in compliance with the License.
-  You may obtain a copy of the License at
-
-      http://www.apache.org/licenses/LICENSE-2.0
-
-  Unless required by applicable law or agreed to in writing, software
-  distributed under the License is distributed on an "AS IS" BASIS,
-  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-  See the License for the specific language governing permissions and
-  limitations under the License.
-  =======================================================================
-  -->
-<project xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"
-         xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
-
-    <modelVersion>4.0.0</modelVersion>
-
-    <parent>
-        <groupId>org.tensorflow</groupId>
-        <artifactId>tensorflow-java</artifactId>
-        <version>0.3.0-SNAPSHOT</version>
-    </parent>
-    <artifactId>tensorflow-keras</artifactId>
-    <packaging>jar</packaging>
-    <name>TensorFlow Keras Library</name>
-    <description>Java implementation of the TensorFlow Keras API</description>
-
-    <properties>
-        <javacpp.platform.extension></javacpp.platform.extension>
-    </properties>
-
-    <dependencies>
-        <dependency>
-            <groupId>org.tensorflow</groupId>
-            <artifactId>tensorflow-core-platform</artifactId>
-            <version>${project.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.tensorflow</groupId>
-            <artifactId>tensorflow-framework</artifactId>
-            <version>${project.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.json</groupId>
-            <artifactId>json</artifactId>
-            <version>20190722</version>
-        </dependency>
-        <!-- https://mvnrepository.com/artifact/org.apache.commons/commons-csv -->
-        <dependency>
-            <groupId>org.apache.commons</groupId>
-            <artifactId>commons-csv</artifactId>
-            <version>1.8</version>
-        </dependency>
-        <dependency>
-            <groupId>org.junit.jupiter</groupId>
-            <artifactId>junit-jupiter-api</artifactId>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.junit.jupiter</groupId>
-            <artifactId>junit-jupiter-engine</artifactId>
-            <scope>test</scope>
-        </dependency>
-
-        <!-- Include native binaries dependencies only for testing -->
-        <dependency>
-            <groupId>org.tensorflow</groupId>
-            <artifactId>tensorflow-core-platform${javacpp.platform.extension}</artifactId>
-            <version>${project.version}</version>
-            <scope>test</scope>
-        </dependency>
-    </dependencies>
-
-    <build>
-        <plugins>
-            <plugin>
-                <groupId>org.apache.maven.plugins</groupId>
-                <artifactId>maven-surefire-plugin</artifactId>
-                <version>2.22.2</version>
-                <configuration>
-                    <forkCount>1</forkCount>
-                    <reuseForks>false</reuseForks>
-                    <argLine>-Xmx2G -XX:MaxPermSize=256m</argLine>
-                    <skipTests>false</skipTests>
-                    <includes>
-                        <include>**/*Test.java</include>
-                    </includes>
-                </configuration>
-            </plugin>
-        </plugins>
-    </build>
-
-</project>
-
diff --git a/tensorflow-keras/src/main/java/org/tensorflow/keras/package-info.java b/tensorflow-keras/src/main/java/org/tensorflow/keras/package-info.java
deleted file mode 100644
index 3a148acebf7..00000000000
--- a/tensorflow-keras/src/main/java/org/tensorflow/keras/package-info.java
+++ /dev/null
@@ -1 +0,0 @@
-package org.tensorflow.keras;
\ No newline at end of file
diff --git a/tensorflow-keras/src/test/java/org/tensorflow/keras/package-info.java b/tensorflow-keras/src/test/java/org/tensorflow/keras/package-info.java
deleted file mode 100644
index 3a148acebf7..00000000000
--- a/tensorflow-keras/src/test/java/org/tensorflow/keras/package-info.java
+++ /dev/null
@@ -1 +0,0 @@
-package org.tensorflow.keras;
\ No newline at end of file