diff --git a/jvector-native/pom.xml b/jvector-native/pom.xml
index e30abd9b2..db3fbf7b5 100644
--- a/jvector-native/pom.xml
+++ b/jvector-native/pom.xml
@@ -35,6 +35,14 @@
                     </nonFilteredFileExtensions>
                 </configuration>
             </plugin>
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-surefire-plugin</artifactId>
+                <version>3.1.2</version>
+                <configuration>
+                    <skip>false</skip>
+                </configuration>
+            </plugin>
         </plugins>
     </build>
     <profiles>
diff --git a/jvector-native/src/main/java/io/github/jbellis/jvector/disk/MemorySegmentReader.java b/jvector-native/src/main/java/io/github/jbellis/jvector/disk/MemorySegmentReader.java
new file mode 100644
index 000000000..9f4208cd3
--- /dev/null
+++ b/jvector-native/src/main/java/io/github/jbellis/jvector/disk/MemorySegmentReader.java
@@ -0,0 +1,140 @@
+/*
+ * Copyright DataStax, Inc.
+ *
+ * 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.
+ */
+
+package io.github.jbellis.jvector.disk;
+
+import java.io.IOException;
+import java.lang.foreign.Arena;
+import java.lang.foreign.MemorySegment;
+import java.lang.foreign.ValueLayout;
+import java.lang.foreign.ValueLayout.OfFloat;
+import java.lang.foreign.ValueLayout.OfInt;
+import java.lang.foreign.ValueLayout.OfLong;
+import java.nio.ByteBuffer;
+import java.nio.ByteOrder;
+import java.nio.channels.FileChannel;
+import java.nio.channels.FileChannel.MapMode;
+import java.nio.file.Path;
+import java.nio.file.StandardOpenOption;
+
+/**
+ * {@link MemorySegment} based implementation of RandomAccessReader.
+ * MemorySegmentReader doesn't have 2GB file size limitation of {@link SimpleMappedReader}.
+ */
+public class MemorySegmentReader implements RandomAccessReader {
+
+    private static final OfInt intLayout = ValueLayout.JAVA_INT_UNALIGNED.withOrder(ByteOrder.BIG_ENDIAN);
+    private static final OfFloat floatLayout = ValueLayout.JAVA_FLOAT_UNALIGNED.withOrder(ByteOrder.BIG_ENDIAN);
+    private static final OfLong longLayout = ValueLayout.JAVA_LONG_UNALIGNED.withOrder(ByteOrder.BIG_ENDIAN);
+
+    private final Arena arena;
+    private final MemorySegment memory;
+    private long position = 0;
+
+    public MemorySegmentReader(Path path) throws IOException {
+        arena = Arena.ofShared();
+        try (var ch = FileChannel.open(path, StandardOpenOption.READ)) {
+            memory = ch.map(MapMode.READ_ONLY, 0L, ch.size(), arena);
+        } catch (Exception e) {
+            arena.close();
+            throw e;
+        }
+    }
+
+    private MemorySegmentReader(Arena arena, MemorySegment memory) {
+        this.arena = arena;
+        this.memory = memory;
+    }
+
+    @Override
+    public void seek(long offset) {
+        this.position = offset;
+    }
+
+    @Override
+    public long getPosition() {
+        return position;
+    }
+
+    @Override
+    public void readFully(float[] buffer) {
+        MemorySegment.copy(memory, floatLayout, position, buffer, 0, buffer.length);
+        position += buffer.length * 4L;
+    }
+
+    @Override
+    public void readFully(byte[] b) {
+        MemorySegment.copy(memory, ValueLayout.JAVA_BYTE, position, b, 0, b.length);
+        position += b.length;
+    }
+
+    @Override
+    public void readFully(ByteBuffer buffer) {
+        var remaining = buffer.remaining();
+        var slice = memory.asSlice(position, remaining).asByteBuffer();
+        buffer.put(slice);
+        position += remaining;
+    }
+
+    @Override
+    public void readFully(long[] vector) {
+        MemorySegment.copy(memory, longLayout, position, vector, 0, vector.length);
+        position += vector.length * 8L;
+    }
+
+    @Override
+    public int readInt() {
+        var k = memory.get(intLayout, position);
+        position += 4;
+        return k;
+    }
+
+    @Override
+    public float readFloat() {
+        var f = memory.get(floatLayout, position);
+        position += 4;
+        return f;
+    }
+
+    @Override
+    public void read(int[] ints, int offset, int count) {
+        MemorySegment.copy(memory, intLayout, position, ints, offset, count);
+        position += count * 4L;
+    }
+
+    @Override
+    public void read(float[] floats, int offset, int count) {
+        MemorySegment.copy(memory, floatLayout, position, floats, offset, count);
+        position += count * 4L;
+    }
+
+    /**
+     * Loads the contents of the mapped segment into physical memory.
+     * This is a best-effort mechanism.
+     */
+    public void loadMemory() {
+        memory.load();
+    }
+
+    @Override
+    public void close() {
+        arena.close();
+    }
+
+    public MemorySegmentReader duplicate() {
+        return new MemorySegmentReader(arena, memory);
+    }
+}
diff --git a/jvector-native/src/main/java/io/github/jbellis/jvector/disk/MemorySegmentReaderSupplier.java b/jvector-native/src/main/java/io/github/jbellis/jvector/disk/MemorySegmentReaderSupplier.java
new file mode 100644
index 000000000..2334c00db
--- /dev/null
+++ b/jvector-native/src/main/java/io/github/jbellis/jvector/disk/MemorySegmentReaderSupplier.java
@@ -0,0 +1,37 @@
+/*
+ * Copyright DataStax, Inc.
+ *
+ * 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.
+ */
+package io.github.jbellis.jvector.disk;
+
+import java.io.IOException;
+import java.nio.file.Path;
+
+public class MemorySegmentReaderSupplier implements ReaderSupplier {
+    private final MemorySegmentReader reader;
+
+    public MemorySegmentReaderSupplier(Path path) throws IOException {
+        reader = new MemorySegmentReader(path);
+    }
+
+    @Override
+    public RandomAccessReader get() {
+        return reader.duplicate();
+    }
+
+    @Override
+    public void close() {
+        reader.close();
+    }
+}
diff --git a/jvector-native/src/test/java/io/github/jbellis/jvector/disk/MemorySegmentReaderTest.java b/jvector-native/src/test/java/io/github/jbellis/jvector/disk/MemorySegmentReaderTest.java
new file mode 100644
index 000000000..e57ed6522
--- /dev/null
+++ b/jvector-native/src/test/java/io/github/jbellis/jvector/disk/MemorySegmentReaderTest.java
@@ -0,0 +1,148 @@
+/*
+ * Copyright DataStax, Inc.
+ *
+ * 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.
+ */
+
+package io.github.jbellis.jvector.disk;
+
+import com.carrotsearch.randomizedtesting.RandomizedTest;
+import com.carrotsearch.randomizedtesting.annotations.ThreadLeakScope;
+import org.junit.After;
+import org.junit.Before;
+import org.junit.Test;
+
+import java.io.DataOutputStream;
+import java.io.FileOutputStream;
+import java.io.IOException;
+import java.nio.ByteBuffer;
+import java.nio.file.Files;
+import java.nio.file.Path;
+
+import static org.junit.Assert.assertEquals;
+import static org.junit.Assert.fail;
+
+@ThreadLeakScope(ThreadLeakScope.Scope.NONE)
+public class MemorySegmentReaderTest extends RandomizedTest {
+
+    private Path tempFile;
+
+    @Before
+    public void setup() throws IOException {
+        tempFile = Files.createTempFile(getClass().getSimpleName(), ".data");
+
+        try (var out = new DataOutputStream(new FileOutputStream(tempFile.toFile()))) {
+            out.write(new byte[] {1, 2, 3, 4, 5, 6, 7});
+            for (int i = 0; i < 5; i++) {
+                out.writeInt((i + 1) * 19);
+            }
+            for (int i = 0; i < 5; i++) {
+                out.writeLong((i + 1) * 19L);
+            }
+            for (int i = 0; i < 5; i++) {
+                out.writeFloat((i + 1) * 19);
+            }
+        }
+    }
+
+    @After
+    public void tearDown() throws IOException {
+        Files.deleteIfExists(tempFile);
+    }
+
+    @Test
+    public void testReader() throws Exception {
+        try (var r = new MemorySegmentReader(tempFile)) {
+            verifyReader(r);
+
+            // read 2nd time from beginning
+            verifyReader(r);
+        }
+    }
+
+    @Test
+    public void testReaderDuplicate() throws Exception {
+        try (var r = new MemorySegmentReader(tempFile)) {
+            for (int i = 0; i < 3; i++) {
+                var r2 = r.duplicate();
+                verifyReader(r2);
+            }
+        }
+    }
+
+    @Test
+    public void testReaderClose() throws Exception {
+        var r = new MemorySegmentReader(tempFile);
+        var r2 = r.duplicate();
+
+        r.close();
+
+        try {
+            r.readInt();
+            fail("Should have thrown an exception");
+        } catch (IllegalStateException _) {
+        }
+
+        try {
+            r2.readInt();
+            fail("Should have thrown an exception");
+        } catch (IllegalStateException _) {
+        }
+    }
+
+    private void verifyReader(MemorySegmentReader r) {
+        r.seek(0);
+        var bytes = new byte[7];
+        r.readFully(bytes);
+        for (int i = 0; i < bytes.length; i++) {
+            assertEquals(i + 1, bytes[i]);
+        }
+
+        r.seek(0);
+        var buff = ByteBuffer.allocate(6);
+        r.readFully(buff);
+        for (int i = 0; i < buff.remaining(); i++) {
+            assertEquals(i + 1, buff.get(i));
+        }
+
+        r.seek(7);
+        assertEquals(19, r.readInt());
+
+        r.seek(7);
+        var ints = new int[5];
+        r.read(ints, 0, ints.length);
+        for (int i = 0; i < ints.length; i++) {
+            var k = ints[i];
+            assertEquals((i + 1) * 19, k);
+        }
+
+        r.seek(7 + (4 * 5));
+        var longs = new long[5];
+        r.readFully(longs);
+        for (int i = 0; i < longs.length; i++) {
+            var l = longs[i];
+            assertEquals((i + 1) * 19, l);
+        }
+
+        r.seek(7 + (4 * 5) + (8 * 5));
+        assertEquals(19, r.readFloat(), 0.01);
+
+        r.seek(7 + (4 * 5) + (8 * 5));
+        var floats = new float[5];
+        r.readFully(floats);
+        for (int i = 0; i < floats.length; i++) {
+            var f = floats[i];
+            assertEquals((i + 1) * 19f, f, 0.01);
+        }
+    }
+}