diff --git a/src/main/kotlin/com/team4099/robot2023/subsystems/vision/Vision.kt b/src/main/kotlin/com/team4099/robot2023/subsystems/vision/Vision.kt
index 35dfd209..a1ecf973 100644
--- a/src/main/kotlin/com/team4099/robot2023/subsystems/vision/Vision.kt
+++ b/src/main/kotlin/com/team4099/robot2023/subsystems/vision/Vision.kt
@@ -2,7 +2,6 @@ package com.team4099.robot2023.subsystems.vision
 
 import com.team4099.lib.hal.Clock
 import com.team4099.lib.logging.TunableNumber
-import com.team4099.robot2023.config.constants.FieldConstants
 import com.team4099.lib.vision.TimestampedVisionUpdate
 import com.team4099.robot2023.config.constants.VisionConstants
 import com.team4099.robot2023.subsystems.vision.camera.CameraIO
@@ -87,9 +86,144 @@ class Vision(vararg cameras: CameraIO) : SubsystemBase() {
 
     for (instance in io.indices) {
 
-      lastFrameTimes[instance] = Clock.fpgaTime
-      val timestamp = inputs[instance].timestamp
-      val values = inputs[instance].frame
+      for (frameIndex in inputs[instance].timestamps.indices) {
+        lastFrameTimes[instance] = Clock.fpgaTime
+        val timestamp = inputs[instance].timestamps[frameIndex]
+        val values = inputs[instance].frames[frameIndex]
+
+        var cameraPose: Pose3d? = null
+        var robotPose: Pose2d? = null
+
+        when (values[0]) {
+          1.0 -> {
+            cameraPose =
+              Pose3d(
+                values[2].meters,
+                values[3].meters,
+                values[4].meters,
+                Rotation3d(Quaternion(values[5].radians, values[6], values[7], values[8]))
+              )
+
+            //
+            // Logger.recordOutput("Vision/${VisionConstants.CAMERA_NAMES[instance]}_transform",
+            // cameraPose.relativeTo(tuningPosition.toPose3d()).pose3d)
+
+            robotPose = cameraPose.transformBy(cameraPoses[instance].inverse()).toPose2d()
+            println(
+              "CameraPoseX: ${cameraPose.x}, transformX: ${cameraPoses[instance].x}, robotPoseX: ${robotPose.x}"
+            )
+          }
+          2.0 -> {
+            val error0 = values[1]
+            val error1 = values[9]
+
+            var use0 = false
+            var use1 = false
+
+            if (error0 < error1 * ambiguityThreshold) {
+              use0 = true
+            } else if (error1 < error0 * ambiguityThreshold) {
+              use1 = true
+            }
+
+            if (use0) {
+              cameraPose =
+                Pose3d(
+                  values[2].meters,
+                  values[3].meters,
+                  values[4].meters,
+                  Rotation3d(Quaternion(values[5].radians, values[6], values[7], values[8]))
+                )
+
+              robotPose = cameraPose.transformBy(cameraPoses[instance].inverse()).toPose2d()
+            } else if (use1) {
+              cameraPose =
+                Pose3d(
+                  values[10].meters,
+                  values[11].meters,
+                  values[12].meters,
+                  Rotation3d(
+                    Quaternion(values[13].radians, values[14], values[15], values[16])
+                  )
+                )
+
+              robotPose = cameraPose.transformBy(cameraPoses[instance].inverse()).toPose2d()
+            } else {
+
+              val cameraPose0 =
+                Pose3d(
+                  values[2].meters,
+                  values[3].meters,
+                  values[4].meters,
+                  Rotation3d(Quaternion(values[5].radians, values[6], values[7], values[8]))
+                )
+
+              val robotPose0 = cameraPose0.transformBy(cameraPoses[instance].inverse()).toPose2d()
+
+              val cameraPose1 =
+                Pose3d(
+                  values[10].meters,
+                  values[11].meters,
+                  values[12].meters,
+                  Rotation3d(
+                    Quaternion(values[13].radians, values[14], values[15], values[16])
+                  )
+                )
+
+              val robotPose1 = cameraPose1.transformBy(cameraPoses[instance].inverse()).toPose2d()
+
+              if (robotPose0.rotation.minus(fieldTCurrentRobotEstimate.rotation).absoluteValue <
+                robotPose1.rotation.minus(fieldTCurrentRobotEstimate.rotation).absoluteValue
+              ) {
+                cameraPose = cameraPose0
+                robotPose = robotPose0
+              } else {
+                cameraPose = cameraPose1
+                robotPose = robotPose1
+              }
+
+              //
+              // Logger.recordOutput("Vision/${VisionConstants.CAMERA_NAMES[instance]}_transform",
+              // cameraPose.relativeTo(tuningPosition.toPose3d()).pose3d)
+            }
+          }
+        }
+
+        if (cameraPose == null || robotPose == null) {
+          continue
+        }
+
+        if ((robotPose.rotation - fieldTCurrentRobotEstimate.rotation).absoluteValue > 7.degrees &&
+          DriverStation.isEnabled()
+        ) {
+          continue
+        }
+
+        // Find all detected tag poses
+        val tagPoses = mutableListOf<Pose3d>()
+        for (i in (if (values[0] == 1.0) 9 else 17) until values.size) {
+          val tagId: Int = values[i].toInt()
+          lastTagDetectionTimes[tagId] = Clock.fpgaTime
+          // TODO: Convert detected tag to the actual pose for 2024
+        }
+
+        // Calculate average distance to tag
+        var totalDistance = 0.0.meters
+        for (tagPose in tagPoses) {
+          totalDistance += tagPose.translation.getDistance(cameraPose.translation)
+        }
+        val averageDistance = totalDistance / tagPoses.size
+
+        // Add to vision updates
+        val xyStdDev = xyStdDevCoefficient.get() * averageDistance.inMeters.pow(2) / tagPoses.size
+        val thetaStdDev = thetaStdDev.get() * averageDistance.inMeters.pow(2) / tagPoses.size
+
+        visionUpdates.add(
+          TimestampedVisionUpdate(
+            timestamp, robotPose, VecBuilder.fill(xyStdDev, xyStdDev, thetaStdDev)
+          )
+        )
+        robotPoses.add(robotPose)
 
       var cameraPose: Pose3d? = inputs[instance].frame
       var robotPose: Pose2d? = cameraPose?.transformBy(cameraPoses[instance])?.toPose2d()