diff --git a/firmware/os/algos/calibration/nano_calibration/nano_calibration.cc b/firmware/os/algos/calibration/nano_calibration/nano_calibration.cc
index 9d8e04d..122af48 100644
--- a/firmware/os/algos/calibration/nano_calibration/nano_calibration.cc
+++ b/firmware/os/algos/calibration/nano_calibration/nano_calibration.cc
@@ -25,9 +25,9 @@
 namespace {
 
 // Common log message sensor-specific identifiers.
-char const *kAccelTag = "[ACCEL_MPS2]";
-char const *kGyroTag = "[GYRO_RPS]";
-char const *kMagTag = "[MAG_UT]";
+constexpr char kAccelTag[] = {"[NanoSensorCal:ACCEL_MPS2]"};
+constexpr char kGyroTag[] = {"[NanoSensorCal:GYRO_RPS]"};
+constexpr char kMagTag[] = {"[NanoSensorCal:MAG_UT]"};
 
 // Defines a plan for limiting log messages so that upon initialization there
 // begins a period set by 'duration_of_rapid_messages_min' where log messages
@@ -47,6 +47,8 @@
 
 using ::online_calibration::CalibrationDataThreeAxis;
 using ::online_calibration::CalibrationTypeFlags;
+using ::online_calibration::SensorData;
+using ::online_calibration::SensorIndex;
 using ::online_calibration::SensorType;
 
 // NanoSensorCal logging macros.
@@ -54,24 +56,6 @@
 #define LOG_TAG "[ImuCal]"
 #endif
 
-// Some devices do not have multisensor ASH API support. These macros remap to
-// single-sensor functions.
-#ifndef ASH_MULTI_CAL_SUPPORTED
-#define ashSetMultiCalibration(chre_sensor_type, sensor_index,  \
-                               calibration_index, ash_cal_info) \
-  ashSetCalibration(chre_sensor_type, ash_cal_info)
-
-#define ashSaveMultiCalibrationParams(chre_sensor_type, sensor_index,        \
-                                      calibration_index, ash_cal_parameters) \
-  ashSaveCalibrationParams(chre_sensor_type, ash_cal_parameters)
-
-#define ashLoadMultiCalibrationParams(chre_sensor_type, sensor_index, \
-                                      calibration_index,              \
-                                      recalled_ash_cal_parameters)    \
-  ashLoadCalibrationParams(chre_sensor_type, ASH_CAL_STORAGE_ASH,     \
-                           recalled_ash_cal_parameters)
-#endif  // ASH_MULTI_CAL_SUPPORTED
-
 #ifdef NANO_SENSOR_CAL_DBG_ENABLED
 #define NANO_CAL_LOGD(tag, format, ...) \
   TECHENG_LOGD("%s " format, tag, ##__VA_ARGS__)
@@ -90,83 +74,190 @@
 #define NANO_CAL_LOGI(tag, format, ...) \
   TECHENG_LOGI("%s " format, tag, ##__VA_ARGS__)
 
-bool GetCalMetaData(const NanoSensorCal::OnlineCalibrationThreeAxis &online_cal,
-                    uint8_t *chre_sensor_type, char const **sensor_tag,
-                    uint8_t *sensor_index, uint8_t *calibration_index) {
-  *chre_sensor_type = 0;
-  *sensor_tag = nullptr;
-  *sensor_index = online_cal.get_sensor_index();
-  *calibration_index = online_cal.get_calibration_index();
-
-  switch (online_cal.get_sensor_type()) {
-    case SensorType::kAccelerometerMps2:
-      *chre_sensor_type = CHRE_SENSOR_TYPE_ACCELEROMETER;
-      *sensor_tag = kAccelTag;
-      break;
-    case SensorType::kGyroscopeRps:
-      *chre_sensor_type = CHRE_SENSOR_TYPE_GYROSCOPE;
-      *sensor_tag = kGyroTag;
-      break;
-    case SensorType::kMagnetometerUt:
-      *chre_sensor_type = CHRE_SENSOR_TYPE_GEOMAGNETIC_FIELD;
-      *sensor_tag = kMagTag;
-      break;
-    default:
-      NANO_CAL_LOGW("[NanoSensorCal]", "Unexpected sensor calibration (%d).",
-                    static_cast<int>(online_cal.get_sensor_type()));
-      return false;
-  }
-  return true;
-}
-
 }  // namespace
 
-void NanoSensorCal::UpdateCalibration(
-    online_calibration::CalibrationTypeFlags new_cal_flags,
-    const OnlineCalibrationThreeAxis &online_cal) {
-  if (new_cal_flags != CalibrationTypeFlags::NONE) {
-    uint8_t chre_sensor_type = 0;
-    char const *sensor_tag = nullptr;
-    uint8_t sensor_index = 0;
-    uint8_t calibration_index = 0;
-    if (GetCalMetaData(online_cal, &chre_sensor_type, &sensor_tag,
-                       &sensor_index, &calibration_index)) {
-      NotifyAshCalibration(chre_sensor_type, sensor_index, calibration_index,
-                           online_cal.GetSensorCalibration(),
-                           online_cal.which_calibration_flags(), sensor_tag);
+void NanoSensorCal::Initialize(OnlineCalibrationThreeAxis *accel_cal,
+                               OnlineCalibrationThreeAxis *gyro_cal,
+                               OnlineCalibrationThreeAxis *mag_cal) {
+  // Loads stored calibration data and initializes the calibration algorithms.
+  accel_cal_ = accel_cal;
+  if (accel_cal_ != nullptr) {
+    if (accel_cal_->get_sensor_type() == SensorType::kAccelerometerMps2) {
+      LoadAshCalibration(CHRE_SENSOR_TYPE_ACCELEROMETER, accel_cal_,
+                         &accel_cal_update_flags_, kAccelTag);
+      NANO_CAL_LOGI(kAccelTag,
+                    "Accelerometer runtime calibration initialized.");
+    } else {
+      accel_cal_ = nullptr;
+      NANO_CAL_LOGE(kAccelTag, "Failed to initialize: wrong sensor type.");
+    }
+  }
+
+  gyro_cal_ = gyro_cal;
+  if (gyro_cal_ != nullptr) {
+    if (gyro_cal_->get_sensor_type() == SensorType::kGyroscopeRps) {
+      LoadAshCalibration(CHRE_SENSOR_TYPE_GYROSCOPE, gyro_cal_,
+                         &gyro_cal_update_flags_, kGyroTag);
+      NANO_CAL_LOGI(kGyroTag, "Gyroscope runtime calibration initialized.");
+    } else {
+      gyro_cal_ = nullptr;
+      NANO_CAL_LOGE(kGyroTag, "Failed to initialize: wrong sensor type.");
+    }
+  }
+
+  mag_cal_ = mag_cal;
+  if (mag_cal != nullptr) {
+    if (mag_cal->get_sensor_type() == SensorType::kMagnetometerUt) {
+      LoadAshCalibration(CHRE_SENSOR_TYPE_GEOMAGNETIC_FIELD, mag_cal_,
+                         &mag_cal_update_flags_, kMagTag);
+      NANO_CAL_LOGI(kMagTag, "Magnetometer runtime calibration initialized.");
+    } else {
+      mag_cal_ = nullptr;
+      NANO_CAL_LOGE(kMagTag, "Failed to initialize: wrong sensor type.");
+    }
+  }
+
+  // Resets the initialization timestamp. Set below in HandleSensorSamples.
+  initialization_start_time_nanos_ = 0;
+}
+
+void NanoSensorCal::HandleSensorSamples(
+    uint16_t event_type, const chreSensorThreeAxisData *event_data) {
+  // Converts CHRE Event -> SensorData::SensorType.
+  SensorData sample;
+  switch (event_type) {
+    case CHRE_EVENT_SENSOR_UNCALIBRATED_ACCELEROMETER_DATA:
+      sample.type = SensorType::kAccelerometerMps2;
+      break;
+    case CHRE_EVENT_SENSOR_UNCALIBRATED_GYROSCOPE_DATA:
+      sample.type = SensorType::kGyroscopeRps;
+      break;
+    case CHRE_EVENT_SENSOR_UNCALIBRATED_GEOMAGNETIC_FIELD_DATA:
+      sample.type = SensorType::kMagnetometerUt;
+      break;
+    default:
+      // This sensor type is not used.
+      NANO_CAL_LOGW("[NanoSensorCal]",
+                    "Unexpected 3-axis sensor type received.");
+      return;
+  }
+
+  // Sends the sensor payload to the calibration algorithms and checks for
+  // calibration updates.
+  const auto &header = event_data->header;
+  const auto *data = event_data->readings;
+  sample.timestamp_nanos = header.baseTimestamp;
+  for (size_t i = 0; i < header.readingCount; i++) {
+    sample.timestamp_nanos += data[i].timestampDelta;
+    memcpy(sample.data, data[i].v, sizeof(sample.data));
+    ProcessSample(sample);
+  }
+
+  // Starts tracking the time after initialization to help rate limit gyro log
+  // messaging.
+  if (initialization_start_time_nanos_ == 0) {
+    initialization_start_time_nanos_ = header.baseTimestamp;
+    gyro_notification_time_nanos_ = 0;
+  }
+}
+
+void NanoSensorCal::HandleTemperatureSamples(
+    uint16_t event_type, const chreSensorFloatData *event_data) {
+  // Computes the mean of the batched temperature samples and delivers it to the
+  // calibration algorithms. Note, the temperature sensor batch size determines
+  // its minimum update interval.
+  if (event_type == CHRE_EVENT_SENSOR_ACCELEROMETER_TEMPERATURE_DATA &&
+      event_data->header.readingCount > 0) {
+    const auto header = event_data->header;
+    const auto *data = event_data->readings;
+
+    SensorData sample;
+    sample.type = SensorType::kTemperatureCelsius;
+    sample.timestamp_nanos = header.baseTimestamp;
+
+    float accum_temperature_celsius = 0.0f;
+    for (size_t i = 0; i < header.readingCount; i++) {
+      sample.timestamp_nanos += data[i].timestampDelta;
+      accum_temperature_celsius += data[i].value;
+    }
+    sample.data[SensorIndex::kSingleAxis] =
+        accum_temperature_celsius / header.readingCount;
+    ProcessSample(sample);
+  } else {
+    NANO_CAL_LOGW("[NanoSensorCal]",
+                  "Unexpected single-axis sensor type received.");
+  }
+}
+
+void NanoSensorCal::ProcessSample(const SensorData &sample) {
+  // Sends a new sensor sample to each active calibration algorithm and sends
+  // out notifications for new calibration updates.
+  if (accel_cal_ != nullptr) {
+    const CalibrationTypeFlags new_cal_flags =
+        accel_cal_->SetMeasurement(sample);
+    if (new_cal_flags != CalibrationTypeFlags::NONE) {
+      accel_cal_update_flags_ |= new_cal_flags;
+      NotifyAshCalibration(CHRE_SENSOR_TYPE_ACCELEROMETER,
+                           accel_cal_->GetSensorCalibration(),
+                           accel_cal_update_flags_, kAccelTag);
+      PrintCalibration(accel_cal_->GetSensorCalibration(),
+                       accel_cal_update_flags_, kAccelTag);
+
+      if (result_callback_ != nullptr) {
+        result_callback_->SetCalibrationEvent(sample.timestamp_nanos,
+                                              SensorType::kAccelerometerMps2,
+                                              accel_cal_update_flags_);
+      }
+    }
+  }
+
+  if (gyro_cal_ != nullptr) {
+    const CalibrationTypeFlags new_cal_flags =
+        gyro_cal_->SetMeasurement(sample);
+    if (new_cal_flags != CalibrationTypeFlags::NONE) {
+      gyro_cal_update_flags_ |= new_cal_flags;
+      if (NotifyAshCalibration(CHRE_SENSOR_TYPE_GYROSCOPE,
+                               gyro_cal_->GetSensorCalibration(),
+                               gyro_cal_update_flags_, kGyroTag)) {
+        const bool print_gyro_log =
+            HandleGyroLogMessage(sample.timestamp_nanos);
+
+        if (result_callback_ != nullptr &&
+            (print_gyro_log ||
+             gyro_cal_update_flags_ != CalibrationTypeFlags::BIAS)) {
+          // Rate-limits OTC gyro telemetry updates since they can happen
+          // frequently with temperature change. However, all GyroCal stillness
+          // and OTC model parameter updates will be recorded.
+          result_callback_->SetCalibrationEvent(sample.timestamp_nanos,
+                                                SensorType::kGyroscopeRps,
+                                                gyro_cal_update_flags_);
+        }
+      }
+    }
+  }
+
+  if (mag_cal_ != nullptr) {
+    const CalibrationTypeFlags new_cal_flags = mag_cal_->SetMeasurement(sample);
+    if (new_cal_flags != CalibrationTypeFlags::NONE) {
+      mag_cal_update_flags_ |= new_cal_flags;
+      NotifyAshCalibration(CHRE_SENSOR_TYPE_GEOMAGNETIC_FIELD,
+                           mag_cal_->GetSensorCalibration(),
+                           mag_cal_update_flags_, kMagTag);
+      PrintCalibration(mag_cal_->GetSensorCalibration(), mag_cal_update_flags_,
+                       kMagTag);
+
+      if (result_callback_ != nullptr) {
+        result_callback_->SetCalibrationEvent(sample.timestamp_nanos,
+                                              SensorType::kMagnetometerUt,
+                                              mag_cal_update_flags_);
+      }
     }
   }
 }
 
 bool NanoSensorCal::NotifyAshCalibration(
-    uint8_t chre_sensor_type, uint8_t sensor_index, uint8_t calibration_index,
-    const CalibrationDataThreeAxis &cal_data, CalibrationTypeFlags flags,
-    char const *sensor_tag) {
-  bool is_log_update_allowed = true;
-  bool send_results_callback = true;
-
-  if (chre_sensor_type == CHRE_SENSOR_TYPE_GYROSCOPE) {
-    // Rate-limits OTC gyro log updates since they can happen frequently with
-    // temperature changes. However, all GyroCal stillness and OTC model
-    // parameter updates will be reported through the results callback.
-    is_log_update_allowed =
-        IsGyroLogUpdateAllowed(cal_data.cal_update_time_nanos);
-
-    send_results_callback =
-        is_log_update_allowed || flags != CalibrationTypeFlags::BIAS;
-  }
-
-  if (is_log_update_allowed) {
-    PrintCalibration(cal_data, sensor_index, calibration_index, flags,
-                     sensor_tag);
-  }
-
-  if (result_callback_ != nullptr && send_results_callback) {
-    result_callback_->SetCalibrationEvent(cal_data.cal_update_time_nanos,
-                                          cal_data.type, sensor_index,
-                                          calibration_index, flags, cal_data);
-  }
-
+    uint8_t chreSensorType, const CalibrationDataThreeAxis &cal_data,
+    CalibrationTypeFlags flags, const char *sensor_tag) {
   // Updates the sensor offset calibration using the ASH API.
   ashCalInfo ash_cal_info;
   memset(&ash_cal_info, 0, sizeof(ashCalInfo));
@@ -194,8 +285,7 @@
       break;
   }
 
-  if (!ashSetMultiCalibration(chre_sensor_type, sensor_index, calibration_index,
-                              &ash_cal_info)) {
+  if (!ashSetCalibration(chreSensorType, &ash_cal_info)) {
     NANO_CAL_LOGE(sensor_tag, "ASH failed to apply calibration update.");
     return false;
   }
@@ -221,8 +311,7 @@
     ash_cal_parameters.tempInterceptSource = ASH_CAL_PARAMS_SOURCE_RUNTIME;
   }
 
-  if (!ashSaveMultiCalibrationParams(chre_sensor_type, sensor_index,
-                                     calibration_index, &ash_cal_parameters)) {
+  if (!ashSaveCalibrationParams(chreSensorType, &ash_cal_parameters)) {
     NANO_CAL_LOGE(sensor_tag, "ASH failed to write calibration update.");
     return false;
   }
@@ -230,97 +319,91 @@
   return true;
 }
 
-void NanoSensorCal::LoadAshCalibration(OnlineCalibrationThreeAxis *online_cal) {
-  uint8_t chre_sensor_type = 0;
-  char const *sensor_tag = nullptr;
-  uint8_t sensor_index = 0;
-  uint8_t calibration_index = 0;
-  ashCalParams recalled_ash_cal_parameters = {};
+bool NanoSensorCal::LoadAshCalibration(uint8_t chreSensorType,
+                                       OnlineCalibrationThreeAxis *online_cal,
+                                       CalibrationTypeFlags *flags,
+                                       const char *sensor_tag) {
+  ashCalParams recalled_ash_cal_parameters;
+  if (ashLoadCalibrationParams(chreSensorType, ASH_CAL_STORAGE_ASH,
+                               &recalled_ash_cal_parameters)) {
+    // Checks whether a valid set of runtime calibration parameters was received
+    // and can be used for initialization.
+    if (DetectRuntimeCalibration(chreSensorType, sensor_tag, flags,
+                                 &recalled_ash_cal_parameters)) {
+      CalibrationDataThreeAxis cal_data;
+      cal_data.type = online_cal->get_sensor_type();
+      cal_data.cal_update_time_nanos = chreGetTime();
 
-  // Resets the rate limiter for gyro calibration update messages.
-  initial_gyro_cal_time_nanos_ = 0;
+      // Analyzes the calibration flags and sets only the runtime calibration
+      // values that were received.
+      if (*flags & CalibrationTypeFlags::BIAS) {
+        cal_data.offset_temp_celsius =
+            recalled_ash_cal_parameters.offsetTempCelsius;
+        memcpy(cal_data.offset, recalled_ash_cal_parameters.offset,
+               sizeof(cal_data.offset));
+      }
 
-  if (!GetCalMetaData(*online_cal, &chre_sensor_type, &sensor_tag,
-                      &sensor_index, &calibration_index) ||
-      !ashLoadMultiCalibrationParams(chre_sensor_type, sensor_index,
-                                     calibration_index,
-                                     &recalled_ash_cal_parameters)) {
+      if (*flags & CalibrationTypeFlags::OVER_TEMP) {
+        memcpy(cal_data.temp_sensitivity,
+               recalled_ash_cal_parameters.tempSensitivity,
+               sizeof(cal_data.temp_sensitivity));
+        memcpy(cal_data.temp_intercept,
+               recalled_ash_cal_parameters.tempIntercept,
+               sizeof(cal_data.temp_intercept));
+      }
+
+      // Sets the algorithm's initial calibration data and notifies ASH to apply
+      // the recalled calibration data.
+      if (online_cal->SetInitialCalibration(cal_data)) {
+        return NotifyAshCalibration(chreSensorType,
+                                    online_cal->GetSensorCalibration(), *flags,
+                                    sensor_tag);
+      } else {
+        NANO_CAL_LOGE(sensor_tag,
+                      "Calibration data failed to initialize algorithm.");
+      }
+    }
+  } else {
     // This is not necessarily an error since there may not be any previously
     // stored runtime calibration data to load yet (e.g., first device boot).
     NANO_CAL_LOGW(sensor_tag, "ASH did not recall calibration data.");
-    return;
   }
 
-  // Checks whether a valid set of runtime calibration parameters was received
-  // and can be used for initialization.
-  online_calibration::CalibrationTypeFlags flags = CalibrationTypeFlags::NONE;
-  if (DetectRuntimeCalibration(chre_sensor_type, sensor_tag, sensor_index,
-                               calibration_index, recalled_ash_cal_parameters,
-                               flags)) {
-    CalibrationDataThreeAxis cal_data;
-    cal_data.type = online_cal->get_sensor_type();
-    cal_data.cal_update_time_nanos = chreGetTime();
-
-    // Analyzes the calibration flags and sets only the runtime calibration
-    // values that were received.
-    if (flags & CalibrationTypeFlags::BIAS) {
-      cal_data.offset_temp_celsius =
-          recalled_ash_cal_parameters.offsetTempCelsius;
-      memcpy(cal_data.offset, recalled_ash_cal_parameters.offset,
-             sizeof(cal_data.offset));
-    }
-
-    if (flags & CalibrationTypeFlags::OVER_TEMP) {
-      memcpy(cal_data.temp_sensitivity,
-             recalled_ash_cal_parameters.tempSensitivity,
-             sizeof(cal_data.temp_sensitivity));
-      memcpy(cal_data.temp_intercept, recalled_ash_cal_parameters.tempIntercept,
-             sizeof(cal_data.temp_intercept));
-    }
-
-    // Sets the algorithm's initial calibration data and notifies ASH to apply
-    // the recalled calibration data.
-    if (online_cal->SetInitialCalibration(cal_data)) {
-      NotifyAshCalibration(chre_sensor_type, sensor_index, calibration_index,
-                           online_cal->GetSensorCalibration(), flags,
-                           sensor_tag);
-    } else {
-      NANO_CAL_LOGE(sensor_tag,
-                    "Calibration data failed to initialize algorithm.");
-    }
-  }
+  return false;
 }
 
-bool NanoSensorCal::DetectRuntimeCalibration(
-    uint8_t chre_sensor_type, const char *sensor_tag, uint8_t sensor_index,
-    uint8_t calibration_index, const ashCalParams &ash_cal_parameters,
-    CalibrationTypeFlags &flags) {
+bool NanoSensorCal::DetectRuntimeCalibration(uint8_t chreSensorType,
+                                             const char *sensor_tag,
+                                             CalibrationTypeFlags *flags,
+                                             ashCalParams *ash_cal_parameters) {
   // Analyzes calibration source flags to determine whether runtime
   // calibration values have been loaded and may be used for initialization. A
   // valid runtime calibration source will include at least an offset.
-  flags = CalibrationTypeFlags::NONE;  // Resets the calibration flags.
+  *flags = CalibrationTypeFlags::NONE;  // Resets the calibration flags.
 
   // Uses the ASH calibration source flags to set the appropriate
   // CalibrationTypeFlags. These will be used to determine which values to copy
   // from 'ash_cal_parameters' and provide to the calibration algorithms for
   // initialization.
   bool runtime_cal_detected = false;
-  if (ash_cal_parameters.offsetSource == ASH_CAL_PARAMS_SOURCE_RUNTIME &&
-      ash_cal_parameters.offsetTempCelsiusSource ==
+  if (ash_cal_parameters->offsetSource == ASH_CAL_PARAMS_SOURCE_RUNTIME &&
+      ash_cal_parameters->offsetTempCelsiusSource ==
           ASH_CAL_PARAMS_SOURCE_RUNTIME) {
     runtime_cal_detected = true;
-    flags = CalibrationTypeFlags::BIAS;
+    *flags = CalibrationTypeFlags::BIAS;
   }
 
-  if (ash_cal_parameters.tempSensitivitySource ==
+  if (ash_cal_parameters->tempSensitivitySource ==
           ASH_CAL_PARAMS_SOURCE_RUNTIME &&
-      ash_cal_parameters.tempInterceptSource == ASH_CAL_PARAMS_SOURCE_RUNTIME) {
-    flags |= CalibrationTypeFlags::OVER_TEMP;
+      ash_cal_parameters->tempInterceptSource ==
+          ASH_CAL_PARAMS_SOURCE_RUNTIME) {
+    *flags |= CalibrationTypeFlags::OVER_TEMP;
   }
 
   if (runtime_cal_detected) {
     // Prints the retrieved runtime calibration data.
-    NANO_CAL_LOGD(sensor_tag, "Runtime calibration data detected.");
+    NANO_CAL_LOGI(sensor_tag, "Runtime calibration data detected.");
+    PrintAshCalParams(*ash_cal_parameters, sensor_tag);
   } else {
     // This is a warning (not an error) since the runtime algorithms will
     // function correctly with no recalled calibration values. They will
@@ -331,55 +414,82 @@
   return runtime_cal_detected;
 }
 
-void NanoSensorCal::PrintCalibration(const CalibrationDataThreeAxis &cal_data,
-                                     uint8_t sensor_index,
-                                     uint8_t calibration_index,
-                                     CalibrationTypeFlags flags,
-                                     const char *sensor_tag) {
-  if (flags & CalibrationTypeFlags::BIAS) {
-    NANO_CAL_LOGI(
-        sensor_tag,
-        "(%d, %d) Offset | Temp [C] | Quality: %.6f, %.6f, %.6f | %.2f | %d",
-        sensor_index, calibration_index, cal_data.offset[0], cal_data.offset[1],
-        cal_data.offset[2], cal_data.offset_temp_celsius,
-        static_cast<int>(cal_data.calibration_quality.level));
+// Helper functions for logging calibration information.
+void NanoSensorCal::PrintAshCalParams(const ashCalParams &cal_params,
+                                      const char *sensor_tag) {
+  if (cal_params.offsetSource == ASH_CAL_PARAMS_SOURCE_RUNTIME) {
+    NANO_CAL_LOGI(sensor_tag,
+                  "Offset | Temperature [C]: %.6f, %.6f, %.6f | %.2f",
+                  cal_params.offset[0], cal_params.offset[1],
+                  cal_params.offset[2], cal_params.offsetTempCelsius);
   }
 
-  if (flags & CalibrationTypeFlags::OVER_TEMP) {
-    NANO_CAL_LOGI(sensor_tag, "(%d) Temp Sensitivity: %.6f, %.6f, %.6f",
-                  sensor_index, cal_data.temp_sensitivity[0],
-                  cal_data.temp_sensitivity[1], cal_data.temp_sensitivity[2]);
-    NANO_CAL_LOGI(sensor_tag, "(%d) Temp Intercept: %.6f, %.6f, %.6f",
-                  sensor_index, cal_data.temp_intercept[0],
-                  cal_data.temp_intercept[1], cal_data.temp_intercept[2]);
+  if (cal_params.tempSensitivitySource == ASH_CAL_PARAMS_SOURCE_RUNTIME) {
+    NANO_CAL_LOGI(sensor_tag, "Temp Sensitivity [units/C]: %.6f, %.6f, %.6f",
+                  cal_params.tempSensitivity[0], cal_params.tempSensitivity[1],
+                  cal_params.tempSensitivity[2]);
+  }
+
+  if (cal_params.tempInterceptSource == ASH_CAL_PARAMS_SOURCE_RUNTIME) {
+    NANO_CAL_LOGI(sensor_tag, "Temp Intercept [units]: %.6f, %.6f, %.6f",
+                  cal_params.tempIntercept[0], cal_params.tempIntercept[1],
+                  cal_params.tempIntercept[2]);
+  }
+
+  if (cal_params.scaleFactorSource == ASH_CAL_PARAMS_SOURCE_RUNTIME) {
+    NANO_CAL_LOGI(sensor_tag, "Scale Factor: %.6f, %.6f, %.6f",
+                  cal_params.scaleFactor[0], cal_params.scaleFactor[1],
+                  cal_params.scaleFactor[2]);
+  }
+
+  if (cal_params.crossAxisSource == ASH_CAL_PARAMS_SOURCE_RUNTIME) {
+    NANO_CAL_LOGI(sensor_tag,
+                  "Cross-Axis in [yx, zx, zy] order: %.6f, %.6f, %.6f",
+                  cal_params.crossAxis[0], cal_params.crossAxis[1],
+                  cal_params.crossAxis[2]);
   }
 }
 
-bool NanoSensorCal::IsGyroLogUpdateAllowed(uint64_t timestamp_nanos) {
-  if (initial_gyro_cal_time_nanos_ == 0) {
-    initial_gyro_cal_time_nanos_ = timestamp_nanos;
-    gyro_notification_time_nanos_ = timestamp_nanos;
-    return true;
+void NanoSensorCal::PrintCalibration(const CalibrationDataThreeAxis &cal_data,
+                                     CalibrationTypeFlags flags,
+                                     const char *sensor_tag) {
+  if (flags & CalibrationTypeFlags::BIAS) {
+    NANO_CAL_LOGI(sensor_tag,
+                  "Offset | Temperature [C]: %.6f, %.6f, %.6f | %.2f",
+                  cal_data.offset[0], cal_data.offset[1], cal_data.offset[2],
+                  cal_data.offset_temp_celsius);
   }
 
+  if (flags & CalibrationTypeFlags::OVER_TEMP) {
+    NANO_CAL_LOGI(sensor_tag, "Temp Sensitivity: %.6f, %.6f, %.6f",
+                  cal_data.temp_sensitivity[0], cal_data.temp_sensitivity[1],
+                  cal_data.temp_sensitivity[2]);
+    NANO_CAL_LOGI(sensor_tag, "Temp Intercept: %.6f, %.6f, %.6f",
+                  cal_data.temp_intercept[0], cal_data.temp_intercept[1],
+                  cal_data.temp_intercept[2]);
+  }
+}
+
+bool NanoSensorCal::HandleGyroLogMessage(uint64_t timestamp_nanos) {
   // Limits the log messaging update rate for the gyro calibrations since
   // these can occur frequently with rapid temperature changes.
   const int64_t next_log_interval_nanos =
       (NANO_TIMER_CHECK_T1_GEQUAL_T2_PLUS_DELTA(
-          /*t1=*/timestamp_nanos, /*t2=*/initial_gyro_cal_time_nanos_,
+          timestamp_nanos, initialization_start_time_nanos_,
           MIN_TO_NANOS(kGyroscopeMessagePlan.duration_of_rapid_messages_min)))
           ? MIN_TO_NANOS(kGyroscopeMessagePlan.slow_message_interval_min)
           : SEC_TO_NANOS(kGyroscopeMessagePlan.rapid_message_interval_sec);
 
-  const bool is_log_update_allowed = NANO_TIMER_CHECK_T1_GEQUAL_T2_PLUS_DELTA(
-      /*t1=*/timestamp_nanos, /*t2=*/gyro_notification_time_nanos_,
-      /*t_delta=*/next_log_interval_nanos);
+  const bool print_gyro_log = NANO_TIMER_CHECK_T1_GEQUAL_T2_PLUS_DELTA(
+      timestamp_nanos, gyro_notification_time_nanos_, next_log_interval_nanos);
 
-  if (is_log_update_allowed) {
+  if (print_gyro_log) {
     gyro_notification_time_nanos_ = timestamp_nanos;
+    PrintCalibration(gyro_cal_->GetSensorCalibration(), gyro_cal_update_flags_,
+                     kGyroTag);
   }
 
-  return is_log_update_allowed;
+  return print_gyro_log;
 }
 
 }  // namespace nano_calibration
diff --git a/firmware/os/algos/calibration/nano_calibration/nano_calibration.h b/firmware/os/algos/calibration/nano_calibration/nano_calibration.h
index dd1f52a..82a8396 100644
--- a/firmware/os/algos/calibration/nano_calibration/nano_calibration.h
+++ b/firmware/os/algos/calibration/nano_calibration/nano_calibration.h
@@ -15,8 +15,7 @@
  */
 
 /*
- * This module provides a helper class for storage, recall, and updating of
- * calibration data using the ASH (Android Sensor Hub) API for dynamic runtime
+ * This module provides a containing class (NanoSensorCal) for dynamic runtime
  * calibration algorithms that affect the following sensors:
  *       - Accelerometer (offset)
  *       - Gyroscope (offset, with over-temperature compensation)
@@ -28,21 +27,16 @@
  *       - Magnetometer  [micro Tesla, uT]
  *       - Temperature   [Celsius].
  *
- * INPUTS:
- *   This module uses pointers to runtime calibration algorithm objects.
- *   These must be constructed and initialized outside of this class. The owner
- *   bears the burden of managing the lifetime of these objects with respect to
- *   the NanoSensorCal class which depends on these objects and handles their
- *   interaction with the Android ASH/CHRE system. This arrangement makes it
- *   convenient to abstract the specific algorithm implementations (i.e., choice
- *   of calibration algorithm, parameter tuning, etc.) at the nanoapp level
- *   without the need to specialize the standard functionality implemented here.
+ * NOTE1: Define NANO_SENSOR_CAL_DBG_ENABLED to enable debug messaging.
  *
- *     OnlineCalibration<CalibrationDataThreeAxis> *online_cal
- *       Pointer to the sensor calibration algorithm that provides calibration
- *       updates.
- *
- * NOTE: Define NANO_SENSOR_CAL_DBG_ENABLED to enable debug messaging.
+ * NOTE2: This module uses pointers to runtime calibration algorithm objects.
+ * These must be constructed and initialized outside of this class. The owner
+ * bares the burden of managing the lifetime of these objects with respect to
+ * the NanoSensorCal class which depends on these objects and handles their
+ * interaction with the Android ASH/CHRE system. This arrangement makes it
+ * convenient to modify the specific algorithm implementations (i.e., choice of
+ * calibration algorithm, parameter tuning, etc.) at the nanoapp level without
+ * the need to specialize the standard functionality implemented here.
  */
 
 #ifndef LOCATION_LBS_CONTEXTHUB_NANOAPPS_CALIBRATION_NANO_CALIBRATION_NANO_CALIBRATION_H_
@@ -55,6 +49,7 @@
 
 #include <cstdint>
 
+#include "calibration/online_calibration/common_data/calibration_callback.h"
 #include "calibration/online_calibration/common_data/calibration_data.h"
 #include "calibration/online_calibration/common_data/online_calibration.h"
 #include "calibration/online_calibration/common_data/result_callback_interface.h"
@@ -64,10 +59,10 @@
 namespace nano_calibration {
 
 /*
- * NanoSensorCal is a helper class for dynamic runtime calibration sensor
+ * NanoSensorCal is a container class for dynamic runtime calibration sensor
  * algorithms used by the IMU_Cal CHRE nanoapp. The main purpose of this class
- * is to manage sensor calibration data persistence (storage & recall), and to
- * provide calibration updates to CHRE using the ASH API.
+ * is to transfer sensor data to the sensor calibration algorithms and provide
+ * calibration updates to CHRE using the ASH API.
  */
 class NanoSensorCal {
  public:
@@ -79,56 +74,94 @@
 
   NanoSensorCal() = default;
 
-  // Provides ASH calibration updates using the sensor calibration associated
-  // with the 'online_cal' algorithm. The input bit mask 'new_cal_flags'
-  // describe the new calibration elements to update.
-  void UpdateCalibration(online_calibration::CalibrationTypeFlags new_cal_flags,
-                         const OnlineCalibrationThreeAxis &online_cal);
+  // Sets the sensor calibration object pointers and initializes the algorithms
+  // using runtime values recalled using Android Sensor Hub (ASH). A nullptr may
+  // be passed in to disable a particular sensor calibration.
+  void Initialize(OnlineCalibrationThreeAxis *accel_cal,
+                  OnlineCalibrationThreeAxis *gyro_cal,
+                  OnlineCalibrationThreeAxis *mag_cal);
 
-  // Loads runtime calibration data from the system registry using ASH. This is
-  // usually called once whenever the owning runtime calibration algorithm is
-  // initialized.
-  void LoadAshCalibration(OnlineCalibrationThreeAxis *online_cal);
+  // Sends new sensor samples to the calibration algorithms.
+  void HandleSensorSamples(uint16_t event_type,
+                           const chreSensorThreeAxisData *event_data);
 
-  // Sets the pointer to a calibration result logger.
+  // Provides temperature updates to the calibration algorithms.
+  void HandleTemperatureSamples(uint16_t event_type,
+                                const chreSensorFloatData *event_data);
+
   void set_result_callback(
       online_calibration::ResultCallbackInterface *result_callback) {
     result_callback_ = result_callback;
   }
 
  private:
+  // Passes sensor data to the runtime calibration algorithms.
+  void ProcessSample(const online_calibration::SensorData &sample);
+
+  // Loads runtime calibration data using the Android Sensor Hub API. Returns
+  // 'true' when runtime calibration values were successfully recalled and used
+  // for algorithm initialization. 'sensor_tag' is a string that identifies a
+  // sensor-specific identifier for log messages. Updates 'flags' to indicate
+  // which runtime calibration parameters were recalled.
+  bool LoadAshCalibration(uint8_t chreSensorType,
+                          OnlineCalibrationThreeAxis *online_cal,
+                          online_calibration::CalibrationTypeFlags *flags,
+                          const char *sensor_tag);
+
   // Provides sensor calibration updates using the ASH API for the specified
   // sensor type. 'cal_data' contains the new calibration data. 'flags' is used
   // to indicate all of the valid calibration values that should be provided
   // with the update. Returns 'true' with a successful ASH update.
   bool NotifyAshCalibration(
-      uint8_t chre_sensor_type, uint8_t sensor_index, uint8_t calibration_index,
+      uint8_t chreSensorType,
       const online_calibration::CalibrationDataThreeAxis &cal_data,
-      online_calibration::CalibrationTypeFlags flags, char const *sensor_tag);
+      online_calibration::CalibrationTypeFlags flags, const char *sensor_tag);
 
   // Checks whether 'ash_cal_parameters' is a valid set of runtime calibration
   // data and can be used for algorithm initialization. Updates 'flags' to
-  // indicate which runtime calibration parameters were detected. Returns true
-  // if valid runtime calibration data is detected and may be used.
-  bool DetectRuntimeCalibration(
-      uint8_t chre_sensor_type, const char *sensor_tag, uint8_t sensor_index,
-      uint8_t calibration_index, const ashCalParams &ash_cal_parameters,
-      online_calibration::CalibrationTypeFlags &flags);
+  // indicate which runtime calibration parameters were detected.
+  bool DetectRuntimeCalibration(uint8_t chreSensorType, const char *sensor_tag,
+                                online_calibration::CalibrationTypeFlags *flags,
+                                ashCalParams *ash_cal_parameters);
 
   // Helper functions for logging calibration information.
+  void PrintAshCalParams(const ashCalParams &cal_params,
+                         const char *sensor_tag);
+
   void PrintCalibration(
       const online_calibration::CalibrationDataThreeAxis &cal_data,
-      uint8_t sensor_index, uint8_t calibration_index,
       online_calibration::CalibrationTypeFlags flags, const char *sensor_tag);
 
-  bool IsGyroLogUpdateAllowed(uint64_t timestamp_nanos);
+  bool HandleGyroLogMessage(uint64_t timestamp_nanos);
+
+  // Pointer to the accelerometer runtime calibration object.
+  OnlineCalibrationThreeAxis *accel_cal_ = nullptr;
+
+  // Pointer to the gyroscope runtime calibration object.
+  OnlineCalibrationThreeAxis *gyro_cal_ = nullptr;
 
   // Limits the log messaging update rate for the gyro calibrations since these
   // can occur frequently with rapid temperature changes.
   uint64_t gyro_notification_time_nanos_ = 0;
-  uint64_t initial_gyro_cal_time_nanos_ = 0;
+  uint64_t initialization_start_time_nanos_ = 0;
 
-  // Pointer to a calibration result logger (e.g., telemetry).
+  // Pointer to the magnetometer runtime calibration object.
+  OnlineCalibrationThreeAxis *mag_cal_ = nullptr;
+
+  // Flags that determine which calibration elements are updated with the ASH
+  // API. These are reset during initialization, and latched when a particular
+  // calibration update is detected upon a valid recall of parameters and/or
+  // during runtime. The latching behavior is used to start sending calibration
+  // values of a given type (e.g., bias, over-temp model, etc.) once they are
+  // detected and thereafter.
+  online_calibration::CalibrationTypeFlags accel_cal_update_flags_ =
+      online_calibration::CalibrationTypeFlags::NONE;
+  online_calibration::CalibrationTypeFlags gyro_cal_update_flags_ =
+      online_calibration::CalibrationTypeFlags::NONE;
+  online_calibration::CalibrationTypeFlags mag_cal_update_flags_ =
+      online_calibration::CalibrationTypeFlags::NONE;
+
+  // Pointer to telemetry logger.
   online_calibration::ResultCallbackInterface *result_callback_ = nullptr;
 };
 
diff --git a/firmware/os/algos/calibration/online_calibration/accelerometer/accel_offset_cal/accel_offset_cal.h b/firmware/os/algos/calibration/online_calibration/accelerometer/accel_offset_cal/accel_offset_cal.h
index 11cf292..60b59df 100644
--- a/firmware/os/algos/calibration/online_calibration/accelerometer/accel_offset_cal/accel_offset_cal.h
+++ b/firmware/os/algos/calibration/online_calibration/accelerometer/accel_offset_cal/accel_offset_cal.h
@@ -63,11 +63,6 @@
   bool SetInitialCalibration(
       const CalibrationDataThreeAxis& input_cal_data) final;
 
-  // Indicates which values are modified by this calibration algorithm.
-  CalibrationTypeFlags which_calibration_flags() const final {
-    return CalibrationTypeFlags::BIAS;
-  }
-
   // Returns the calibration sensor type.
   SensorType get_sensor_type() const final {
     return SensorType::kAccelerometerMps2;
diff --git a/firmware/os/algos/calibration/online_calibration/common_data/calibration_quality.h b/firmware/os/algos/calibration/online_calibration/common_data/calibration_quality.h
index d9e5bd7..d6475c7 100644
--- a/firmware/os/algos/calibration/online_calibration/common_data/calibration_quality.h
+++ b/firmware/os/algos/calibration/online_calibration/common_data/calibration_quality.h
@@ -64,8 +64,8 @@
 
 // Sets the calibration quality value when this metric is either not
 // implemented, or has not yet been determined (e.g., a calibration hasn't
-// occurred). Represented with an arbitrarily large value.
-constexpr float kUndeterminedCalibrationQuality = 1.0e9f;
+// occurred).
+constexpr float kUndeterminedCalibrationQuality = -1.0f;
 
 /*
  * Calibration quality structure that contains a quantitative (float) and
diff --git a/firmware/os/algos/calibration/online_calibration/common_data/config_callback.h b/firmware/os/algos/calibration/online_calibration/common_data/config_callback.h
deleted file mode 100644
index de12280..0000000
--- a/firmware/os/algos/calibration/online_calibration/common_data/config_callback.h
+++ /dev/null
@@ -1,48 +0,0 @@
-#ifndef LOCATION_LBS_CONTEXTHUB_NANOAPPS_CALIBRATION_ONLINE_CALIBRATION_COMMON_DATA_CONFIG_CALLBACK_H_
-#define LOCATION_LBS_CONTEXTHUB_NANOAPPS_CALIBRATION_ONLINE_CALIBRATION_COMMON_DATA_CONFIG_CALLBACK_H_
-
-#include <cstdint>
-
-namespace online_calibration {
-
-// Context-dependent configuration change types.
-enum class ConfigChangeType : uint8_t {
-  kNoConfigChange = 0,
-  kMagGyroActiveMode,
-  kMagGyroPassiveMode,
-  kGyroActiveMode,
-  kGyroPassiveMode,
-  kNumConfigChangeTypes,
-};
-
-// Callback interface for changing an algorithm specific configuration (e.g.,
-// sensor subscription properties, etc.).
-class ConfigCallback {
- protected:
-  // Protected destructor. The implementation can destroy itself, it can't be
-  // destroyed through this interface.
-  virtual ~ConfigCallback() = default;
-
- public:
-  /*
-   * Override this method to allow calibration objects to trigger changes in
-   * sensor configurations or operational states (e.g., upon device motion the
-   * MagGyroCal may switch to higher-rate gyroscope and magnetometer sampling
-   * rates to produce a new calibration result).
-   *
-   * config_type: This enumerator indicates what configuration change must be
-   *              made, the owner of the calibration object will make the
-   *              appropriate platform dependent changes.
-   *
-   * sensor_index: The calibration algorithm will provide a sensor index to help
-   *               uniquely identify the sensor it calibrates. This can be used
-   *               to disambiguate what platform specific configuration response
-   *               should be taken.
-   */
-  virtual void UpdateConfiguration(ConfigChangeType config_type,
-                                   uint8_t sensor_index) = 0;
-};
-
-}  // namespace online_calibration
-
-#endif  // LOCATION_LBS_CONTEXTHUB_NANOAPPS_CALIBRATION_ONLINE_CALIBRATION_COMMON_DATA_CONFIG_CALLBACK_H_
diff --git a/firmware/os/algos/calibration/online_calibration/common_data/online_calibration.h b/firmware/os/algos/calibration/online_calibration/common_data/online_calibration.h
index 710c442..59e26ba 100644
--- a/firmware/os/algos/calibration/online_calibration/common_data/online_calibration.h
+++ b/firmware/os/algos/calibration/online_calibration/common_data/online_calibration.h
@@ -17,8 +17,7 @@
 #ifndef LOCATION_LBS_CONTEXTHUB_NANOAPPS_CALIBRATION_ONLINE_CALIBRATION_COMMON_DATA_ONLINE_CALIBRATION_H_
 #define LOCATION_LBS_CONTEXTHUB_NANOAPPS_CALIBRATION_ONLINE_CALIBRATION_COMMON_DATA_ONLINE_CALIBRATION_H_
 
-#include <cstdint>
-#include <cstring>
+#include <string.h>
 
 #include "calibration/online_calibration/common_data/calibration_callback.h"
 #include "calibration/online_calibration/common_data/calibration_data.h"
@@ -26,14 +25,6 @@
 
 namespace online_calibration {
 
-// Device physical state change types.
-enum class PhysicalStateType : uint8_t {
-  kUnknownPhysicalState = 0,
-  kFoldableOpen,
-  kFoldableClosed,
-  kNumPhysicalStateTypes,
-};
-
 /*
  * This abstract base class provides a set of general interface functions for
  * calibration algorithms. The data structures used are intended to be lean and
@@ -71,29 +62,10 @@
   // of the calibration update flags, 'cal_update_polling_flags_'.
   virtual CalibrationTypeFlags SetMeasurement(const SensorData& sample) = 0;
 
-  // In a multisensor context, 'sensor_index' is used to disambiguate the origin
-  // of the input sensor data (e.g., useful for separating multiple magnetometer
-  // data streams). The default implementation resorts to the above
-  // SetMeasurement implementation provided by each calibration algorithm.
-  // SetMultiSensorMeasurement can be overridden to do the special multisensor
-  // handling when applicable.
-  virtual CalibrationTypeFlags SetMultiSensorMeasurement(
-      const SensorData& sample, uint8_t sensor_index) {
-    return SetMeasurement(sample);
-  }
-
   // Sets the initial calibration data of the calibration algorithm. Returns
   // "true" if set successfully.
   virtual bool SetInitialCalibration(const CalibrationType& cal_data) = 0;
 
-  // Indicates which values are modified by this calibration algorithm.
-  virtual CalibrationTypeFlags which_calibration_flags() const = 0;
-
-  // Optional function used by calibration algorithms to maintain awareness of
-  // of sensor enable states.
-  virtual void UpdateSensorEnableState(SensorType sensor_type,
-                                       uint8_t sensor_index, bool is_enabled) {}
-
   // Polling Updates: New calibration updates are generated during
   // SetMeasurement and the 'cal_update_polling_flags_' are set according to
   // which calibration values have changed. To prevent missing updates in
@@ -119,32 +91,9 @@
     calibration_callback_ = calibration_callback;
   }
 
-  // Sets a platform-dependent sensor index that can be used to associate
-  // calibration data with a particular sensor.
-  void set_sensor_index(uint8_t sensor_index) { sensor_index_ = sensor_index; }
-
-  // Returns the platform-dependent sensor index.
-  uint8_t get_sensor_index() const { return sensor_index_; }
-
-  // Sets a platform-dependent calibration index that can be used to
-  // associate more than one distinct calibration data with a particular sensor.
-  void set_calibration_index(uint8_t calibration_index) {
-    calibration_index_ = calibration_index;
-  }
-
-  // Returns the platform-dependent sensor index.
-  uint8_t get_calibration_index() const { return calibration_index_; }
-
   // Returns the sensor-type this calibration algorithm provides updates for.
   virtual SensorType get_sensor_type() const = 0;
 
-  // Tells the calibrator that the device's physical state has changed. This is
-  // useful, for example, if there is a need for the calibration algorithm to be
-  // aware of and take some sort of internal action in response to a physical
-  // state change (e.g., for foldable devices, MagCal may adjust internal states
-  // to implement specific transition behavior between open/closed states).
-  virtual void UpdatePhysicalState(PhysicalStateType physical_state) {}
-
  protected:
   // Helper function that activates the registered callback.
   void OnNotifyCalibrationUpdate(CalibrationTypeFlags cal_update_flags) const {
@@ -163,10 +112,6 @@
   // Stores the sensor calibration data.
   CalibrationType cal_data_;
 
-  // Associated sensor and calibration indices.
-  uint8_t sensor_index_ = 0;
-  uint8_t calibration_index_ = 0;
-
   // Tracks the most recent sensor temperature value.
   float temperature_celsius_ = kInvalidTemperatureCelsius;
 
diff --git a/firmware/os/algos/calibration/online_calibration/common_data/result_callback_interface.h b/firmware/os/algos/calibration/online_calibration/common_data/result_callback_interface.h
index 585f67f..ca54f2f 100644
--- a/firmware/os/algos/calibration/online_calibration/common_data/result_callback_interface.h
+++ b/firmware/os/algos/calibration/online_calibration/common_data/result_callback_interface.h
@@ -20,19 +20,11 @@
   // event_timestamp_nanos: Timestamp in nanoseconds of when the calibration
   //                        event was produced in the sensor timebase.
   // sensor_type: Which sensor the calibration was produced for.
-  // sensor_index: Platform-dependent index that identifies the sensor (useful
-  //               for devices with more than one sensor type).
-  // calibration_index: Platform-dependent index that identifies the calibration
-  //                    value that is being applied (distinct calibrations may
-  //                    be utilized according to physical state [e.g., different
-  //                    magnetometer biases may be required for the open/closed
-  //                    states of a foldable device]).
   // flags: What kind of update the calibration was, e.g. offset, quality
   //        degradation (like a magnetization event), over temperature, etc.
-  virtual void SetCalibrationEvent(
-      uint64_t event_timestamp_nanos, SensorType sensor_type,
-      uint8_t sensor_index, uint8_t calibration_index,
-      CalibrationTypeFlags flags, const CalibrationDataThreeAxis &cal_data) = 0;
+  virtual void SetCalibrationEvent(uint64_t event_timestamp_nanos,
+                                   SensorType sensor_type,
+                                   CalibrationTypeFlags flags) = 0;
 };
 
 }  // namespace online_calibration
diff --git a/firmware/os/algos/calibration/online_calibration/common_data/sensor_data.h b/firmware/os/algos/calibration/online_calibration/common_data/sensor_data.h
index b6d6eb3..23b63c9 100644
--- a/firmware/os/algos/calibration/online_calibration/common_data/sensor_data.h
+++ b/firmware/os/algos/calibration/online_calibration/common_data/sensor_data.h
@@ -48,8 +48,6 @@
   kBarometerHpa = 5,        // 1-axis sensor (units = hecto-Pascal).
   kWifiM = 6,               // 3-axis sensor (units = meter).
   kProximity = 7,           // 1-axis sensor (units = ?).
-  kHallEffect = 8,          // 1-axis sensor (units = ?).
-  kHingeAngle = 9,          // 1-axis sensor (units = degrees).
 };
 
 // Helper function for determining if a sensor type is 3-axis, otherwise it's
diff --git a/firmware/os/algos/calibration/online_calibration/gyroscope/gyro_offset_over_temp_cal/gyro_offset_over_temp_cal.cc b/firmware/os/algos/calibration/online_calibration/gyroscope/gyro_offset_over_temp_cal/gyro_offset_over_temp_cal.cc
index f373ce4..02c2670 100644
--- a/firmware/os/algos/calibration/online_calibration/gyroscope/gyro_offset_over_temp_cal/gyro_offset_over_temp_cal.cc
+++ b/firmware/os/algos/calibration/online_calibration/gyroscope/gyro_offset_over_temp_cal/gyro_offset_over_temp_cal.cc
@@ -28,7 +28,6 @@
 
 void GyroOffsetOtcCal::Initialize(const GyroCalParameters& gyro_cal_parameters,
                                   const OverTempCalParameters& otc_parameters) {
-  gyro_is_enabled_ = true;
   gyroCalInit(&gyro_cal_, &gyro_cal_parameters);
   overTempCalInit(&over_temp_cal_, &otc_parameters);
   InitializeCalData();
@@ -36,17 +35,6 @@
 
 CalibrationTypeFlags GyroOffsetOtcCal::SetMeasurement(
     const SensorData& sample) {
-  // Bypass calibration data process and updates when the gyro sensor is not
-  // enabled.
-  if (!gyro_is_enabled_) {
-    // Tracks any updates in temperature.
-    if (sample.type == SensorType::kTemperatureCelsius) {
-      temperature_celsius_ = sample.data[SensorIndex::kSingleAxis];
-    }
-
-    return CalibrationTypeFlags::NONE;
-  }
-
   // Routes the input sensor sample to the calibration algorithm.
   switch (sample.type) {
     case SensorType::kAccelerometerMps2:
@@ -90,12 +78,9 @@
     uint64_t calibration_time_nanos = 0;
     gyroCalGetBias(&gyro_cal_, &offset[0], &offset[1], &offset[2],
                    &temperature_celsius, &calibration_time_nanos);
-
-    if (temperature_celsius != kInvalidTemperatureCelsius) {
-      overTempCalUpdateSensorEstimate(&over_temp_cal_, calibration_time_nanos,
-                                      offset, temperature_celsius);
-      cal_update_callback_flags |= CalibrationTypeFlags::OTC_STILL_BIAS;
-    }
+    overTempCalUpdateSensorEstimate(&over_temp_cal_, calibration_time_nanos,
+                                    offset, temperature_celsius);
+    cal_update_callback_flags |= CalibrationTypeFlags::OTC_STILL_BIAS;
   }
 
   // Checks the OTC for a new calibration model update.
@@ -193,13 +178,4 @@
   return true;
 }
 
-void GyroOffsetOtcCal::UpdateSensorEnableState(SensorType sensor_type,
-                                               uint8_t sensor_index,
-                                               bool is_enabled) {
-  if (sensor_type == SensorType::kGyroscopeRps &&
-      sensor_index_ == sensor_index) {
-    gyro_is_enabled_ = is_enabled;
-  }
-}
-
 }  // namespace online_calibration
diff --git a/firmware/os/algos/calibration/online_calibration/gyroscope/gyro_offset_over_temp_cal/gyro_offset_over_temp_cal.h b/firmware/os/algos/calibration/online_calibration/gyroscope/gyro_offset_over_temp_cal/gyro_offset_over_temp_cal.h
index 5142a15..9b8962a 100644
--- a/firmware/os/algos/calibration/online_calibration/gyroscope/gyro_offset_over_temp_cal/gyro_offset_over_temp_cal.h
+++ b/firmware/os/algos/calibration/online_calibration/gyroscope/gyro_offset_over_temp_cal/gyro_offset_over_temp_cal.h
@@ -69,12 +69,6 @@
   bool SetInitialCalibration(
       const CalibrationDataThreeAxis& input_cal_data) final;
 
-  // Indicates which values are modified by this calibration algorithm.
-  CalibrationTypeFlags which_calibration_flags() const final {
-    return CalibrationTypeFlags::BIAS | CalibrationTypeFlags::OVER_TEMP |
-           CalibrationTypeFlags::OTC_STILL_BIAS;
-  }
-
   // Returns the calibration sensor type.
   SensorType get_sensor_type() const final {
     return SensorType::kGyroscopeRps;
@@ -84,20 +78,12 @@
   const GyroCal& get_gyro_cal() const { return gyro_cal_; }
   const OverTempCal& get_over_temp_cal() const { return over_temp_cal_; }
 
-  // Optional function used by calibration algorithms to maintain awareness of
-  // of sensor enable states.
-  void UpdateSensorEnableState(SensorType sensor_type, uint8_t sensor_index,
-                               bool is_enabled) final;
-
  private:
   // GyroCal algorithm data structure.
   GyroCal gyro_cal_;
 
   // Over-temperature offset compensation algorithm data structure.
   OverTempCal over_temp_cal_;
-
-  // Tracks the gyro sensor enable state.
-  bool gyro_is_enabled_;
 };
 
 }  // namespace online_calibration
diff --git a/firmware/os/algos/calibration/online_calibration/magnetometer/mag_diverse_cal/mag_diverse_cal.h b/firmware/os/algos/calibration/online_calibration/magnetometer/mag_diverse_cal/mag_diverse_cal.h
index 1b6f416..9b60a7f 100644
--- a/firmware/os/algos/calibration/online_calibration/magnetometer/mag_diverse_cal/mag_diverse_cal.h
+++ b/firmware/os/algos/calibration/online_calibration/magnetometer/mag_diverse_cal/mag_diverse_cal.h
@@ -66,11 +66,6 @@
   bool SetInitialCalibration(
       const CalibrationDataThreeAxis& input_cal_data) final;
 
-  // Indicates which values are modified by this calibration algorithm.
-  CalibrationTypeFlags which_calibration_flags() const final {
-    return CalibrationTypeFlags::BIAS;
-  }
-
   // Returns the calibration sensor type.
   SensorType get_sensor_type() const final {
     return SensorType::kMagnetometerUt;