Synheart Behavior

Overview

The Synheart Behavior Kotlin/Android SDK provides real-time behavioral signal inference from digital interactions for native Android applications.

Installation

Add to your build.gradle:

dependencies {
    implementation 'ai.synheart:behavior:0.2.0'
}

Requirements

Android API 21+ (Android 5.0+)
Kotlin 1.9.0+
Gradle 8.0+

Quick Start

Basic Usage

import ai.synheart.behavior.*
import android.app.Application
import android.os.Bundle
import androidx.appcompat.app.AppCompatActivity

class MyApplication : Application() {
    lateinit var behavior: SynheartBehavior
        private set

    override fun onCreate() {
        super.onCreate()

        val config = BehaviorConfig(
            enableInputSignals = true,
            enableAttentionSignals = true,
            enableMotionLite = true, // Enable motion state inference (LAYING, MOVING, SITTING, STANDING)
        )

        behavior = SynheartBehavior.create(this, config)
        behavior.initialize()
    }
}

class MainActivity : AppCompatActivity() {
    private val behavior by lazy { (application as MyApplication).behavior }
    private var currentSession: BehaviorSession? = null

    override fun onCreate(savedInstanceState: Bundle?) {
        super.onCreate(savedInstanceState)

        // Attach to views for gesture tracking
        behavior.attachToView(findViewById(android.R.id.content))

        // Start a session
        startSession()
    }

    private fun startSession() {
        try {
            currentSession = behavior.startSession()
            android.util.Log.d("Behavior", "Session started: ${currentSession?.sessionId}")
        } catch (e: Exception) {
            android.util.Log.e("Behavior", "Failed to start session: $e")
        }
    }
}

Real-Time Event Tracking

// Using callback handler
behavior.setEventHandler { event ->
    android.util.Log.d("Behavior", "Event: ${event.eventType} at ${event.timestamp}")
    android.util.Log.d("Behavior", "Metrics: ${event.metrics}")

    // Handle different event types
    when (event.eventType) {
        BehaviorEventType.SCROLL -> {
            val velocity = event.metrics["velocity"] as? Double
            android.util.Log.d("Behavior", "Scroll velocity: $velocity px/s")
        }
        BehaviorEventType.TAP -> {
            val duration = event.metrics["tap_duration_ms"] as? Int
            android.util.Log.d("Behavior", "Tap duration: $duration ms")
        }
        BehaviorEventType.SWIPE -> {
            val direction = event.metrics["direction"] as? String
            android.util.Log.d("Behavior", "Swipe direction: $direction")
        }
        BehaviorEventType.TYPING -> {
            val speed = event.metrics["typing_speed"] as? Double
            val tapCount = event.metrics["typing_tap_count"] as? Int
            android.util.Log.d("Behavior", "Typing speed: $speed, tap count: $tapCount")
        }
        else -> {}
    }
}

// Or using Kotlin Flow (reactive approach)
import kotlinx.coroutines.flow.collect
import androidx.lifecycle.lifecycleScope

lifecycleScope.launch {
    behavior.onEvent.collect { event ->
        when (event.eventType) {
            BehaviorEventType.SCROLL -> {
                // Handle scroll event
            }
            BehaviorEventType.TYPING -> {
                // Handle typing event
            }
            // ... handle other event types
            else -> {}
        }
    }
}

Session Management

// Start a session
val session = behavior.startSession()
android.util.Log.d("Behavior", "Session started: ${session.sessionId}")

// ... user interacts with app ...

// End session and get summary
val summary = behavior.endSession(session.sessionId)
android.util.Log.d("Behavior", "Session duration: ${summary.durationMs}ms")
android.util.Log.d("Behavior", "Total events: ${summary.activitySummary.totalEvents}")
android.util.Log.d("Behavior", "Focus hint: ${summary.behavioralMetrics.focusHint}")
android.util.Log.d("Behavior", "Distraction score: ${summary.behavioralMetrics.behavioralDistractionScore}")

On-Demand Metrics Calculation

Calculate behavioral metrics for a custom time range within a session:

// Calculate metrics for a specific time range
val metrics = behavior.calculateMetricsForTimeRange(
    startTimestampSeconds = 1767688063,  // Unix timestamp in seconds
    endTimestampSeconds = 1767688130,     // Unix timestamp in seconds
    sessionId = "SESS-1767688063415"      // Optional: uses current session if not provided
)

// Access the calculated metrics
val activitySummary = metrics["activity_summary"] as Map<*, *>
android.util.Log.d("Behavior", "Total events: ${activitySummary["total_events"]}")
android.util.Log.d("Behavior", "App switches: ${activitySummary["app_switch_count"]}")

val behavioralMetrics = metrics["behavioral_metrics"] as Map<*, *>
android.util.Log.d("Behavior", "Interaction intensity: ${behavioralMetrics["interaction_intensity"]}")
android.util.Log.d("Behavior", "Distraction score: ${behavioralMetrics["behavioral_distraction_score"]}")
android.util.Log.d("Behavior", "Focus hint: ${behavioralMetrics["focus_hint"]}")

// Motion state (if motion data is available)
(metrics["motion_state"] as? Map<*, *>)?.let { motionState ->
    android.util.Log.d("Behavior", "Motion state: ${motionState["major_state"]}")
    android.util.Log.d("Behavior", "Confidence: ${motionState["confidence"]}")
}

// Device context
val deviceContext = metrics["device_context"] as Map<*, *>
android.util.Log.d("Behavior", "Screen brightness: ${deviceContext["avg_screen_brightness"]}")
android.util.Log.d("Behavior", "Orientation: ${deviceContext["start_orientation"]}")

// System state
val systemState = metrics["system_state"] as Map<*, *>
android.util.Log.d("Behavior", "Internet: ${systemState["internet_state"]}")
android.util.Log.d("Behavior", "Do not disturb: ${systemState["do_not_disturb"]}")

Note: The time range must be within the session’s start and end times. The SDK automatically validates this and will throw an error if the range is out of bounds.

API Reference

`SynheartBehavior`

Main Methods:

Method	Description	Returns
`create(context, config)`	Create SDK instance	`SynheartBehavior`
`initialize()`	Initialize SDK	`void`
`attachToView(view)`	Attach to view for gesture tracking	`void`
`startSession({sessionId})`	Start a new session	`BehaviorSession`
`endSession(sessionId)`	End session and get summary	`BehaviorSessionSummary`
`calculateMetricsForTimeRange(...)`	Calculate metrics for custom time range	`Map<String, Any>`
`getCurrentStats()`	Get current statistics	`BehaviorStats`
`setEventHandler(callback)`	Set callback for events	`void`
`sendEvent(event)`	Manually send an event	`void`
`dispose()`	Clean up resources	`void`

`calculateMetricsForTimeRange()`

Calculate behavioral metrics for a custom time range within a session. Parameters:

Parameter	Type	Required	Description
`startTimestampSeconds`	`Long`	Yes	Start time as Unix timestamp in seconds
`endTimestampSeconds`	`Long`	Yes	End time as Unix timestamp in seconds
`sessionId`	`String?`	No	Session ID (uses current session if not provided)

Returns: Map<String, Any> - Map containing all behavioral metrics for the specified time range Throws: Exception if time range is out of session bounds or session not found Example:

val now = System.currentTimeMillis() / 1000
val fiveMinutesAgo = now - 300

val metrics = behavior.calculateMetricsForTimeRange(
    startTimestampSeconds = fiveMinutesAgo,
    endTimestampSeconds = now
)

// Access metrics
val totalEvents = (metrics["activity_summary"] as Map<*, *>)["total_events"] as Int
val intensity = (metrics["behavioral_metrics"] as Map<*, *>)["interaction_intensity"] as Double

Properties:

Property	Type	Description
`isInitialized`	`Boolean`	Whether SDK is initialized
`currentSessionId`	`String?`	Current active session ID
`onEvent`	`Flow<BehaviorEvent>`	Flow of behavioral events

`BehaviorConfig`

Parameters:

Parameter	Type	Default	Description
`enableInputSignals`	`Boolean`	`true`	Enable scroll, tap, swipe, typing tracking
`enableAttentionSignals`	`Boolean`	`true`	Enable app switching, idle gaps
`enableMotionLite`	`Boolean`	`false`	Enable motion state inference
`sessionIdPrefix`	`String`	`"SESS"`	Prefix for session IDs
`userId`	`String?`	`null`	Optional user identifier
`deviceId`	`String?`	`null`	Optional device identifier
`eventBatchSize`	`Int`	`10`	Events per batch
`maxIdleGapSeconds`	`Double`	`10.0`	Max idle time before task drop
`behaviorVersion`	`String?`	`null`	SDK version for HSI payloads
`consentBehavior`	`Boolean`	`true`	Behavior tracking consent

`BehaviorEvent`

Properties:

Property	Type	Description
`eventId`	`String`	Unique event identifier
`sessionId`	`String`	Associated session ID
`timestamp`	`String`	ISO 8601 timestamp
`eventType`	`BehaviorEventType`	Type of event
`metrics`	`Map<String, Any>`	Event-specific metrics

Event Types:

BehaviorEventType.SCROLL - Scroll interactions
BehaviorEventType.TAP - Tap interactions
BehaviorEventType.SWIPE - Swipe interactions
BehaviorEventType.TYPING - Typing session events
BehaviorEventType.NOTIFICATION - Notification events
BehaviorEventType.CALL - Call events

`BehaviorSession`

Properties:

Property	Type	Description
`sessionId`	`String`	Session identifier

`BehaviorSessionSummary`

Properties:

Property	Type	Description
`sessionId`	`String`	Session identifier
`startAt`	`String`	ISO 8601 session start time
`endAt`	`String`	ISO 8601 session end time
`durationMs`	`Long`	Session duration in milliseconds
`behavioralMetrics`	`BehavioralMetrics`	Behavioral metrics
`activitySummary`	`ActivitySummary`	Activity summary
`notificationSummary`	`NotificationSummary`	Notification summary
`motionState`	`MotionState?`	Motion state (if enabled)
`typingSessionSummary`	`TypingSessionSummary?`	Typing session summary (if typing occurred)
`motionData`	`List<MotionDataPoint>?`	Raw motion data points (if enabled)

`BehavioralMetrics`

Properties:

Property	Type	Description
`interactionIntensity`	`Double`	Overall interaction rate (0-1)
`behavioralDistractionScore`	`Double`	Distraction proxy (0-1)
`focusHint`	`Double`	Focus quality proxy (0-1)
`deepFocusBlocks`	`List<DeepFocusBlock>`	Sustained focus periods
`taskSwitchRate`	`Double`	App switching frequency
`idleRatio`	`Double`	Proportion of idle time
`fragmentedIdleRatio`	`Double`	Fragmented vs continuous idle
`burstiness`	`Double`	Temporal clustering of events
`notificationLoad`	`Double`	Notification pressure
`scrollJitterRate`	`Double`	Scroll pattern irregularity
`typingSpeed`	`Double`	Average typing speed (taps per second)
`typingCadenceStability`	`Double`	Consistency of typing rhythm (0-1)
`typingCadenceVariability`	`Double`	Variability in timing between taps
`typingActivityRatio`	`Double`	Fraction of session with active typing (0-1)
`typingGapRatio`	`Double`	Proportion of intervals that are gaps (0-1)
`typingBurstiness`	`Double`	Temporal clustering of typing events
`typingInteractionIntensity`	`Double`	Overall typing engagement (0-1)

Permissions

Notification Permission

// Check if notification listener is enabled
val isEnabled = behavior.checkNotificationListenerEnabled()

if (!isEnabled) {
    // Open system settings to enable notification access
    behavior.requestNotificationListenerAccess()
}

// Check if notification permission is granted (Android 13+)
val hasPermission = behavior.checkNotificationPermission()

if (!hasPermission) {
    // Request permission using Activity.requestPermissions() or ActivityResultContracts
    // After permission is granted, call:
    behavior.hotRestartCollectors()
}

Call Permission

// Check if permission is granted
val hasPermission = behavior.checkCallPermission()

if (!hasPermission) {
    // Request permission using Activity.requestPermissions() or ActivityResultContracts
    // After permission is granted, call:
    behavior.reinitializePhoneStateListener()
}

Configuration

Update Configuration at Runtime

behavior.updateConfig(BehaviorConfig(
    enableInputSignals = true,
    enableAttentionSignals = true,
    enableMotionLite = true,
))

Note: Configuration can only be updated when no session is active.

View Attachment

To track gestures on specific views, attach the SDK to them:

// Attach to a ScrollView
behavior.attachToView(scrollView)

// Attach to a RecyclerView
behavior.attachToView(recyclerView)

// Attach to an Activity's root view
behavior.attachToView(findViewById(android.R.id.content))

Automatic Session Ending

Sessions are automatically ended after 1 minute if the app stays in the background. This prevents sessions from running indefinitely when users switch away from your app.

Resources

JitPack: synheart-behavior-kotlin
Repository: synheart-behavior-kotlin
Full README: View on GitHub

For comprehensive documentation, see the full README on GitHub.

Author: Yoseph Gebeyehu

Get Started

HSI

Synheart Wear

Synheart Core

Synheart Emotion

Synheart Focus

Synheart Flux

Synheart Sensor Agent

Guides

Synheart Behavior - Kotlin/Android SDK

Overview

Installation

Requirements

Quick Start

Basic Usage

Real-Time Event Tracking

Session Management

On-Demand Metrics Calculation

API Reference

`SynheartBehavior`

`calculateMetricsForTimeRange()`

`BehaviorConfig`

`BehaviorEvent`

`BehaviorSession`

`BehaviorSessionSummary`

`BehavioralMetrics`

Permissions

Notification Permission

Call Permission

Configuration

Update Configuration at Runtime

View Attachment

Automatic Session Ending

Resources

Get Started

HSI

Synheart Wear

Synheart Core

Synheart Emotion

Synheart Behavior

Synheart Focus

Synheart Flux

Synheart Sensor Agent

Guides

​Overview

​Installation

​Requirements

​Quick Start

​Basic Usage

​Real-Time Event Tracking

​Session Management

​On-Demand Metrics Calculation

​API Reference

​SynheartBehavior

​calculateMetricsForTimeRange()

​BehaviorConfig

​BehaviorEvent

​BehaviorSession

​BehaviorSessionSummary

​BehavioralMetrics

​Permissions

​Notification Permission

​Call Permission

​Configuration

​Update Configuration at Runtime

​View Attachment

​Automatic Session Ending

​Resources

Overview

Installation

Requirements

Quick Start

Basic Usage

Real-Time Event Tracking

Session Management

On-Demand Metrics Calculation

API Reference

`SynheartBehavior`

`calculateMetricsForTimeRange()`

`BehaviorConfig`

`BehaviorEvent`

`BehaviorSession`

`BehaviorSessionSummary`

`BehavioralMetrics`

Permissions

Notification Permission

Call Permission

Configuration

Update Configuration at Runtime

View Attachment

Automatic Session Ending

Resources