
Instinct-based learning system with confidence scoring for mobile patterns. Automatically extracts and evolves patterns.
Kotlin Coroutines and Flow patterns for structured concurrency, error handling, and async operations.
Dependency Injection for KMP. Koin multiplatform setup, platform modules, and manual DI patterns.
V1 instinct-based pattern capture for mobile development. Captures patterns as code is written with immediate feedback.
Android testing patterns with JUnit5, Mockk, Turbine, and Compose testing for unit, integration, and UI tests.
Analytics integration patterns - event tracking, screen tracking, user properties, Firebase Analytics, custom analytics providers, and privacy compliance.
Mobile accessibility patterns for Android and iOS - content descriptions, touch targets, screen reader support, WCAG compliance, dynamic type, and color contrast.
Core Android development patterns for Kotlin, including coroutines, lifecycle management, and functional programming idioms.
App lifecycle patterns - process death handling, SavedStateHandle, ViewModel restoration, lifecycle-aware components, and background task management.
Pattern extraction and skill generation for mobile development sessions. Automatically learns from your coding patterns.
Kotlin Multiplatform expect/actual patterns for platform-specific APIs. Learn to declare shared interfaces with platform implementations.
End-to-end mobile feature builder. Takes a feature from description to fully running code with E2E tests through six phases - planning, architecture review, implementation, testing, build-fix, quality gate, and verification. Supports Android, iOS, and KMP with platform auto-detection.
Image loading patterns for mobile - Coil for Android/Compose, async image loading for iOS, caching strategies, transformations, placeholders, and error handling.
Navigation libraries for KMP. Voyager, Decompose, and platform-specific navigation (Compose Navigation, SwiftUI).
Koin dependency injection patterns for Android with modules, scopes, and ViewModel injection.
Ktor client patterns for Android networking with content negotiation, error handling, and interceptors.
Context compaction strategies for large Android codebases. Optimize token usage while preserving critical context.
Apple Liquid Glass design patterns for SwiftUI iOS 26 - glass effects, morphing, containers, interactive glass, tinting, accessibility, and cross-platform glass design.
V2 instinct-based observational learning. Analyzes sessions to extract reusable mobile development patterns across time.
Android security patterns for secure storage, network security, input validation, and authentication.
Automated testing workflow with pass@k metrics for mobile development. Detects flaky tests and ensures code reliability.
Offline-first architecture patterns - NetworkBoundResource, sync strategies, conflict resolution, cache invalidation, and connectivity monitoring.
Room database patterns for Android - entity definitions, DAO interfaces, Database class, migrations, TypeConverters, and Flow integration.
Shared coroutines configuration for Kotlin Multiplatform. Platform dispatchers, Flow sharing, and common scope patterns.
Shared data models for Kotlin Multiplatform using kotlinx.serialization. Cross-platform domain models with validation and serialization.
SQLDelight patterns for Kotlin Multiplatform - .sq file definitions, platform drivers, type adapters, migrations, and shared database access.
Core Swift language patterns, optionals, closures, protocols, generics, and modern Swift features.
Memory persistence for mobile development context across sessions. Maintains project structure, dependencies, architecture, and test state.
Jetpack Compose Navigation patterns - type-safe routes, NavHost setup, argument passing, deep links, nested navigation graphs, and bottom navigation.
Apple Combine framework for reactive programming. Publishers, subscribers, operators, and error handling.
Core Data for iOS persistence. Data models, fetch requests, background contexts, and SwiftData migration.
Repository pattern for Kotlin Multiplatform. Shared interfaces with platform-specific implementations, clean data layer architecture.
Checkpoint workflow for mobile development safety. Save/restore Android project state at critical points.
CI/CD patterns for mobile - GitHub Actions workflows for Android/iOS, Fastlane integration, code signing, artifact publishing, and automated release.
Feature flag patterns - LaunchDarkly, Firebase Remote Config, local feature flags, A/B testing, gradual rollouts, and KMP shared flag evaluation.
Localization patterns for mobile - string resources, plurals, RTL support, Compose localization, KMP shared strings, and locale management.
Material 3 Expressive design patterns for Jetpack Compose - expressive theming, motion physics, shape morphing, typography emphasis, color emphasis, and all 28 expressive components.
Pagination patterns for mobile - Paging 3 for Android (PagingSource, RemoteMediator, LazyPagingItems), cursor-based and offset-based strategies.
Push notification patterns - FCM setup for Android, APNs for iOS, notification channels, payload handling, foreground/background behavior, and rich notifications.
SwiftUI UI patterns, state management, navigation, animations, and performance optimization.
Gradle build configuration patterns for Android including Version Catalogs, convention plugins, build optimization, and multi-module setup.
iOS testing with XCTest. Unit tests, UI tests, mocks, and test patterns for Swift/SwiftUI.
Ktor client for Kotlin Multiplatform. Shared networking layer with platform-specific engines (OkHttp for Android, Darwin for iOS).
Jetpack Compose patterns for declarative UI, state management, theming, animations, and performance optimization.
Model-View-Intent architecture patterns for Android with unidirectional data flow, state management, and side effects.
Deep linking patterns for mobile - Android App Links, iOS Universal Links, intent filters, URI handling, deferred deep links, and navigation integration.