Native Android Runtime Debugging
Use this skill when the core problem is not app architecture or visual design, but runtime truth: did the current APK/AAB build, install, launch, and render on the intended emulator or device — and, once that's proven, why is it slow, freezing, or leaking memory?
This skill owns stale-build suspicion, emulator drift, malformed APKs, ADB failures, Gradle cache corruption, ProGuard/R8 stripping, Compose recomposition issues, ANR/jank/memory/startup performance triage, and the proof loop required before trusting screenshots, UI behavior, or downstream API/auth debugging.
Platform Currency (look up, do not assume)
Platform facts drift within months. Before citing any of these, check the live source:
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Current Android release and API level: developer.android.com/about/versions.
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Google Play target API requirement and deadlines: developer.android.com/google/play/requirements/target-sdk. Never hardcode the required level.
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16 KB page-size support for apps that ship native (.so) libraries: an app whose ELF LOAD segments are still 4 KB-aligned runs in a backcompat mode on 16 KB devices, so test on a 16 KB-page-size emulator image, not just the default. Check the current enforcement scope at developer.android.com/guide/practices/page-sizes.
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AGP and Gradle minimums: a new AGP major version can raise the minimum Gradle version and change Kotlin plugin defaults. Check developer.android.com/build/releases/gradle-plugin-roadmap before assuming an older Gradle wrapper still works.
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Android Studio release name and version: developer.android.com/studio/releases. Google renames each yearly series.
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Perfetto, not Systrace, is the system- and app-tracing stack; Systrace is retired. See references/performance-triage.md.
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Prefer developer.android.com for ADB, aapt2, AGP, and build system behavior.
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Prefer upstream Gradle documentation for wrapper, daemon, caching, and dependency resolution.
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Prefer developer.android.com/topic/performance for ANR thresholds, vitals thresholds, tracing (Perfetto), and Macrobenchmark/Baseline Profile guidance — these are Google-controlled policy numbers and tool defaults that move.
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Prefer perfetto.dev and square.github.io/leakcanary for Perfetto and LeakCanary specifics respectively.
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Treat repo-specific build variants, applicationId, module structure, and Gradle properties as local facts that must be discovered, not assumed.
Quick Reference
| Symptom | First Move | Notes |
|---|
| Screenshot does not match source | Check artifact/installed identity, then replace-install and launch | Preserve repro; follow the reset ladder below |
INSTALL_FAILED_UPDATE_INCOMPATIBLE | Compare signing identities and preserve local evidence before uninstalling | Signing mismatch can require uninstall; it clears app data |
| App crashes immediately on launch | Check logcat for first FATAL EXCEPTION | Missing Activity in manifest or ProGuard stripping |
ClassNotFoundException / NoSuchMethodError at runtime | Check ProGuard/R8 keep rules | Minification removed referenced class or method |
| Emulator stuck on boot animation | Cold boot AVD or wipe data | Snapshot corruption is common after SDK updates |
BUILD FAILED with dependency resolution | Check libs.versions.toml and repositories block | Version catalog mismatch or missing repo |
| Gradle sync fails in Android Studio | ./gradlew --stop && ./gradlew --refresh-dependencies | Daemon or cache corruption |
adb: device not found | adb kill-server && adb start-server && adb devices | USB debugging off or emulator not connected |
| App shows old layout after Compose changes | Clean build; check recomposition stability | Incremental build may not invalidate Compose output |
| Resources not found at runtime | Inspect APK with aapt2 dump resources | Missing from merged manifest or wrong resource qualifier |
minSdk version error on install | Check device API level vs minSdk in build.gradle.kts | APK requires higher API than device provides |
| KSP/KAPT annotation processing errors | Check resolved processor, KSP generation and Kotlin/AGP compatibility | Check the resolved KSP generation and its compatibility documentation |
| Logcat shows nothing from the app | Filter by PID: adb logcat --pid=$(adb shell pidof <pkg>) | Default logcat is too noisy to be useful |
| App works on emulator but crashes on device | Check for ABI-mismatched native libs (.so) | Emulator ABI depends on host (x86_64 on Intel hosts, arm64 on Apple Silicon); missing arm64-v8a or an x86_64-only .so is the usual cause, not emulator-vs-device x86-vs-ARM in general |
| Compose UI renders but interactions do nothing | Check clickable modifier order and state hoisting | Modifier order determines hit-testing; state must be hoisted |
CalledFromWrongThreadException | Find the View-system call made off the main thread in the stack trace | Thrown when a View is touched off its owning thread; a MutableStateFlow.value write is thread-safe and is not the cause |
ConcurrentModificationException inside SnapshotStateObserver | Match the stack to Compose release notes, then inspect snapshot writes | A thread-safe StateFlow write does not establish this cause |
Nested Popup pinned to screen top instead of anchor | Check resolved Compose UI and matching release notes | Reproduce with the smallest popup/anchor hierarchy before changing app coordinates |
Argument type mismatch: Function0<Unit> vs @Composable ComposableFunction0<Unit> | Verify kotlin("plugin.compose") is applied and version-locked to the Kotlin compiler | Kotlin 2.x ships the Compose compiler bundled; missing/stale plugin declaration skips the composable transform |
| Release serializer lookup crash | Verify compiler plugin, resolved runtime and merged consumer rules; reproduce in the minified variant | Serialization ships consumer rules; named companions need targeted additional rules |
LazyColumn recomposes on unrelated updates | Inspect state reads and compiler reports; hoist expensive derivation only when measured | Call remember in an enclosing composable or item content, never in the non-composable LazyListScope DSL; see Compose triage |
| System shows "App isn't responding" or Play Console reports an ANR cluster | Read the ANR trace first, do not open a profiler yet | Blocked-thread stack is already in the trace; classify by which watchdog fired (input/no-focused-window/broadcast/service/provider) |
| Scrolling stutters or animation skips frames, app otherwise responsive | adb shell dumpsys gfxinfo <pkg> framestats, then Perfetto if the cause isn't obvious | This is jank, not an ANR — different tool, different budget math (16.67ms @60Hz, 8.33ms @120Hz) |
| App feels slower over a session or gets OOM-killed | adb shell dumpsys meminfo <pkg> trend, then LeakCanary or a debuggable heap dump; check supported field-capture APIs for release | Confirm monotonic growth before assuming a leak; one-time cache warm-up is not a leak |
| Cold start feels slow but no measurement exists yet | Macrobenchmark StartupTimingMetric with explicit StartupMode.COLD | Do not guess a fix before there's a baseline number; warm/hot starts have different budgets than cold |
| Dropped frame blamed on "GC" without checking the trace | Open the Perfetto thread-state track for that frame | Binder/IPC contention produces the same visible symptom as a GC pause and is commonly misdiagnosed as GC |
When to Use This Skill
Use this skill to:
- Prove a fresh build/replace-install/launch loop for a native Android app
- Diagnose stale installs or stale screenshots in emulator-driven workflows
- Inspect built APK/AAB contents when installation or launch fails
- Debug emulator boot, ADB connectivity, and device state drift
- Investigate Gradle build failures, dependency resolution, and cache corruption
- Triage R8/ProGuard stripping errors that surface only at runtime
- Debug Compose recomposition, stability, and incremental compilation artifacts
- Classify and triage ANRs, jank, memory leaks, and slow startup using Perfetto, Macrobenchmark, LeakCanary, and StrictMode
- Establish runtime truth before routing to feature implementation, design, or test skills
Core Workflow
- Discover the project entrypoint:
build.gradle.kts (root and app module), applicationId, build variant (debug/release), target device or emulator.
- Check environment:
ANDROID_HOME set, JDK version matches AGP requirement, Gradle wrapper present, adb devices shows the target, emulator booted or device connected.
- Build the app:
./gradlew assembleDebug.
Confirm output ends with BUILD SUCCESSFUL.
- Inspect the APK:
aapt2 dump badging app/build/outputs/apk/debug/app-debug.apk.
Verify applicationId, versionCode, minSdk, declared activities, and expected resources.
- Preserve reproduction state before any reset: record account, deep link/intent, local data dependency, and the installed package/version/signing identity. Export logs and screenshots first.
- Replace-install the fresh build without clearing data:
adb install -r app/build/outputs/apk/debug/app-debug.apk.
Uninstall or clear data only when replace-install fails, signatures differ, state migration is the suspected cause, or the current evidence has already been preserved.
- Launch and capture proof:
adb shell am start -n <applicationId>/<fully.qualified.Activity>, then capture logcat output and a screenshot (adb exec-out screencap -p > proof.png).
- Only after the app is freshly running, debug feature behavior, design, auth, or API issues.
- Route onward:
Runtime Proof Loop
- Prefer one bounded loop:
discover -> check env -> build -> inspect APK -> preserve repro -> replace-install -> launch -> capture evidence -> then debug.
- Escalate to clean build, clear data, or uninstall one step at a time. Record which reset makes the symptom disappear; that difference is diagnostic evidence, not housekeeping.
- If any step fails, stop there and fix that layer before moving deeper.
- Do not trust screenshots from an emulator session that has not been tied to the current build.
- Do not trust "BUILD SUCCESSFUL" on its own; install and launch proof still matter.
- Verify launch at three levels: the process started (
adb shell pidof <pkg>), the correct Activity is in the foreground (adb shell dumpsys activity top), and the expected content rendered (screenshot or UI automator dump).
- If a screenshot contradicts the expected state, check the installed APK's
versionCode against the build output before trusting the capture.
- For agent-driven device loops, check whether Google's agent tooling (Android CLI, Journeys) is installed — see developer.android.com/tools/agents for current commands. Otherwise fall back to adb:
adb shell uiautomator dump for hierarchy assertions, plus adb exec-out screencap -p for visual proof.
See references/runtime-proof-loop.md.
Stale-Build Heuristics
- If the UI on screen does not match current source, suspect stale APK before any other explanation.
- If an old layout persists, compare the installed artifact and selected variant, replace-install, then clean-build if needed; clear data or uninstall only after preserving repro evidence.
- If Gradle says build succeeded but the app looks old, check the APK timestamp and path — the wrong variant or module may have been built.
- If the emulator was already running and UI state is surprising, re-prove install and launch before reasoning about app state.
- If incremental compilation is suspected, clean-build as the next rung after checking artifact identity and replace-install.
- If the Gradle daemon has been running for hours with changing
jvmargs or plugin versions, stop it with ./gradlew --stop and rebuild.
See references/stale-build-triage.md.
APK/AAB Health Checklist
When installation or launch fails, inspect the built artifact directly:
Gradle Troubleshooting Patterns
Gradle is the most common source of build failures. Common patterns: dependency resolution, version catalog drift, KSP/KAPT version mismatches, AGP compatibility, and configuration cache invalidation.
See references/gradle-build-troubleshooting.md.
Compose Debugging
Jetpack Compose introduces recomposition, stability, and compiler-level concerns that do not exist in View-based UI. When Compose UI behaves unexpectedly — interactions silently fail, UI does not update, or performance is poor — use Compose-specific debugging before blaming app logic.
See references/compose-debugging.md.
Performance Triage: ANR, Jank, Memory, Startup
Once build/install/launch is proven, "the app is slow" or "the app freezes" is not one problem — it is an ANR, jank, a memory leak, or a slow start, and each has a different first move. Classify before reaching for a profiler:
- System ANR dialog or a Play Console ANR cluster exists -> read the ANR trace, find the blocked thread and which watchdog (input/no-focused-window/broadcast/service/provider) fired.
- Stutter or skipped frames while the app stays responsive -> jank. Start with
framestats, escalate to Perfetto.
- The app slows down over a session or gets OOM-killed -> memory. Confirm a growth trend with
dumpsys meminfo before assuming a leak.
- The complaint is specifically about time-to-first-frame after tapping the icon -> startup. Measure with Macrobenchmark before changing code.
- None of the above -> it is a correctness bug, not a performance problem; route to normal crash/log triage.
When not to microbenchmark: a microbenchmark measures one function's CPU cost in isolation. It cannot see cold-start AOT/JIT/class-loading cost (use Macrobenchmark instead), cannot see multi-frame jank pipeline stages (use Perfetto/framestats first), and should never run before a trace has confirmed the function is actually on the critical path.
Common misdiagnosis to catch: a dropped frame during an IPC-heavy screen looks identical to a GC pause from the outside. Check the Perfetto thread-state track — GC pauses show explicit GC markers; binder contention shows the calling thread blocked on a transaction to another process. Do not write "it's GC" into a report without checking the trace.
See references/performance-triage.md for the full decision tree, ANR thresholds, frame budget math, field profiling, native tombstones, Perfetto SQL, Macrobenchmark/StrictMode/LeakCanary usage and Play Console vitals lookup, and more misdiagnosis patterns.
ProGuard/R8 Triage
R8 (the default code shrinker) can remove classes, methods, and fields that are referenced only via reflection, serialization, or framework conventions. When release builds crash with ClassNotFoundException, NoSuchMethodError, or silent data corruption, suspect R8 stripping before app logic.
See references/proguard-r8-triage.md.
Route Elsewhere
- Use software-android-native once runtime truth is established and the task becomes feature implementation, Kotlin architecture, or Compose layout.
- Use qa-testing-android once the app is buildable and installable and the task becomes test execution, device matrix, or flake control.
- Use qa-debugging for general debugging methodology not specific to Android build/install/launch.
- Use software-mobile for platform choice, iOS, or cross-platform tradeoffs.
Navigation
References
| Resource | Purpose |
|---|
| references/runtime-proof-loop.md | Canonical build/install/launch verification loop |
| references/stale-build-triage.md | Heuristics for stale APKs, Gradle cache, and emulator drift |
| references/gradle-build-troubleshooting.md | Dependency resolution, version catalogs, AGP, and daemon issues |
| references/compose-debugging.md | Recomposition tracking, stability, compiler reports, and common pitfalls |
| references/proguard-r8-triage.md | R8 stripping, keep rules, mapping files, and library-specific rules |
| references/performance-triage.md | ANR/jank/memory/startup decision tree, Perfetto, Macrobenchmark, StrictMode, LeakCanary, ART GC, Play Console vitals, misdiagnoses |
| data/sources.json | Primary Android platform and tooling sources |
Templates
Related Skills
| Skill | Purpose |
|---|
| software-android-native | Native Android implementation and architecture after runtime truth exists |
| qa-testing-android | Espresso, UI Automator, Compose testing, and device matrix after installability is proven |
| qa-debugging | General debugging methodology not specific to Android runtime |
| software-mobile | Mobile platform choice and cross-platform tradeoffs |
Learnings Loop
When prior decisions or pitfalls are relevant, consult learnings.consolidated.md if present; use learnings.md only for needed history or as the available fallback. Otherwise skip both.
After applying it, if you encountered a pattern worth remembering, a mistake worth preventing, or a domain fact that surprised you, append one dated bullet to learnings.md via agents-skills-feedback-loop/scripts/append_learning.py. Do not modify SKILL.md itself.