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Enterprise Android/Kotlin skill for 2026 — Kotlin 2.x K2 compiler, AGP 9, Navigation 3, edge-to-edge Compose, strict MVI with atomic _state.update, banned AI antipatterns. Jetpack Compose, Hilt, Room, KMP, CameraX/ML Kit, performance, testing. Use when writing Kotlin for Android, building Compose UI, MVVM/MVI architecture, debugging recomposition, Room DAOs, Navigation 3, coroutines, or asking "structure Android app", "ViewModel UiState", "collectAsStateWithLifecycle", "edge to edge", "AGP 9", "K2 compiler", "Play Store release".

Jetpack Compose UI engineering for 2026 — edge-to-edge, Material 3, recomposition stability, Modifier ordering, LazyColumn performance, and animations. Use when building composables, fixing jank, theming, adaptive layouts, Canvas drawing, auditing screens, or asking "why does my screen recompose", "Modifier order", "edge to edge Compose", "audit this composable", "review this screen".

Enforces Clean Architecture, MVVM/MVI, and unidirectional data flow for Android apps. Covers UiState, UiEvent, UiEffect, UseCase boundaries, module structure, and atomic ViewModel state via _state.update. Use when structuring features, refactoring ViewModels, splitting modules, or asking "MVVM vs MVI", "where does state live", "UseCase when".

Android testing patterns — ViewModel unit tests with Turbine, Compose UI semantics, Hilt TestInstallIn fakes, coroutine test dispatchers, and release quality gates. Use when writing tests, setting up CI, mocking repositories, or asking "how to test ViewModel", "Compose UI test", "Turbine StateFlow".

Make AI output measurably smarter using research-backed self-correction loops. Use this skill whenever the user asks to improve, refine, double-check, verify, or "make better" any AI-generated output — code, writing, plans, analysis, answers — or asks for "your best work", "high quality", "production ready", "make sure this is right", or gives a complex/high-stakes task where a first draft is unlikely to be good enough. Also use when the user mentions loop engineering, iterative refinement, self-review, or self-correction. Do NOT loop on simple factual lookups or short casual answers.

Give the agent episodic memory so it improves every cycle instead of repeating mistakes. Use this skill whenever working in a project that has a .loop/LESSONS.md file, whenever a task is being retried after a failure, whenever the user says "remember this", "don't make that mistake again", "learn from this", or "why do you keep doing that", and at the start and end of every task run inside a loop. Also use it to compress or maintain the lessons file when it grows long.

Verify agent work against project gates before declaring it done. Use this skill whenever working in a project with a .loop/GATES.md file, whenever finishing any coding task inside a loop, whenever the user asks "is this actually done", "verify this", "check your work", or before emitting any VERDICT line. Also use it when a task involves tests, refactors, bug fixes, or dependency updates, when deciding whether work should be escalated to a human, and when the user asks to "audit my loop", "check loop readiness", or evaluate their loop setup.

Create and edit professional motion graphics videos with Remotion (React-based video). Use this skill EVERY time the user wants to create a video, edit a video, animate something, build an intro/outro/logo animation, make a Reel/Short/promo/launch video, add text animations or captions to footage, composite images and B-roll into a video, or mentions Remotion, motion graphics, video rendering, or "make this video look better/less generic". Also trigger when editing an existing Remotion project or when the user complains their video looks basic, generic, or amateur — this skill contains the exact fixes. Always read this skill BEFORE writing any Remotion code.

Force any writing to follow human patterns and strip every known sign of AI-generated text ("AI slop"). Use whenever producing or editing prose that will be read by a person, articles, blog posts, emails, captions, essays, documentation, social copy, reports, and whenever the user says "humanize this", "make it sound human", "remove AI slop", "doesn't sound like AI", "sounds robotic", or "rewrite this naturally". Apply this as a mandatory final pass on any long-form prose before delivering it.