Upgrade an Android project to Android Gradle Plugin (AGP) 9. Use when migrating to AGP 9, updating Gradle build files, migrating to built-in Kotlin, or adopting the new AGP DSL.
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Scores a coding task on Spread, Novelty, and Centrality (SNC 0-6) and maps the tier to autonomy, verification depth, review mode, reviewers, model tier. Use when sizing a fix or feature before planning, choosing fast vs deep review, or deciding whether HARD STOP approval is required.
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实测评分 未实测
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Same ticket label, different engineering difficulty. Score the task, not the label, then route by tier.
| Dimension | 0 | 1 | 2 |
|---|---|---|---|
| Spread (how far the change reaches) | one file, one module | several files, one module | cross-module or cross-service |
| Novelty (new vs existing behavior) | small edit or removal of existing behavior | modify existing logic | new behavior or rewrite |
| Centrality (how core the touched code is) | peripheral code | shared but non-core | core domain, hot path, auth, money, trust boundary |
Sum the three, never average. Output line: SNC: S=[0-2] N=[0-2] C=[0-2] total=[n] tier=[low|medium|high].
tier=low: total 0-2tier=medium: total 3-4tier=high: total 5-6| Tier | Autonomy | Verification | Review | Approval | model_tier |
|---|---|---|---|---|---|
tier=low | autonomous | basic: focused tests + lint | fast code-review | none required | fast |
tier=medium | guided | TDD + self-review | deep code-review | plan reviewed, no HARD STOP | standard |
tier=high | plan-first | TDD + independent reviewers (specialist-architecture-guard, specialist-security-reviewer when relevant) | deep code-review | HARD STOP before code, human approval before merge | strong |
Sensitive changes touching authentication, authorization, payments/financial data, data integrity, secrets, or system trust boundaries have an explicit risk floor independent of arithmetic SNC totals:
tier=medium (guided execution, deep review, human plan acknowledgment) even if arithmetic total is ≤2 (e.g. S=0, N=0, C=2).tier=high (plan-first HARD STOP, independent security review, human merge approval).snc_tier and model_tier in every Handoff Payload.specialist-codebase-scout reports impact radius.Stop and re-score when hearing or thinking: "it's just a bug fix", "one-line change", "skip the plan, it's small", "we'll review it later", "mark it low so we can merge tonight". Each is a rationalization, not a score.
snc_tier is incomplete.tier=high must list which specialists review before merge.还没有评价。欢迎分享你的使用感受。
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Upgrade an Android project to Android Gradle Plugin (AGP) 9. Use when migrating to AGP 9, updating Gradle build files, migrating to built-in Kotlin, or adopting the new AGP DSL.
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Apply Clean Architecture layering, modularization, and Unidirectional Data Flow in Android projects. Use when setting up project structure, placing code in layers, configuring feature/core modules, or implementing UDF patterns; defer Compose state and ViewModel/StateFlow implementation to their specific skills.
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Implement WorkManager and background processing correctly on Android. Use when creating Worker classes, scheduling tasks, choosing between WorkManager and Foreground Services, or setting up Hilt in workers; defer FCM and notification delivery to android-notifications.
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Build high-performance declarative UI with Jetpack Compose. Use when writing Composable functions, optimizing recomposition, hoisting state, or working with LazyColumn and side effects; defer deep-link and navigation routing to android-navigation.
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Migrate an Android XML View to Jetpack Compose following a structured 10-step workflow. Use when converting XML layouts to Compose, setting up Compose in an existing View-based project, or incrementally adopting Compose.
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Write correct coroutine scopes, lifecycle collection, and dispatcher injection in Android production code. Use for suspend functions, coroutine scopes, and dispatcher mechanics; defer ViewModel StateFlow/LiveData architecture, Fragment lifecycle recipes, persistence/notifications, and unit-test recipes to their specific skills.
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