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Conduct evidence-backed product market research and competitive analysis with explicit provenance, substitute identification, and counterevidence tracking. Use when evaluating market dynamics, competitor positioning, direct or indirect substitutes, or buyer alternatives. (triggers: `product market research`, `product competitive analysis`)

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Evaluate product investment options across build, buy, partner, defer, and do-nothing paths, setting incremental accounting boundaries and cash-versus-capacity rules without fabricated ROI. Use for product investment analysis / product ROI scenario. (triggers: `product investment analysis`, `product ROI scenario`)

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Design and validate bounded product experiments with falsifiable hypotheses, precommitted thresholds, guardrail metrics, ethical eligibility, and stop rules; use for product hypothesis validation / product experiment design. (triggers: `product hypothesis validation`, `product experiment design`)

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Prioritize outcome-based product roadmaps, manage capacity and displaced work trade-offs, sequence learning milestones, and maintain portfolio coherence without dual ledgers or fake ROI. (triggers: `product roadmap prioritization`, `product portfolio trade-off`)

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Ground and validate SDLC product decisions with canonical evidence ledgers, immutable recorded decisions, typed provenance, and scoped action gates. Use when inspecting, maintaining, or validating product evidence ledgers.

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Standardize PRD discovery and drafting for product scope, user outcomes, requirement IDs, and acceptance criteria. Use when creating PRD, product requirements, feature specification, or acceptance criteria plan.

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Guide ethical customer discovery and research synthesis, distinguishing direct observations from inferences, preventing leading interview questions, and tracking quote-to-insight provenance. (triggers: `product customer discovery`, `product research synthesis`)

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Define explicit outcome measurement contracts, baseline evidence, query revisions, guardrails, and post-release product value reviews without confusing correlation with causal ROI. (triggers: `product measurement contract`, `product value review`)

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Standardize BRD and BRD-lite discovery for business goals, stakeholder impact, current-to-future state, and measurable value outcomes. Use when creating BRD, business case, project justification, ROI narrative, or AS-IS to TO-BE scope.

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Formulate coherent product strategy, synthesize opportunity frames and falsifiable hypotheses, establish non-goals and trade-offs, and bind decisions to verified strategic authority. (triggers: `product strategy decision`, `product opportunity framing`)

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Inserts stable test ids into production components for each selector gap named by a test plan, following the per-framework insertion policy and never renaming existing ids. Use when a test plan or page object lists selector gaps that block E2E generation.

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Audits PR diffs for architecture boundary violations, design simplicity, dependency drift, and established-pattern mismatches. Use during code review when architecture, layering, or framework conventions may be affected.

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Posts sanitized batches of PR review comments or replies through configured review tooling. Use after review-ticket when findings are approved for publication.

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Turns approved AC/SRS into an executable test plan (scenarios, seed, selector gaps) for the test-loop workflow. Use for independent test-plan generation from stable requirements.

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Configure debugging, bundle analysis, and ecosystem tools for React applications. Use when setting up Vite/webpack build tooling, analyzing bundle size, debugging re-renders with React DevTools, or configuring ESLint and StrictMode for React projects.

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Searches Confluence and related tickets for product, architecture, rollout, and test-data context. Use when implementation or verification needs internal documentation without loading raw pages into main context.

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Design Spring Boot APIs with OpenAPI, Versioning, and Global Error Handling. Use when designing Spring Boot APIs with OpenAPI specs, versioning, or global error handling.

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Resolve iOS and Android differences using Platform API and native modules in React Native. Use when platform branching or native-module integration is the primary task; defer cross-platform feature implementation such as push notifications.

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Configure React Navigation 6+ stacks, tabs, and deep linking for React Native. Use when implementing React Navigation stacks, tabs, or deep linking in React Native.

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Write React hooks with clean effect boundaries and measured memoization. Use when working with `useEffect`, custom hooks, refs, transitions, or hook dependency problems in React.

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Configure stack navigation, type-safe routes, deep linking, and URL-based routing with React Navigation in React Native. Use for React Navigation route configuration; defer unrelated performance, notification, build, and styling work.

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Push notifications for React Native using Firebase or Expo Notifications. Use when integrating push notifications with Firebase or Expo in React Native.

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Test React components with RTL and Jest/Vitest. Use when writing React component tests with React Testing Library, Jest, or Vitest.

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OTA updates with CodePush, EAS Build, and release configurations. Use when configuring OTA updates, EAS Build, or managing release configs for React Native.

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