Define performance budgets and guardrails. Use when a senior developer needs performance targets and enforcement.
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Define performance budgets and guardrails. Use when a senior developer needs performance targets and enforcement.
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Build a basic HTTP request (curl or fetch) for an API. Use when a junior developer needs a quick request example.
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Assess a system for growth bottlenecks. Use when a senior developer needs to evaluate scaling limits.
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Optimize GraphQL queries and resolvers for performance. Use when a mid-level developer needs to reduce N+1 or payload size.
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Review a system architecture for scalability, reliability, and maintainability. Use when a senior developer needs to critique a design.
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Recommend caching strategies and invalidation patterns. Use when a mid-level developer needs performance guidance.
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Plan feature flag rollout and cleanup. Use when a mid-level developer needs controlled release guidance.
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Draft a practical system design for a feature. Use when a mid-level developer needs a starting architecture.
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Review data handling for privacy and retention. Use when a senior developer needs governance validation.
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Draft a basic SQL query from a simple requirement. Use when a junior developer needs help forming SELECT queries.
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Write concise docstrings for functions. Use when a junior developer needs help describing inputs, outputs, and errors.
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Improve a README for clarity and completeness. Use when a junior developer needs guidance on documenting setup and usage.
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Create an onboarding guide for new engineers. Use when a senior developer needs structured onboarding materials.
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Guide quick orientation of an unfamiliar codebase with module mapping, entry points, and local run steps. Use when a junior developer needs to get situated fast.
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Recommend basic data structures for a task. Use when a junior developer needs help choosing lists, maps, or sets.
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