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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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Draft release notes from changes and PRs. Use when a mid-level developer needs a structured changelog.

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Explain a configuration file and its key options. Use when a junior developer is confused by a config file.

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Provide a systematic debugging checklist. Use when a junior developer is stuck and needs a structured approach.

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Explain compiler/runtime errors in plain language. Use when a junior developer needs help understanding an error message.

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Provide safe git commands for common tasks. Use when a junior developer needs help with branching, commits, or resolving simple conflicts.

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Explain lint errors and propose fixes. Use when a junior developer needs help resolving common lint or format warnings.

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Summarize noisy logs into likely causes and next steps. Use when a junior developer needs help interpreting logs.

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Generate a small helper script for repetitive tasks. Use when a junior developer needs a quick automation snippet.

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Break a task or ticket into small steps. Use when a junior developer needs guidance on how to start.

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Run a basic accessibility checklist for UI changes. Use when a junior developer needs quick a11y guidance.

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Review infrastructure-as-code changes for safety and correctness. Use when a mid-level developer needs a second look on IaC.

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Design a multi-region architecture strategy. Use when a senior developer needs geo-redundant planning.

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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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Guide collection and analysis of performance traces. Use when a mid-level developer needs to diagnose slowness.

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Plan safe dependency upgrades with risk notes. Use when a mid-level developer is tasked with upgrading libraries.

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Define engineering standards across teams. Use when a senior developer needs to align practices.

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Create a staged refactor plan for a module. Use when a mid-level developer needs a safe refactor path.

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Prioritize roadmap initiatives with tradeoffs. Use when a senior developer needs help ranking projects.

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Assess and prioritize tech debt items. Use when a senior developer needs an investment plan for debt reduction.

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Define consistent API error codes and responses. Use when a mid-level developer needs error standardization.

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Explain CSS layout issues and propose fixes. Use when a junior developer is struggling with alignment or spacing.

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Diagnose CI failures and stabilize pipelines. Use when a mid-level developer needs to resolve flaky or failing builds.

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Coordinate debugging across multiple services. Use when a senior developer needs to trace a distributed issue.

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