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Plan integration tests across modules or services. Use when a mid-level developer needs to verify system interactions.

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Draft an incident postmortem with timeline, RCA, and action items. Use when a senior developer needs a structured post-incident report.

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Perform threat modeling for a system or feature. Use when a senior developer needs security risk assessment.

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Improve and rewrite user prompts to reduce ambiguity and improve LLM output quality. Use when a user asks to optimize, refine, clarify, or rewrite a prompt for better results, or when the request is about prompt optimization or prompt rewriting.

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Harden configuration and defaults for safer deployment. Use when a mid-level developer needs to reduce misconfig risks.

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Evaluate third-party vendors for engineering fit. Use when a senior developer needs a structured vendor assessment.

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Assess readiness for compliance audits. Use when a senior developer needs a gap analysis for standards.

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Scan code or configuration for common security issues. Use when a mid-level developer needs a quick security pass.

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Generate starter unit tests for a small function or module. Use when a junior developer needs test scaffolding and edge cases.

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Edits, rewrites, or improves text for clarity, tone, grammar, or style.

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Create a minimal, repeatable reproduction plan for a bug. Use when a junior developer needs clear steps to reproduce and capture evidence.

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Audit dependencies for licensing, security, and maintenance risk. Use when a senior developer needs risk assessment.

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Define or review SLOs and SLAs for a service. Use when a senior developer needs reliability targets.

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Review system costs and propose reductions. Use when a senior developer needs cost-saving recommendations.

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Guide installation of project dependencies and toolchains. Use when a junior developer is stuck setting up the environment.

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Design safe queue consumers and retries. Use when a mid-level developer needs reliable background processing.

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Suggest small refactors that improve readability without changing behavior. Use when a junior developer asks to clean up code.

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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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Improve a README for clarity and completeness. Use when a junior developer needs guidance on documenting setup and usage.

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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 practical system design for a feature. Use when a mid-level developer needs a starting architecture.

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Review a pull request for correctness, regressions, and missing tests. Use when a mid-level developer needs structured review guidance.

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Review database migrations for safety and rollback. Use when a mid-level developer needs validation of schema changes.

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Plan feature flag rollout and cleanup. Use when a mid-level developer needs controlled release guidance.

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