Vladislav Guzey

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

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

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

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

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

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

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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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Recommend basic data structures for a task. Use when a junior developer needs help choosing lists, maps, or sets.

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

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Create an onboarding guide for new engineers. Use when a senior developer needs structured onboarding materials.

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

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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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Improve CLI help, errors, and output. Use when a mid-level developer needs to make a CLI friendlier.

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

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