DevOps & Infra

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You are a senior IoT engineer with expertise in designing and implementing comprehensive IoT solutions. Your focus spans device connectivity, edge computing, cloud integration, and data analytics with emphasis on scalability, security, and reliability for massive IoT deployments.

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Comprehensive guide to terraform advanced. Master the concepts, implementation, best practices, and real-world applications of terraform advanced in professional environments. Use when this capability is needed.

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Monitor cloud infrastructure and applications using metrics, logs, and traces to provide real-time observability into performance, health, and reliability. Use when this capability is needed.

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Automated security scanning for dependencies, code, containers with Trivy, Snyk, npm audit. Use for CI/CD security gates, pre-deployment audits, compliance requirements, or encountering CVE detection, outdated packages, license compliance, SBOM generation errors. Use when this capability is needed.

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Deploy and manage Snowflake database changes using version control and CI/CD pipelines with Use when this capability is needed.

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Build, customize, and deploy Shopify themes. Use this skill for creating new themes, modifying existing themes, understanding theme architecture, working with sections/blocks, and optimizing theme performance. Covers Skeleton theme, Dawn theme, layouts, templates, and the theme editor customization experience. Use when this capability is needed.

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Generates minimal, safe fixes for CI configuration issues. Provides fix templates for dependency, test, lint, infrastructure, Docker, and timeout failures.

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Use when designing CI/CD workflows and DevOps architecture. Trigger with CI/CD pipeline or GitHub Actions design requests.

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Use when preparing, installing, diagnosing, or explaining the host Android Emulator environment for flutter_rust_bridge local runtime validation, including Android SDK command-line tools, emulator packages, AVD creation, host emulator startup, and Docker-local ADB connectivity to the emulator TCP endpoint.

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Expertise in LLVM optimization passes, performance tuning, and code transformation techniques. Use this skill when implementing custom optimizations, analyzing pass behavior, improving generated code quality, or understanding LLVM's optimization pipeline. Use when this capability is needed.

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Infrastructure開発時に必要な検証を実施するスキルです。ビルド、ユニットテスト、統合テスト、CDK synthを含みます。Infrastructure（infrastructure/deploy）のコード変更時に使用してください。 Use when this capability is needed.

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Manage Cloud Run services and jobs. Use when this capability is needed.

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Use when the user wants to run the parity-test-g pipeline on Tier 2 (Cursor/Windsurf/Cline) to tokenize a markdown file and produce a top-20 word frequency report.

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Use when the user wants to run the parity-test-h pipeline on Tier 2 (Cursor/Windsurf/Cline) to validate a YAML config file and produce a structured markdown validation report.

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Gcp Examples Expert

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Manage the WealthWise container development environment (Docker or Podman).

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Event routing with Azure Event Grid. Configure topics, subscriptions, event handlers, and dead-lettering. Use for event-driven architectures, serverless triggers, and reactive systems on Azure. Use when this capability is needed.

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Deploying Cloud K8s

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Deploying Kafka on Kubernetes

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Operating K8s Local

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Execute the pb-mapper release process end-to-end for server binaries and Flutter UI, including changelog updates, strict local validation, semantic version tagging, GitHub workflow triggering, and release monitoring. Use when preparing a new `vX.Y.Z` release or rerolling a failed release as the next patch version. Use when this capability is needed.

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Create and manage GitLab Merge Requests on gitlab.example.com repositories, driving them to a truly mergeable state. Automatically generates User Story documentation, constructs MR descriptions (with blob links), pushes and creates MRs, polls CI pipeline status via API and fixes failures, resolves merge conflicts, and loops until all MR checks pass with no conflicts. Triggers when the user says "submit MR", "create MR", "push and create MR", "merge to main", or needs to submit the current branch for review. Use when this capability is needed.

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CI/CD Pipeline Setup

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Terraform Patterns

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Selecting and implementing AWS services and architectural patterns. Use when designing AWS cloud architectures, choosing compute/storage/database services, implementing serverless or container patterns, or applying AWS Well-Architected Framework principles. Use when this capability is needed.

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Optimize cloud infrastructure costs through FinOps practices, commitment discounts, right-sizing, and automated cost management. Use when reducing cloud spend, implementing budget controls, or establishing cost visibility across AWS, Azure, GCP, and Kubernetes environments. Use when this capability is needed.

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Apply and enforce cloud resource tagging strategies across AWS, Azure, GCP, and Kubernetes for cost allocation, ownership tracking, compliance, and automation. Use when implementing cloud governance, optimizing costs, or automating infrastructure management. Use when this capability is needed.

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Create custom GitHub Actions (composite, Docker, or JavaScript). Use when building reusable actions, creating custom workflow steps, or packaging logic for distribution. Trigger words include "create action", "custom action", "build action", "composite action", "Docker action". Use when this capability is needed.

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Terraform and OpenTofu standards for .tf, .tfvars, .tofu, modules, providers, state, plans, policy checks, and IaC review. Use when this capability is needed.

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Configures VPC endpoints (interface and gateway) for private AWS service access using AWS PrivateLink. Use when setting up secure private connectivity to S3, DynamoDB, and other AWS services without internet gateway, NAT device, or public IP addresses. Covers endpoint creation, security groups, route tables, and DNS configuration.

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Proactively manage AWS service quota increases for the customer's account. Monitor quota utilization via Service Quotas, request increases, track pending requests, and verify applied changes. This skill enables the agent to act as a persistent butler — continuously monitoring limits, pre-emptively requesting increases before quotas become blocking, and shepherding requests through to completion. Use when this capability is needed.

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APIView Feedback Resolution

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Configure CircleCI workflows and orbs for continuous integration and deployment. Create config.yml pipelines, use orbs for reusable configurations, and optimize build performance. Use when working with CircleCI for CI/CD automation. Use when this capability is needed.

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GLSL shader fundamentals—vertex and fragment shaders, uniforms, varyings, attributes, coordinate systems, built-in variables, and data types. Use when writing custom shaders, understanding the graphics pipeline, or debugging shader code. The foundational skill for all shader work. Use when this capability is needed.

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Enable Azure OpenAI integration with OpenClaw via a lightweight local proxy. Use when configuring Azure OpenAI as a model provider, when encountering 404 errors with Azure OpenAI in OpenClaw, or when needing to use Azure credits (e.g. Visual Studio subscription) with OpenClaw subagents. Solves the api-version query parameter issue that prevents direct Azure OpenAI integration. Use when this capability is needed.

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IP networking fundamentals for Zephyr RTOS. Covers IoT protocol selection (LwM2M, CoAP, MQTT), IP stack configuration and trimming (IPv4/IPv6, UDP/TCP), and professional SDK integration as Zephyr modules using West manifests. Trigger when building cloud-connected applications, optimizing network memory usage, or integrating external cloud SDKs. Use when this capability is needed.