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Analyze project code, configuration, and documentation to build a graph for interactive architecture exploration. It maps components and dependencies, supports Japanese descriptions, and can update the analysis based on changes since the previous analyzed commit.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Understand the structure of an unfamiliar project
• Explore dependencies between components
• Generate architecture descriptions in Japanese

Follow guidance to create and operate Kubernetes clusters on Azure Kubernetes Service. Configure groups of worker machines, automatic scaling, networking, monitoring, identity integration, and upgrades, with command examples and Terraform configuration for repeatable setup.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Create an AKS cluster on Azure
• Add GPU or spot node pools and configure automatic scaling
• Connect monitoring, Key Vault, and Azure Container Registry

Review AWS spending and identify savings through resource sizing, unused resource cleanup, discount commitments, and storage policies. It also guides budget alerts and recurring cost reviews so teams can track spending and plan changes using usage data.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Investigating an unexpected AWS bill increase
• Preparing cost reviews with engineering and finance
• Comparing Savings Plans and Reserved Instances

Deploy and manage virtual servers on Amazon EC2. Covers instance selection, reusable machine images and launch templates, automatic capacity changes, Spot instances, and troubleshooting, with AWS CLI commands and Terraform configuration examples.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Launch EC2 servers for application hosting
• Create reusable machine images and launch templates
• Configure automatic scaling for changing demand

Design and configure an AWS VPC, a private cloud network, with separate public, application, and database subnets. Covers traffic routing, access rules, private service connections, and troubleshooting connectivity between resources.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Build separate networks for production and development
• Separate public, application, and database resources
• Connect VPCs or access AWS services privately

Provision and manage Amazon RDS relational databases on AWS. Follow guidance for backups, recovery, security, monitoring, multi-zone redundancy, and read replicas—database copies that handle read traffic—with AWS CLI commands and a Terraform configuration example.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Deploy a managed PostgreSQL or MySQL database
• Configure multi-zone redundancy and read replicas
• Set up backups and restore to a specific point in time

Build and deploy AWS Lambda functions without managing servers. Guidance covers APIs, scheduled jobs, event triggers, permissions, shared dependencies, and performance tuning, with code and command examples for deployment and troubleshooting.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Building lightweight APIs with API Gateway or function URLs
• Running scheduled jobs with EventBridge
• Processing S3 uploads or SQS messages

Configure Amazon S3 storage with encryption, access restrictions, and version history. Set rules for moving or deleting older files, replicate data across regions, create temporary access links, and investigate permission or policy problems.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Create buckets with encryption and public access blocked
• Set rules for archiving or deleting older files
• Replicate data to another region

Deploy container applications on AWS using ECS and Fargate, which runs containers without managing servers. Covers image publishing, task configuration, load balancing, automatic scaling, deployment updates, and troubleshooting failed or unhealthy containers.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Deploy Docker applications on Fargate
• Configure load balancing and automatic scaling
• Investigate failed tasks and health checks

Configure and audit AWS users, roles, and access policies. Work through least-privilege permissions, granting only the access needed, along with GitHub Actions authentication, cross-account access, permission boundaries, and checks for unused or excessive access.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Create execution roles for EC2 and Lambda
• Design policies with only the required permissions
• Configure GitHub Actions authentication through OIDC

Build and maintain an inventory of hardware, software, and cloud resources. Use guidance on automated discovery, ownership records, tagging checks, and integration with a configuration database to support operations and audit preparation.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Defining fields for an IT asset inventory
• Planning resource discovery across AWS, Azure, and GCP
• Checking ownership and cost allocation tags

Design production alerts, route notifications by severity, and organize on-call schedules. Use configuration examples to define backup contacts, escalation steps when alerts go unanswered, and runbooks that guide responders through incident investigation.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Define alert thresholds and severity levels
• Route notifications to Slack and PagerDuty
• Plan on-call rotations and holiday coverage

Define security controls for AI coding agents used by a team. Covers command and file permissions, secret scanning, isolated execution environments, code review gates, and audit trails, with configuration examples to adapt.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Set team rules before introducing AI coding agents
• Restrict access to credentials and infrastructure files
• Design an isolated environment for agent execution

Guide reviews of Linux Kernel patches for memory safety, Terraform plans for costly resource changes, and Kubernetes configurations for restricted permissions. A separately installed tool and configured AI model produce advisory findings and candidate manifests for validation.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Review Linux Kernel patches for memory safety issues
• Check Terraform plans for potentially costly resource changes
• Draft Kubernetes permission settings from security requirements

Plan systems across AWS, Azure, GCP, and OCI by comparing services and architecture patterns. Helps guide service selection, disaster recovery, migration planning, and cost decisions while considering ways to reduce dependence on a single provider.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Planning a system across multiple cloud providers
• Designing disaster recovery in another cloud
• Comparing cloud services for a workload

Review cloud spending across AWS, Azure, GCP, and OCI. Guides resource sizing, discount commitments, storage policies, cost allocation tags, and budget alerts to identify waste and establish ongoing cost management while considering performance and reliability.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Finding oversized or idle cloud resources
• Comparing pricing models for steady workloads
• Reviewing storage tiers and retention policies

Build reusable Terraform modules for AWS, Azure, GCP, and OCI. Organize cloud infrastructure as code with documented inputs, validation, usage examples, provider version constraints, and Terratest tests for consistent provisioning.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Create reusable cloud infrastructure modules
• Standardize Terraform conventions across a team
• Connect network and database modules

Build GitLab workflows that automate building, testing, and deployment. The skill covers pipeline stages, dependency caching, runners that execute jobs, and manual approval before production deployment, with examples for Docker, Kubernetes, and Terraform.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Automating builds and tests in GitLab
• Reviewing caches to improve pipeline performance
• Separating staging and production deployments

Turn existing Azure infrastructure into Terraform code using Azure Verified Modules, reusable infrastructure components. Discover resources, document dependencies, derive import addresses from module source, and check plans for unwanted changes to the live environment.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Bring existing Azure resources under Terraform management
• Generate code for a subscription or resource group
• Document resource dependencies and architecture

Configure GitHub Dependabot to keep dependencies, the packages a project relies on, updated. Organize update pull requests into groups, set schedules and exclusion rules, and configure security updates across projects with multiple packages or package systems.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Create or revise dependabot.yml
• Group dependency updates into fewer pull requests
• Configure updates across a monorepo

Assess potential data breach impact by reviewing sensitive data and its movement through a codebase. Produce an inventory, exposure rankings, financial estimates, and prioritized safeguards, distinguishing legal source figures from planning estimates.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Inventory sensitive data before a security review
• Trace where customer data could leak
• Estimate breach impact and costs for planning

Review Azure infrastructure code and deployed resources against five Well-Architected Framework pillars. Identify configuration drift, classify risks, and produce remediation guidance and an architecture diagram, with GitHub issues created after user approval.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Review Azure reliability and security risks
• Compare infrastructure code with deployed resources
• Assess opportunities to improve cost and performance

Review AWS infrastructure code and deployed resources against the six Well-Architected pillars. Produce risk-ranked findings, remediation examples, and an architecture diagram, then create GitHub issues for tracking improvements after user confirmation.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Review AWS infrastructure code and deployed resources
• Prioritize findings by risk
• Prepare infrastructure code remediation examples

Create, review, migrate, or troubleshoot Azure Developer CLI projects. Align application settings, infrastructure definitions, deployment environments, secrets, and automated delivery workflows while checking that configuration files and deployment requirements agree.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Creating an Azure Developer CLI project structure
• Reviewing azure.yaml against Bicep or Terraform definitions
• Organizing environment settings and secret handling