2. DevOps & Infrastructure

Provides expert guidance for Azure infrastructure, deployments, cost optimization, and IaC (Bicep/ARM) implementation.

Enterprise shell scripting with Bash, ShellCheck, bats-core, POSIX compliance, and Context7 MCP for defensive patterns.

Manages enterprise application configurations using AI-driven orchestration and Context7 integration for scalable deployments.

Optimizes AWS Lambda cold start times using binary optimization, lazy initialization, and strategic deployment configurations.

Provides best practices for cloud object storage operations including retry logic, error handling, and efficient I/O patterns for S3, Azure, and GCS.

Advises on optimizing AWS Lambda performance, memory settings, and cost efficiency for serverless applications.

Blocks code completion on verification failures by running tests, validating specifications, and checking for drift in the development pipeline.

Provides a structured methodology for detecting, resolving, and analyzing production incidents to improve system reliability and prevent recurrence.

Comprehensive guide to modern deployment strategies including blue-green, canary, and rolling updates for zero-downtime releases.

Provides tooling for Drupal development using DDEV (Docker-based local environment) and Drush command-line operations for site management and deployment workflows.

Provides expert guidance for managing cloud infrastructure using Terraform across AWS, Azure, and GCP.

Enables diagnostic queries of Kubernetes resources to verify infrastructure health and validate configurations.

Enforces automated quality checks at key deployment stages to prevent production failures.

Manages bare metal infrastructure via API, MCP, or CLI for server provisioning, VLAN management, and automated deployments across regions.

Guides strategic production deployment with safe workflows, rollback planning, and verification techniques, emphasizing decision-making over automation.

Expert in Docker containerization, including multi-stage builds, image optimization, security hardening, and Docker Compose orchestration for production deployments.

Provides utilities for Bash scripting, terminal command patterns, piping, and error handling on Linux/macOS systems.

Automates debugging and fixing of failing GitHub Actions CI/CD checks by analyzing logs, creating a fix plan, and implementing changes upon approval.

Guides on PowerShell scripting for Windows, covering critical pitfalls, operator syntax, and error handling techniques.

Guides strategic server management decisions including monitoring, scaling, and infrastructure thinking, emphasizing principles over commands.

Expert in implementing observability solutions including monitoring, logging, tracing, and SLOs using Prometheus, Grafana, and OpenTelemetry.

Expertise in setting up CI/CD pipelines, containerizing applications, and deploying to Kubernetes using Docker, Terraform, and GitOps.

Provides step-by-step resolution guidance for common Kubernetes issues including pod failures and service connectivity problems.

Provides best practices for writing shell scripts, including bash scripting techniques for system automation and server management.