The M365 subscription → SKU → service-plan model, seat availability versus consumption, assigning and removing licenses through Graph, the…
Look up Microsoft API references, find working code samples, and verify SDK code is correct.
Use Microsoft Fabric CLI (fab) to manage workspaces, semantic models, reports, notebooks, lakehouses, and other Fabric resources via…
Meta-skill for querying Microsoft Learn MCP server to resolve Azure architecture questions and validate configurations against official…
Expert knowledge for Azure Virtual Desktop development including troubleshooting, best practices, decision making, architecture & design…
Optimize Vast.ai costs through tier selection, sampling, and usage monitoring.
Migration workflow - research → analyze → plan → implement → review
Migrate Terraform/OpenTofu projects to Pulumi, including translating HCL source code and/or importing Terraform state into a Pulumi stack.
Structured workflow for infrastructure migration planning including cloud migrations, technology upgrades, and data center transitions.
Supabase specialist covering PostgreSQL 16, pgvector, RLS, real-time subscriptions, and Edge Functions.
Serverless GPU compute platform for AI model deployment — web endpoints, GPU functions, model serving, and TypeScript client patterns
Organizes and automates complex polyglot build pipelines using a standardized, modular Taskfile architecture.
Use when authoring or modifying MPS Build Language scripts (`BuildProject` roots) — the declarative DSL that generates Ant `build.xml` to…
Multi-language Workers development with Rust, Python, and WebAssembly.
Assess and improve cloud portability — identify lock-in, prioritize abstraction, and design migration paths.
Survey existing cloud architecture for lock-in depth and portability gaps.
Web app MVP launch checklist knowledge. Auto-triggered when conversation involves "launch readiness", "MVP checklist", "production ready"…
Migrate a .NET 8 project to .NET 9 and resolve all breaking changes.
Serverless form handling on Netlify-hosted sites — detects HTML forms at deploy time, stores submissions, filters spam, and sends…
Deploy and configure web frameworks on Netlify — build settings and SSR/edge adapters plus local platform emulation and env vars.
Network topology, infrastructure architecture, and software system mapping in draw.io with cloud, on-prem, and hybrid layouts