Implement production-ready service mesh deployments with Istio, Linkerd, or Cilium.
Use the Anyshift MCP server (and the Annie CLI as the user-facing chat client) to investigate infrastructure: discover resource types…
Generate, create, or scaffold Ansible playbooks, roles, tasks, handlers, inventory, vars.
Async Apex patterns — @future, Queueable, Batch, Schedulable, Platform Events, chaining.
Implement SageMaker async inference with S3-based I/O and polling.
Applies event-driven async messaging to decouple producers and consumers.
Provides AWS CDK TypeScript patterns for defining, validating, and deploying AWS infrastructure as code.
Deep AWS cost optimization expertise covering EC2 Reserved Instances, Savings Plans, Spot Instances, Lambda cost optimization, S3…
Design, build, deploy, test, and debug serverless applications with AWS Lambda.
Provides AWS Lambda integration patterns for TypeScript with cold start optimization.
AWS SDK for Python (boto3/botocore) development patterns.
AWS SAM and AWS CDK deployment for serverless applications.
Use when provisioning Azure resources for a Microsoft Agents SDK application — including creating an Azure Bot Service resource, setting…
Common Bicep deployment errors and fixes for Azure-native IPAI infrastructure.
Azure Container Apps with GPU support, serverless capabilities, and Foundry Models.
Identify and quantify cost savings across Azure subscriptions by analyzing actual costs, utilization metrics, and generating actionable…
ADF + Databricks 2025 integration patterns.
Build Azure managed images and Azure Compute Gallery images with Packer.
Azure Key Vault Secrets SDK for Rust. Use for storing and retrieving secrets, passwords, and API keys. Triggers: "keyvault secrets rust"…
Deep expertise in Azure organizational hierarchy and governance — management groups, subscription management, resource group organization…
Validate, lint, audit, or review azure-pipelines.yml — syntax, security, best practices.