Use when measuring or improving agent quality and performance — set up evaluators, online monitoring, CI/CD quality gates, observability…
Provides Amazon DynamoDB patterns using AWS SDK for Java 2.x.
Provides AWS Secrets Manager patterns for AWS SDK for Java 2.x, including secret retrieval, caching, rotation-aware access, and Spring…
AWS SDK for Python (boto3/botocore) development patterns.
AWS SAM and AWS CDK deployment for serverless applications.
AWS-curated copy-paste prompts for AI coding agents (MVP scaffolding, RAG chatbot with Claude on Bedrock, security baseline evaluation…
Use when provisioning Azure resources for a Microsoft Agents SDK application — including creating an Azure Bot Service resource, setting…
Analyze text and images for harmful content using Azure AI Content Safety (@azure-rest/ai-content-safety).
Azure AI Document Intelligence SDK for .NET.
Use for Azure AI: Search, Speech, OpenAI, Document Intelligence.
Common Bicep deployment errors and fixes for Azure-native IPAI infrastructure.
Azure-specific infrastructure and services expertise for cloud operations and architecture
Identify and quantify cost savings across Azure subscriptions by analyzing actual costs, utilization metrics, and generating actionable…
Query and analyze data in Azure Data Explorer (Kusto/ADX) using KQL for log analytics, telemetry, and time series analysis.
Manage Azure DevOps resources via CLI including projects, repos, pipelines, builds, pull requests, work items, artifacts, and service…
Validates Azure DevOps projects, area paths, and teams exist with auto-creation of missing resources.
Build Azure managed images and Azure Compute Gallery images with Packer.
Azure Monitor OpenTelemetry Exporter for Java.
Azure OpenAI Service and Azure AI Foundry models (2025-2026).
Validate, lint, audit, or review azure-pipelines.yml — syntax, security, best practices.
Deep expertise in Azure Policy governance — policy assignments, definitions, initiatives, compliance state queries, exemptions…