Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss.
AWS CDK infrastructure builder using TypeScript with L2/L3 constructs and Well-Architected patterns.
Deep AWS cost optimization expertise covering EC2 Reserved Instances, Savings Plans, Spot Instances, Lambda cost optimization, S3…
Comprehensive AWS cost analysis and optimization recommendations using AWS CLI and Cost Explorer
Design, build, deploy, test, and debug serverless applications with AWS Lambda.
Builds, configures, debugs, and optimizes AWS observability with CloudWatch (Log Insights, Metrics, Alarms, Dashboards, EMF), X-Ray…
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…