Advanced Patterns
Self-improving feedback loops and advanced agent design patterns
Self-improving feedback loops and advanced agent design patterns
In-depth technical documentation on the architecture, deployment, and operations of the Agentic AI Platform
AI agent-based autonomous operations for software developed with AIDLC — observability, prediction, and automated response
Core methodology of AIDLC — 10 Principles, Ontology, Harness Engineering, DDD Integration
Tools that enable AIDLC — AI Coding Agents, Open-Weight Models, EKS Automation, Technology Roadmap
AI-Driven Development Lifecycle — Enterprise adoption guide for AI-driven software development methodology
Covers GPU workload architecture for EKS Hybrid Nodes and DGX H200 SR-IOV and InfiniBand high-performance networking configuration.
EKS Control Plane internals, CRD scaling strategies, and multi-cluster high availability architecture
Operating vector databases, embedding stores, and data layer infrastructure for Agentic AI platforms
Architecture design, technical challenges, and AWS Native and EKS-based implementation approaches for the Agentic AI Platform
Comprehensive guide for Amazon EKS production operations covering networking, Control Plane, security, cost optimization, and more
Comprehensive troubleshooting guide for systematically diagnosing and resolving application and infrastructure issues in Amazon EKS environments
Best practices reference guide for adopting and operating Amazon EKS Hybrid Nodes. Covers six areas, from concepts and architecture to networking, security and authentication, storage and registry, GPU, and operations and cost.
Collection of EKS environment performance benchmark reports — Networking, AI/ML Inference, Infrastructure & Operations, AI Agents
Kubernetes Probe configuration strategies, Graceful Shutdown patterns, and Pod lifecycle management best practices
Cloud Native Architecture Engineering Playbook & Benchmark Reports
NGINX Ingress Controller EOL response, tiered gateways for agentic workloads, Gateway API architecture, GAMMA Initiative, AWS Native vs open source solution comparison (AWS LBC, Cilium, NGINX Gateway Fabric, Envoy Gateway, kGateway, Kong), Cilium ENI integration, migration strategy and benchmark plans
Comprehensive governance documentation covering quality evaluation, operational playbooks, AI Gateway guardrails, compliance, and domain customization
Routing strategies, deployment, cascade tuning, and implementation examples for kgateway and Bifrost-based 2-Tier inference gateways
SageMaker hybrid integration, Observability stack deployment, and coding tools cost analysis
Custom model deployment, fine-tuning pipelines, MLOps orchestration, continuous training pipelines
EKS Hybrid Nodes networking best practices — covers CIDR design and address-range minimization, CNI configuration and Pod CIDR routing, building and operating the Hybrid Nodes Gateway, load balancing and service exposure, firewall pre-registration, and TGW topology.
Best practices for DNS optimization, East-West traffic, and Gateway API adoption in EKS environments
Agent execution tracing, LLM serving optimization monitoring, cache tuning quality validation, and agent lifecycle observability
Covers EKS Hybrid Nodes Mixed Mode operational patterns, Cluster Insights configuration validation, monitoring, and cost optimization based on vCPU-hour billing.
AI platform monitoring, observability, evaluation, compliance, and domain-specific operations guide
Best practices for stable EKS cluster operations including GitOps, troubleshooting, high availability, and Pod lifecycle management
Covers EKS Hybrid Nodes concepts, how it works, key technical characteristics, and a guide to the six design decisions — connectivity, topology, Pod CIDR exposure, CNI, authentication, and workload exposure.
Core architecture and technical challenges of Agentic AI platforms
Strategic selection guide for building Agentic AI platforms in AWS environments
Karpenter autoscaling, Pod resource optimization, and EKS cost management strategies
Technical documentation on deploying and operating Red Hat OpenShift Service on AWS (ROSA)
Covers EKS Hybrid Nodes node authentication methods (SSM hybrid activation vs IAM Roles Anywhere) and credential lifecycle management.
EKS security governance best practices covering API Server authentication/authorization, Identity-First security, policy management, supply chain security, threat detection, and compliance
Covers shared file storage (EFS, FSx, NFS) solutions for EKS Hybrid Nodes environments and Harbor private container registry integration.