ADR — Self-Improving Agent Loop Adoption Decision
Architecture Decision Record documenting principles, scope, responsibilities, and rollback boundaries to be agreed upon before introducing the Self-Improving Agent Loop to production
Architecture Decision Record documenting principles, scope, responsibilities, and rollback boundaries to be agreed upon before introducing the Self-Improving Agent Loop to production
Decision framework and pattern catalog for combining Bedrock AgentCore managed service with EKS-based self-hosted agents in hybrid deployment
Overall system architecture of a production-grade Agentic AI Platform — 6 runtime layers and 3 cross-cutting planes
Decision framework for selecting the optimal approach between SageMaker Unified Studio, Bedrock AgentCore, and EKS open architecture based on customer needs
Covers the six design decisions to finalize when adopting EKS Hybrid Nodes — hybrid connectivity, cluster topology, Pod CIDR exposure, CNI and routing, node authentication, and workload exposure — with decision criteria and inter-decision dependencies.
A platform approach that reduces infrastructure operational burden using Amazon Bedrock, Strands Agents SDK, and AgentCore to focus on agent development
IP range design best practices for EKS Hybrid Nodes — routing requirement assessment procedure, VPC minimum sizing rationale, dedicated control plane ENI subnet strategy, proactive Pod CIDR allocation, and multi-environment address planning.
Covers Amazon EKS Hybrid Nodes from definition, use cases, and pricing model to the nodeadm registration flow, RemoteNodeNetwork/RemotePodNetwork networking structure, traffic flows, and key technical characteristics.
Guide to building Agentic AI platform using Amazon EKS and open-source ecosystem
3-plane design integrating ontology and Knowledge Graph into traditional Feature Store to reduce hallucinations, enable provenance tracking, and enhance domain entity utilization
Token optimization patterns for MCP-based agents. Explains the upfront loading cost that follows from the host's tool-injection strategy and four techniques — Progressive Discovery, a tool compression proxy, Code Execution and prompt cache alignment — with published savings figures and the conditions they were measured under.
MRC (Marketing Representative for Customers) sales pitch guide for customer invitations to the 2026-04-09 Modern Agentic Applications Day.
IAM credential provider selection guide for EKS Hybrid Nodes — SSM hybrid activation vs IAM Roles Anywhere comparison, the Vault PKI integration pattern, Hybrid Nodes IAM role minimum permissions, and credential lifecycle management.
5-stage loop design and safety mechanisms for self-hosted SLMs to autonomously learn and improve from production traces based on Karpathy's autoresearch concept
Agentic AI deployment strategies that meet data sovereignty requirements — SCP region enforcement, Bedrock Geographic cross-Region inference, and EKS Hybrid Nodes-based hybrid/in-country self-hosting
5 key challenges faced when operating Agentic AI workloads