AWS Bedrock Agents & AgentCore
Anthropic Claude integration via AWS Bedrock, AgentCore orchestration architecture, custom subagent development, and reusable skills libraries
Deliverables
Bedrock AgentCore Architecture
Production-ready multi-agent orchestration system using AWS Bedrock Agents with Claude models
- -Multi-agent coordination patterns (supervisor, router, parallel execution)
- -Skills library for common workflows (data extraction, API integrations, document processing)
- -Knowledge base integration with vector search and retrieval
- -AWS Bedrock Guardrails configuration: content filtering, denied topics, PII detection, contextual grounding
Custom Subagent Development
Domain-specific subagents built for your business workflows with tool-calling and memory
- -Document analysis agents with structured extraction (invoices, contracts, reports)
- -Customer support agents with CRM integration and escalation logic
- -Code review and documentation agents for engineering workflows
- -Research and analysis agents with web search and synthesis capabilities
Claude Code Plugin Marketplace
Production-ready plugins and skills for Claude Code CLI to accelerate AI-assisted development
- -AWS deployment automation (Lambda, ECS, Bedrock configuration)
- -Agentic workflow patterns (memory, routing, tool orchestration)
- -Integration templates for common services (databases, APIs, storage)
- -Custom skills tailored to your team's development patterns
Agent Observability & Optimization
Monitoring, logging, and performance optimization for production agent systems
- -CloudWatch dashboards for agent execution metrics and costs
- -Trace logging for multi-agent interactions and debugging
- -A/B testing framework for prompt and tool optimization
- -Cost allocation tracking per agent and workflow
Key Questions
(13 questions)Are Anthropic Claude models integrated via AWS Bedrock for production AI workloads?
Is there an agent orchestration architecture (AgentCore, LangGraph, custom) for multi-agent workflows?
Are subagents designed with clear delegation patterns and tool-calling capabilities?
Is there a library of reusable skills that agents can invoke for common tasks?
Are agent interactions logged and traced for debugging and optimization?
Is memory persistence configured for agents to maintain context across sessions?
Are knowledge bases integrated with vector search for retrieval-augmented generation?
Are AWS Bedrock Guardrails configured with content filtering, denied topics, PII detection, and contextual grounding?
Is LLM security testing performed (prompt injection, jailbreak attempts, cost attacks)?
Is cost tracking per agent/workflow configured to optimize spend?
Are Claude Code plugins or similar tooling used to accelerate development workflows?
Is there a systematic approach to prompt engineering for agent behaviors?
Are agent systems designed for observability with metrics, logs, and traces?
Artifacts To Review
Sample Outputs
Bedrock AgentCore Implementation Guide
Complete architecture documentation with code examples for building multi-agent systems on AWS
Custom Subagent Suite
Domain-specific agents tailored to your workflows with tool integrations and testing framework
Claude Code Plugin Marketplace
Production-ready plugins showcasing AWS and agentic workflow expertise
Agent Observability Dashboard
CloudWatch or Grafana dashboard tracking agent execution, costs, and performance metrics
Maturity Levels
Basic Claude API usage with single-agent patterns, no orchestration or memory
AWS Bedrock integration with simple agents, limited tool-calling, manual coordination
Multi-agent orchestration with AgentCore/LangGraph, skills library, knowledge base integration, basic observability
Production-grade agent systems with sophisticated coordination, extensive skills library, guardrails, comprehensive monitoring, and cost optimization
Get AWS Bedrock Agents & AgentCore Insights
Schedule a discovery call to discuss how this assessment can help your organization. Fractional CAIO clients receive this module included in their retainer.