Amazon AgentCore: The Secure AI Framework You’ve Been Waiting For


Amazon Bedrock AgentCore (Preview) launched on July 16, 2025, marking a major evolution in how enterprises build and deploy AI agents at scale. With modular components, open framework support, and AWS-level security, AgentCore is engineered for production from day one.
What Is AgentCore?
Amazon’s fully managed AgentCore platform allows developers to build, deploy, and operate AI agents using any model or agent framework (like CrewAI, LangGraph, Strands Agents, etc.), even if the models are hosted outside Bedrock.
Core modules:
Runtime
: Serverless agent execution with long-session supportMemory
: Long-term and short-term memory with cost trackingGateway
: Easily expose internal APIs as agent-ready toolsBrowser
: Headless browsing tool for secure web automationCode Interpreter
: Secure code execution in a sandboxIdentity
: OAuth-based access to internal servicesObservability
: Real-time telemetry and debugging
Why It Matters
✅ From Prototype to Production
AgentCore takes the burden of infrastructure off your hands. No more cobbling together runtime environments, identity layers, or observability dashboards.
✅ Full Flexibility, No Lock-In
Use open frameworks and models—inside or outside AWS—without rebuilding or replatforming.
✅ Secure by Design
With session isolation, identity federation, and audit logging, AgentCore meets even the strictest security and compliance standards.
✅ Marketplace Integration
Deploy agents directly from the AWS AI Agents Marketplace, which now includes over 800 agent templates ready to go.
Key Modules Explained
Runtime
Serverless containerized execution
Up to 8-hour agent sessions
Multi-step workflow support
Memory
Persistent memory
Event-based billing model
Use across sessions or teams
Gateway
Wraps internal APIs in a secure, agent-compatible interface
Model Context Protocol (MCP) ready
Identity
OAuth-based login
Integrates with AWS Cognito, Okta, etc.
Role-based permissioning
Observability
Tracks token usage, latency, and failure events
Compatible with CloudWatch and OpenTelemetry
Real-World Use Cases
🏦 Banking
Itaú Unibanco uses AgentCore to power multilingual customer support bots while complying with strict financial regulations.
🏥 Healthcare
Innovaccer exposes HIPAA-compliant APIs to agents using Gateway, enabling automated medical workflows securely.
📈 Marketing
Epsilon uses Browser and Gateway modules to automate campaign creation and testing—cutting build time by 30%.
AgentCore vs Bedrock Agents vs DIY
Feature | AgentCore | Bedrock Agents | DIY Frameworks |
Session isolation | ✅ Yes | ❌ No | ❌ No |
Built-in memory | ✅ Yes | ❌ Minimal | ❌ Manual setup |
API integration | ✅ Gateway module | ❌ Manual coding | ❌ Custom tooling |
Web automation | ✅ Browser module | ❌ No | ❌ Custom scripting |
Identity + auth | ✅ OAuth, IAM | ❌ None | ❌ Self-managed |
Monitoring & telemetry | ✅ OpenTelemetry, CloudWatch | ❌ Basic logs | ❌ Custom pipelines |
Quick Start (Simplified)
Install SDK:
pip install bedrock-agentcore
Build your agent logic using CrewAI or LangGraph
Wrap it:
BedrockAgentCoreApp()
Test locally:
agentcore launch --local
Deploy via console or:
genesis launch
Preview Pricing (until Sep 16, 2025)
Module | Price Estimate |
Runtime | $0.0895 per vCPU/hr |
Memory | $0.25–0.75 per 1K events |
Gateway | $0.005 per 1K API calls |
Identity | $0.010 per 1K tokens |
Browser | $0.0895 per vCPU/hr |
Billing is modular and tied to usage volume.
What’s Coming Next
VPC support for fully isolated environments
Agent2Agent communication across microservices
Multi-agent orchestration built-in
More marketplace integrations with partners
Final Thoughts
Amazon Bedrock AgentCore unlocks the infrastructure behind true agentic AI—not just simple chatbot interactions. If you’re scaling AI inside a secure enterprise context, AgentCore is the missing platform layer.
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Written by

Ali Farhat
Ali Farhat
Founder of Scalevise. 15+ yrs in automation, AI integration & scalable web architectures. Helping companies streamline operations with custom tools & agents.