Agentic Build Day and Community Activity

Summary Report: “Agentic Build Day and Community Activity”

Event Objectives

  • Provide a 3-hour technical deep-dive into AWS’s agentic services
  • Walk through a real-world reference architecture: an AI-powered marketing campaign platform that orchestrates multiple specialized agents to automate audience segmentation, campaign creation, and promotions end to end
  • Give attendees a working mental model of how AWS agentic services fit together
  • Combine technical content with a hands-on community activity (making no-sew plush toys for children)

Speakers & Hosts

  • Diem My / Dinh Nguyen – Community Activity hosts
  • My Nguyen – Why Agentic AI & the MarTech use case
  • Dai Truong / Thi Nguyen – Kiro Workshop Guidance
  • AWS GenAI Builders Club team – technical sessions

Agenda Timeline

TimeSessionSpeaker
13:00 – 14:00🧸 Make No-Sew Plush Toys for Children (Community Activity)Diem My / Dinh Nguyen
14:00 – 14:15Why Agentic AI & the MarTech use case we’ll exploreMy Nguyen
14:15 – 15:00AWS Agentic Services in Action: AgentCore Runtime, Memory, MCP Gateway & Agent-to-Agent (A2A) Communication
15:00 – 15:15☕ Tea Break
15:15 – 15:40The Strands Agents Framework & how it ties everything together
15:40 – 16:10Full Workflow Walkthrough: tracing the code from user prompt to campaign creation
16:10 – 16:30Security Patterns, Session Persistence & Infrastructure as Code
16:30 – 16:45Key Takeaways & Source Code Tour
16:45 – 17:00Kiro Workshop GuidanceDai Truong / Thi Nguyen

Key Highlights

Community Activity – No-Sew Plush Toys for Children

  • A warm, hands-on opener where attendees crafted no-sew plush toys to donate to children
  • A reminder that a builders’ community is about people, not just technology

My Nguyen – Why Agentic AI & the MarTech use case

  • Why agentic AI is different from traditional prompt-response models
  • Introduction to the MarTech reference use case: an AI-powered marketing campaign platform
  • How multiple specialized agents collaborate to automate audience segmentation, campaign creation, and promotions

AWS Agentic Services in Action

  • AgentCore Runtime: the execution environment for running agents
  • Memory: how agents retain and recall context across interactions
  • MCP Gateway: connecting agents to tools and data through the Model Context Protocol
  • Agent-to-Agent (A2A) Communication: how specialized agents coordinate with each other

The Strands Agents Framework

  • Overview of the Strands Agents framework
  • How it ties the agentic services together into a cohesive workflow
  • The role of orchestration in multi-agent systems

Full Workflow Walkthrough

  • Tracing the code end to end — from a user prompt to a created campaign
  • Seeing how the reference architecture executes in practice

Security Patterns, Session Persistence & Infrastructure as Code

  • Security patterns for agentic workloads (IAM, least privilege)
  • Session persistence to maintain state across agent runs
  • Infrastructure as Code (CDK) to make the architecture reproducible

Key Takeaways & Source Code Tour

  • A recap of the core concepts and how the pieces connect
  • A guided tour of the full source code for self-paced exploration

Dai Truong / Thi Nguyen – Kiro Workshop Guidance

  • Guidance on using Kiro for the workshop and building agentic features
  • How to apply the spec-driven workflow to real projects

Key Takeaways

  • Agentic AI moves beyond single prompts toward systems of collaborating agents
  • AWS provides building blocks — AgentCore Runtime, Memory, MCP Gateway, A2A — that fit together
  • The Strands Agents framework is the glue that orchestrates multi-agent workflows
  • Production agentic systems still need security, session persistence, and IaC to be reliable
  • Having a complete reference architecture + source code is the fastest way to learn by adapting

Applying to Work

  • Use the MarTech reference architecture as a template for any multi-step automation use case
  • Experiment with AgentCore Memory to give internal assistants persistent context
  • Connect existing tools through an MCP Gateway instead of hardcoding integrations
  • Apply A2A communication to break a complex single-agent prompt into specialized agents
  • Adopt CDK / Infrastructure as Code so agentic deployments are reproducible and reviewable
  • Try Kiro for spec-driven development of agentic features

Prerequisites

  • Familiarity with AWS (Lambda, IAM, CDK) and basic Python
  • No prior experience with AI agents required

Event Experience

Attending Agentic Build Day and Community Activity on May 29, 2026 was a great mix of meaningful community work and a focused technical deep-dive. Key moments included:

Starting with the community

  • The event opened with a no-sew plush toy activity for children, hosted by Diem My and Dinh Nguyen — a heartwarming way to connect with other builders before diving into code.

Learning the agentic stack end to end

  • My Nguyen framed the day with a clear MarTech use case, making the abstract idea of “agentic AI” concrete.
  • The deep-dive into AgentCore Runtime, Memory, MCP Gateway, and A2A finally connected services I had only read about separately.
  • Seeing the Strands Agents framework tie everything together clarified how orchestration actually works in practice.

Following real code

  • The full workflow walkthrough — from user prompt to campaign creation — was the most valuable part, turning theory into a traceable execution path.
  • The session on security, session persistence, and IaC was a good reminder that demos are easy but production needs guardrails.

Hands-on with Kiro

  • Dai Truong and Thi Nguyen wrapped up with Kiro Workshop Guidance, showing how to apply a spec-driven workflow to build agentic features.

What I left with

  • A working mental model of how AWS agentic services fit together
  • A reference architecture I can adapt for my own use cases
  • Access to the full source code to explore at my own pace

Some event photos

Agentic Build Day

Agentic Build Day

Agentic Build Day

Agentic Build Day

Overall, Agentic Build Day balanced heart and engineering — giving back to the community in the first hour, then handing us a complete, adaptable blueprint for building real agentic systems on AWS.