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No Dumb Questions: What is AI context architecture? Why not just build your own?

In this No Dumb Questions, Phoebe asks Stack’s Engineering Manager Doug Whitley and Product Manager Ash Zade everything she wants to know about AI context architecture. What exactly is it?

  • AI context architecture integrates everything around the AI within the system.
  • It provides guardrails and constraints for AI agents to avoid ambiguous decision-making.
  • Context architecture and engineering blur boundaries, with architecture being design-focused.

Building agentic workflows with SageMaker AI and Bedrock AgentCore

Learn how to combine OpenAI-compatible endpoints on Amazon SageMaker AI with Amazon Bedrock AgentCore runtime to build a multi-agent workflow where each specialized agent uses the model best suited to…

  • Combine SageMaker AI and Bedrock models for agentic workflows
  • Qwen 3.5 9B as financial analysis agent, Claude models as orchestrator and budget agents
  • Custom httpx.Auth subclass for token-level observability in OpenAI-compatible API