Blog · Tag
#architecture
6 posts tagged #architecture.
Introducing the AI Architect Roadmap
Eight rungs mapping what shipping production Agentic AI on AWS actually takes, marked honestly as covered, strong, flagship or gap rather than filled in to look finished.
Not a Python tutorial: the patterns that bite in production agents
The senior-lens Python patterns that actually bite in a production agent loop: why boto3 blocking the event loop is the first one, and four more that follow from it.
Your LLM security diagram defends the wrong layer
The LLM security diagram you have seen a dozen times is a threat map. Read as a defence it makes you patch every box at the layer the attacker controls. The fix is one deterministic boundary the diagram leaves out, in code the model never touches.
The LLM is not a security boundary
Designing a production agent over sensitive data: no control makes the flow hole-free. You rank the layers, assume each one leaks, and stack them so no single hole reaches the data. Here is the code that does it.
What a Year 10 study system taught me about production AI failure modes
A personal Bedrock-adjacent build that went through three iterations and an architecture pivot. Five lessons that map directly to production AWS AI work.
Part 1: Why I Chose Amazon Bedrock AgentCore (And What Lambda Gets Wrong for AI Agents)
Before writing a single line of agent code, I spent a week figuring out where to run it. Here's the architecture decision that changed everything, and the Lambda limitations that forced my hand.