Agentic AI Automates Architecture Diagrams from Code.

Göksel SARIKAYA· September 2, 2026 View original

Key takeaways

  • Agentic AI can automate the generation of architecture diagrams directly from code.
  • This approach ensures documentation remains current with code changes.
  • Automated documentation reduces manual effort and improves developer productivity.
  • Integrating with knowledge bases makes architectural insights easily searchable.

Who benefits

Software DevelopmentFinancial ServicesIT ConsultingAerospaceManufacturing

Summary

A global interdealer broker built an automated pipeline using Amazon Bedrock AgentCore to analyze.NET code, generate architecture diagrams, and maintain searchable documentation.

A global interdealer broker has developed an innovative solution to automate the often-tedious process of architecture documentation. They leveraged Amazon Bedrock AgentCore to create a pipeline that directly analyzes.NET codebases. This system is designed to understand the structure and dependencies within the code. The automated pipeline then generates comprehensive architecture diagrams based on its code analysis. This not only saves significant manual effort but also ensures that documentation remains consistently up-to-date with the evolving codebase. Furthermore, the solution integrates with Amazon Bedrock Knowledge Bases and AWS CodePipeline to maintain a searchable repository of these diagrams and associated documentation, making it easily accessible and ensuring that architectural insights are always current and discoverable for development teams.

Why it matters

Automated architecture documentation ensures accuracy, reduces manual effort, and keeps critical system knowledge current, which is vital for efficient development and maintenance.

How to implement this in your domain

  1. 1Identify legacy or complex codebases lacking up-to-date architecture documentation.
  2. 2Explore Amazon Bedrock AgentCore for its code analysis and diagram generation capabilities.
  3. 3Design a pilot project to automate documentation for a specific module or service.
  4. 4Integrate the solution with version control and CI/CD pipelines for continuous updates.
  5. 5Establish a knowledge base (e.g., Amazon Bedrock Knowledge Bases) for storing and searching generated documentation.

Original post by Göksel SARIKAYA

"Learn how a global interdealer broker built an automated architecture documentation pipeline on Amazon Bedrock AgentCore that analyzes .NET code bases, generates architecture diagrams, and maintains searchable documentation through Amazon Bedrock Knowledge Bases and AWS CodePipel…"

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