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16 posts tagged with "Automation"

Repeatable tooling and workflows that replace manual engineering operations.

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GitOps Notes: Building a Knowledge Base with Git and MCP

· 3 min read

While working on my GitOps blogging platform, another idea clicked into place.

I've wanted to organize my notes for years. Like most developers, they're scattered everywhere:

  • text files;
  • OneNote;
  • random Markdown documents;
  • Discord messages;
  • ChatGPT conversations;
  • scraps of paper;
  • and the occasional "I'll remember this later."

I never do.

Then I realized I already built most of the solution.

Publishing This Blog from ChatGPT Work

· 4 min read

This blog is Git-backed, but that does not mean I need to sit at a desktop to publish something.

The authoring surface is ChatGPT Work. I can start from my phone, describe an idea in a normal conversation, refine it naturally, and let a repository-aware agent carry the work from Markdown all the way to production.

The interesting part is that ChatGPT is not the publishing system.

The repository is.

The AI-Assisted Software Engineering Workflow

· 3 min read

Status: Living document
Last updated: July 29, 2026
Maturity: Actively used and rapidly evolving

Executive Summary

This workflow treats AI systems as specialized members of a software engineering team rather than as interchangeable coding assistants. Repository conventions, specifications, ranked milestones, reusable protocols, automated reviews, and infrastructure-as-code provide the operating structure. Short commands such as “do the next milestone” work because the repository already describes how the agent should operate.