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# devops

Content centering around the shifting left of responsibility, deconstruction of responsibility silos, and the automation of repetitive work tasks.

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AI Model Pricing Is a Mess — Here Is How We Track It

AI Model Pricing Is a Mess — Here Is How We Track It

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3 min read
Building Multi-Agent AI Systems in 2026: A2A, Observability, and Verifiable Execution

Building Multi-Agent AI Systems in 2026: A2A, Observability, and Verifiable Execution

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2 min read
The Standup Meeting Is Dead. AI Killed It.

The Standup Meeting Is Dead. AI Killed It.

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2 min read
A2A Is Not MCP: Routing Messages Is Not the Same as Scheduling Work

A2A Is Not MCP: Routing Messages Is Not the Same as Scheduling Work

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4 min read
Why MCP context is broken (and how a knowledge graph fixes it)

Why MCP context is broken (and how a knowledge graph fixes it)

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4 min read
Docker in 2026: The Practical Notes That Help You Actually Understand It

Docker in 2026: The Practical Notes That Help You Actually Understand It

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1 min read
🚀 End-to-End Deployment of “The EpicBook!” Application with Terraform, AWS, and Nginx

🚀 End-to-End Deployment of “The EpicBook!” Application with Terraform, AWS, and Nginx

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3 min read
Python Exception Handling: Custom Exceptions, try/except/else & Chaining (2026)

Python Exception Handling: Custom Exceptions, try/except/else & Chaining (2026)

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7 min read
How I Set Up a Self-Hosted Azure DevOps Agent on Ubuntu (And What I Learned the Hard Way)

How I Set Up a Self-Hosted Azure DevOps Agent on Ubuntu (And What I Learned the Hard Way)

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4 min read
Building Multi-Agent AI Systems in 2026: A2A, Observability, and Verifiable Execution

Building Multi-Agent AI Systems in 2026: A2A, Observability, and Verifiable Execution

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2 min read
The "Fruit Basket" problem: Rebuilding PayFit's platform trust & alignment

The "Fruit Basket" problem: Rebuilding PayFit's platform trust & alignment

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5 min read
11 Failures Before My CI/CD Pipeline Worked: A VibeCoder's Guide to Expo + GitHub Actions + DeployGate

11 Failures Before My CI/CD Pipeline Worked: A VibeCoder's Guide to Expo + GitHub Actions + DeployGate

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5 min read
I Built a Full CI/CD Pipeline with Azure DevOps + Docker + AKS (Here’s How)

I Built a Full CI/CD Pipeline with Azure DevOps + Docker + AKS (Here’s How)

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1 min read
The proof-of- work with Ansible

The proof-of- work with Ansible

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1 min read
Future-Proofing Enterprise Data: Post-Quantum Cryptography & Zero Trust Nginx

Future-Proofing Enterprise Data: Post-Quantum Cryptography & Zero Trust Nginx

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3 min read
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