Culture and Methodologies Resources

The A3 Handoff Canvas

The A3 Handoff Canvas helps teams use AI responsibly by defining task splits, inputs, outputs, validation, failure rules, and records for repeatable workflows.

March 6, 2026

by Stefan Wolpers

CORE

· 2,404 Views

Why Retries Are More Dangerous Than Failures

Retries can amplify failures into outages. Use backoff, circuit breakers, idempotency, load shedding, and observability to keep systems stable under pressure.

February 27, 2026

by David Iyanu Jonathan

· 2,507 Views

Mastering GitHub Copilot in VS Code: Ask, Edit, Agent and the Build–Refine–Verify Workflow

GitHub Copilot in VS Code isn’t “just autocomplete.” It’s a set of interaction modes — Ask, Edit, and Agent in the Chat Panel.

February 26, 2026

by Hanna Labushkina

· 2,675 Views

A Unified Framework for SRE to Troubleshoot Database Connectivity in Kubernetes Cloud Applications

Troubleshoot Kubernetes database connectivity using a layered diagnostic framework and achieve rapid root-cause identification and production stability.

February 25, 2026

by Prakash Velusamy

· 3,103 Views

The AI4Agile Practitioners Report 2026

The AI4Agile Practitioners Report 2026: 83% of Agile practitioners use AI, but most spend 10% or less of their time with AI.

February 24, 2026

by Stefan Wolpers

CORE

· 2,684 Views

From Command Lines to Intent Interfaces: Reframing Git Workflows Using Model Context Protocol

Model Context Protocol enables intent-driven GitHub workflows in the IDE, replacing command sequences with safe, structured natural language interactions.

February 20, 2026

by Aishwarya Murali

· 1,892 Views

AI Transformation Anti-Patterns (And How to Diagnose Them)

AI initiatives fail for the same reasons Agile transformations did: The majority of failures result from people, culture, and processes, not technology.

February 17, 2026

by Stefan Wolpers

CORE

· 1,775 Views · 1 Like

The Human Bottleneck in DevOps: Automating Knowledge with AIOps and SECI

DevOps pipelines are often automated, yet the operations side remains surprisingly manual. Here’s a framework to reduce toil using AIOps and the SECI model.

February 13, 2026

by Dippu Kumar Singh

· 1,668 Views · 1 Like

Serverless Is Not Cheaper by Default

A clear-eyed breakdown of serverless costs — why they’re hidden, when they make sense, and how to choose between functions and containers before surprises hit your bill.

February 13, 2026

by David Iyanu Jonathan

· 2,243 Views · 1 Like

Agile’s AI-Driven Paradigm Shift

Agile’s AI-driven paradigm shift is here. “Good enough Agile” provides an income or perspective. Will you adapt—or fall behind?

February 9, 2026

by Stefan Wolpers

CORE

· 5,014 Views · 3 Likes

ITSM Uncovered: How IT Teams Keep Businesses Running Smoothly

Modern ITSM is evolving from ticket-based incident handling into intelligent, automated resilience for cloud-native systems.

February 6, 2026

by Akshay Pratinav

· 1,595 Views · 1 Like

Principles for Operating Large-Scale Global Production Systems with AI Innovation Across the Stack

AI speeds detection and remediation, protects error budgets, and boosts availability, linking reliability to user satisfaction at scale.

February 5, 2026

by Sayantan Ghosh

· 738 Views

Safe Vibe Coding in 2026: Mastering the Workflow With Cursor and Automated Guardrails

After a vibe-coded feature crashed in production, we built a safe 2026 workflow using Cursor, automated tests, and guardrails.

February 5, 2026

by Rajiv Gadda

· 1,002 Views

DZone's Article Submission Guidelines

Want to be a DZone contributor? We welcome you! See what it takes for your article to get published!

Updated February 4, 2026

by DZone Editorial

· 345,403 Views · 99 Likes

Building a 300 Channel Video Encoding Server

NETINT VPU Technology with Ampere® Altra® Processors set new operational cost and efficiency standards

February 3, 2026

by John Oneill

· 2,486 Views · 1 Like

How to Verify Domain Ownership: A Technical Deep Dive

A practical guide to implementing the three standard domain verification methods: DNS TXT, meta tags, and file-based verification.

February 3, 2026

by Illia Pantsyr

· 2,007 Views · 1 Like

Building SRE Error Budgets for AI/ML Workloads: A Practical Framework

ML systems decay gradually instead of breaking suddenly, so we need error budgets for model accuracy, data freshness, and fairness — not just uptime.

February 3, 2026

by Varun Kumar Reddy Gajjala

· 2,007 Views · 1 Like

Ralph Wiggum Ships Code While You Sleep. Agile Asks: Should It?

AI makes code cheap, not thinking. When cost disappears, Agile principles supply discipline so teams don’t build the wrong thing faster at scale with AI.

January 30, 2026

by Stefan Wolpers

CORE

· 2,049 Views · 1 Like

Modernizing Applications with the 7 Rs Strategy – A CTO's Guide

The 7 Rs framework helps you choose the smartest path to modernize every application, reduce legacy risk, and align your tech stack with future business goals.

January 29, 2026

by Pranay Parmar

· 2,302 Views · 1 Like

Cognitive Load-Aware DevOps: Improving SRE Reliability

SRE reliability depends on human cognition as much as infrastructure. Reducing cognitive load is key to resilient systems.

January 29, 2026

by Oreoluwa Omoike

· 2,208 Views

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