Culture and Methodologies Resources

Beyond the Black Box: Implementing “Human-in-the-Loop” (HITL) Agentic Workflows for Regulated Industries

Stop "Black Box" AI risk. Master the Commit Boundary pattern to secure autonomous agents. Build "Audit-Ready" AI with typed schemas and risk-scoring.

March 18, 2026

by Rahul Kumar Thatikonda

· 4,155 Views · 3 Likes

Refactoring the Monthly Review: Applying CI/CD Principles to Executive Reporting

Refactor monthly board reports using engineering principles: automate data, visualize technical debt, and turn static slides into actionable insights.

March 17, 2026

by Harish Saini

· 4,145 Views · 2 Likes

Zero Trust, Build High Scale TLS Termination Layer

Automated TLS termination for thousands of custom domains on HAProxy. DigiCert HTTP DCV, internal KMS, sync agents, HAProxy runtime API for zero-downtime cert updates.

March 16, 2026

by Ramesh Sinha

· 6,939 Views

Serverless Glue Jobs at Scale: Where the Bottlenecks Really Are

At scale, Glue jobs become shuffle-bound, not CPU-bound. Skew and file strategy dominate runtime. Adding workers helps less than reshaping the workload.

March 13, 2026

by Vivek Venkatesan

· 5,506 Views · 2 Likes

AI in Enterprise Content Workflows: What You Need to Know

AI streamlines enterprise content workflows by automating document handling, enhancing accuracy, insights, and efficiency while reducing manual effort.

March 11, 2026

by Jake Miller

· 3,898 Views · 2 Likes

Building a Unified API Documentation Portal with React, Redoc, and Automatic RAML-to-OpenAPI Conversion

Learn how to build a modern static API documentation portal that supports both OpenAPI 3.x and RAML 1.0 specifications with automatic conversion.

March 11, 2026

by Sreedhar Pamidiparthi

· 5,932 Views

Shifting Bottleneck: How AI Is Reshaping the Software Development Lifecycle

Continuous data-driven insights are critical for a successful and lasting AI adoption that goes beyond the initial hype phase.

March 10, 2026

by Ralf Huuck

· 4,455 Views · 2 Likes

AI Is Rewriting How Product Managers and Engineers Build Together

AI breaks the traditional handoff between product and engineering. Success will depend on how PMs and engineers share tradeoffs around cost, latency, and risk.

March 10, 2026

by Raman Aulakh

· 3,858 Views · 2 Likes

The Inner Loop Is Eating The Outer Loop

The technical limitations that created the divide between the inner and outer loops are being solved just in time for agentic workflows to make merging them a necessity.

March 9, 2026

by Arjun Iyer

· 3,136 Views

2026 Developer Research Report

The results are in from DZone's 2025 Community Survey. See what developers are building, learning, and adopting in this year's report.

March 6, 2026

by Carisse Dumaua

· 5,572 Views · 5 Likes

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

· 2,915 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

· 2,957 Views · 1 Like

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

· 3,479 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

· 3,609 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

· 3,100 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

· 2,502 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

· 2,046 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

· 2,035 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

· 2,641 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

· 5,606 Views · 3 Likes

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