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The Latest Culture and Methodologies Topics

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Building a State-Driven Workflow Engine for AI Applications
This article presents a Shell and Node pattern that decouples state, nodes, and routing into composable units, instead of traditional if/else chains.
April 7, 2026
by horus he
· 3,966 Views · 2 Likes
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Securing Error Budgets: How Attackers Exploit Reliability Blind Spots in Cloud Systems
Attackers exploit SRE blind spots. Treat security like reliability: track breach budgets, monitor configs and access, automate detection, and respond systematically.
April 2, 2026
by Oreoluwa Omoike
· 2,906 Views · 1 Like
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Reliability Is Security: Why SRE Teams Are Becoming the Frontline of Cloud Defense
In cloud systems, reliability and security are the same problem — security changes can cause outages, and attacks often appear as operational issues.
March 31, 2026
by Oreoluwa Omoike
· 3,546 Views · 1 Like
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Building a Video Evidence Layer: Moment Indexing With Timecoded Retrieval
Learn the Moment Indexing Pattern to build a Video Evidence Layer using OCR and ASR that provides verifiable, timecoded answers for knowledge management.
March 31, 2026
by Punitha Ponnuraj
· 2,226 Views · 2 Likes
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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
· 3,735 Views · 3 Likes
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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
· 3,795 Views · 1 Like
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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
· 6,311 Views
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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
· 5,193 Views · 2 Likes
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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
· 3,624 Views · 2 Likes
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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
· 5,612 Views
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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
· 3,866 Views · 2 Likes
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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
· 3,475 Views · 2 Likes
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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
· 2,756 Views
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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
· 4,681 Views · 5 Likes
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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 DZone Core CORE
· 2,500 Views
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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
· 2,585 Views · 1 Like
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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
· 2,780 Views
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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
· 3,157 Views
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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 DZone Core CORE
· 2,755 Views
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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
· 1,957 Views
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