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Golden Paths for AI Workloads - Standardizing Deployment, Observability, and Trust
Golden Paths enable scalable AI by standardizing deployment, observability, drift detection, and governance as built-in platform defaults.
February 12, 2026
by Josephine Eskaline Joyce DZone Core CORE
· 1,736 Views · 2 Likes
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Java Developers: Build Something Awesome with Copilot CLI and Win Big Prizes!
Join the GitHub Copilot CLI Challenge and build something with Copilot right in your terminal for cash prizes and tickets to GitHub Universe.
February 12, 2026
by Bruno Borges
· 2,471 Views
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Bootstrapping a Java File System
Apps self-managing files often implement custom APIs that bring different problems. Java's File System provides a way to self-manage files within standard Java APIs.
February 12, 2026
by Scott Sosna DZone Core CORE
· 2,393 Views · 1 Like
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Jakarta EE 12 M2: Entering the Data Age of Enterprise Java
Jakarta EE 12 aligns repositories, restrictions, queries, ORM, and NoSQL into a unified data model, making domain-centric data access a first-class platform feature.
February 11, 2026
by Otavio Santana DZone Core CORE
· 1,330 Views · 3 Likes
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How AI-Driven Software Automation Reduced Deployment Failures by 40%?
Deployment failures cost millions and exhaust teams. Learn how software deployment automation helps prevent release issues and ensures smoother launches.
February 11, 2026
by Nathan Smith
· 1,376 Views
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Why SAP BDC Is a Game Changer for SAP Data
SAP BDC (Business Data Cloud) is considered a game changer for SAP’s data portfolio, turning SAP into a modern, open, and AI-ready data platform.
February 11, 2026
by Srinivasarao Rayankula
· 2,010 Views · 1 Like
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Playwright Fixtures vs. Lazy Approach
A guide comparing Fixture and Lazy patterns in test automation, showing how on-demand object creation improves performance and scalability in Playwright frameworks.
February 11, 2026
by Kailash Pathak DZone Core CORE
· 2,005 Views
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The AI Firewall: Using Local Small Language Models (SLMs) to Scrub PII Before Cloud Processing
Learn how to run small language models locally as an AI firewall to detect and scrub PII from data before sending it to cloud AI services.
February 10, 2026
by Rambabu Bandam
· 2,886 Views
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A Pattern for Intelligent Ticket Routing in ITSM
Manual ticket routing is a hidden tax on IT efficiency. Here is an architectural pattern for using Logistic Regression and Skype status APIs to automate this.
February 10, 2026
by Dippu Kumar Singh
· 1,022 Views
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Query-Aware Retrieval Routing for Analytics on AWS: When to Use Redshift, OpenSearch, Neptune, or Cache
Use a query router for LLM analytics — Redshift (KPIs), OpenSearch (definition), Neptune (lineage), and Cache (repeats) — to improve accuracy, latency, and costs.
February 10, 2026
by Anusha Kovi DZone Core CORE
· 945 Views · 1 Like
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Context Engineering Is a Must-Learn Skill: Here's How Everyone Can Master It
Learn context engineering to build better AI apps. This guide covers key techniques, practical examples, and resources to master this essential AI skill.
February 9, 2026
by Rambabu Bandam
· 2,008 Views · 1 Like
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An AI-Driven Architecture for Autonomous Network Operations (NetOps)
NetOps teams often face a skills gap when troubleshooting complex infrastructure. This article presents an automation pattern for an AI co-pilot for incident response.
February 9, 2026
by Dippu Kumar Singh
· 1,296 Views
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Next-Level Persistence in Jakarta EE: How We Got Here and Why It Matters
From JPA to Jakarta Data and NoSQL, Jakarta EE embraces store-agnostic repositories and polyglot persistence in the enterprise Java model.
February 9, 2026
by Otavio Santana DZone Core CORE
· 1,206 Views · 2 Likes
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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 DZone Core CORE
· 4,824 Views · 3 Likes
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Model Context Protocol Vs Agent2Agent: Practical Integration with Enterprise Data
MCP is production-ready for LLM-to-tool integration; A2A enables emerging multi-agent collaboration. They complement, not compete, and neither replaces Spark or Airflow.
February 9, 2026
by Ram Ghadiyaram DZone Core CORE
· 1,316 Views · 1 Like
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Understanding AI Agent Types:Guide to 8 Modern AI Architectures
A guide to eight AI agent types with implementations, real-world use cases, and selection framework. Learn about LCM, HRM, LAM, SLM, VLM, LRM, MOE, and GPT architectures.
February 6, 2026
by Ram Ghadiyaram DZone Core CORE
· 2,806 Views · 1 Like
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The Self-Healing Directory: Architecting AI-Driven Security for Active Directory
Active Directory is the heartbeat of the enterprise, and a favorite target of attackers. Here is an architectural pattern for AI-driven anomaly detection and remediation.
February 6, 2026
by Dippu Kumar Singh
· 807 Views
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Hybrid Vector Graph with AI Agents for Software Test Case Creation
This article shows how multi-agent, vector-graph systems automate test creation, cutting manual effort while increasing coverage.
February 6, 2026
by Mohanakrishnan Hariharan
· 801 Views
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Best Java GUI Frameworks for Modern Applications
This article reviews the top 8 Java GUI frameworks — Swing, SWT, JGoodies, JavaFX, JIDE, Apache Pivot, Hibernate, and Spring.
February 6, 2026
by Rodolfo Ortega
· 3,407 Views
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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
· 649 Views
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