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DZone AI/ML Zone

Recent posts in AI/ML on DZone.com

The Architecture of Prompts: Designing Reliable, Deterministic AI Systems

If 2025 was the year organizations discovered prompt engineering as a discipline, 2026 will be when we establish it as standard practice. Prompts a...
Posted on 26 December 2025 | 8:00 pm

A Principled Framework for Scalable Experimentation and Reliable A/B Testing

If you’ve ever shipped a feature and thought, “Did we actually make things better?”, you’re not alone. A/B testing is supposed to be our scientific...
Posted on 25 December 2025 | 6:00 pm

AI-Driven Schema Evolution and Adaptive Pipelines

The Modern Challenge of Schema Drift In dynamic enterprise ecosystems, schemas rarely stay static. APIs evolve, microservices introduce new fields,...
Posted on 25 December 2025 | 4:00 pm

Autonomous Pipelines: Transforming CI/CD With Full Automation

As software development practices have advanced over time, so too have the methodologies for managing code and changes. The autonomous pipeline, as...
Posted on 25 December 2025 | 2:00 pm

Blockchain + AI Integration: The Architecture Nobody's Talking About

Walk into any tech conference today, and you'll hear buzzwords flying: AI this, blockchain that. But ask anyone about the actual architecture requi...
Posted on 23 December 2025 | 5:00 pm

Phantom APIs: The Security Nightmare Hiding in Your AI-Generated Code

The call came at 2:47 AM on a Tuesday in October 2024. I'd been following API security incidents for fifteen years, but this one made my coffee go ...
Posted on 22 December 2025 | 8:00 pm

LLMOps Explained: How It Works, Key Benefits, and Best Practices

Let us say you are interacting with a bank’s AI assistant regarding a payment issue. All of a sudden, it reflects the incorrect answer and freezes ...
Posted on 22 December 2025 | 6:00 pm

Fortifying Cloud Security Operations with AI-Driven Threat Detection

With the rapid adoption of cloud technologies, organizations are rushing to migrate their workloads and data to the cloud — often at a breakneck pa...
Posted on 19 December 2025 | 5:00 pm

Technology Evolution From Traditional Automation to AI-Driven MCP Servers

Technology has always been about solving problems faster, smarter, and more efficiently. Over the past few decades, we’ve witnessed a remarkable tr...
Posted on 19 December 2025 | 3:00 pm

Looking at the Evolving Landscape of ITSM Through the Lens of AI

As today’s businesses march forward alongside rapid developments in artificial intelligence (AI), progress has reached nearly every major functiona...
Posted on 18 December 2025 | 8:00 pm

Building AI Agents Using Docker cagent and GitHub Models

The landscape of AI development is rapidly evolving, and one of the most exciting developments in 2025 from Docker is the release of Docker cagent....
Posted on 18 December 2025 | 7:00 pm

We Taught AI to Talk — Now It's Learning to Talk to Itself: A Deep Dive

A Master Blueprint for the Next Era of Human-AI Interaction In the rapidly evolving world of artificial intelligence, prompt engineering has become...
Posted on 18 December 2025 | 4:00 pm

Why Your UEBA Isn't Working (and How to Fix It)

User Entity Behavior Analysis (UEBA) is a security layer that uses machine learning and analytics to detect threats by analyzing patterns in user a...
Posted on 18 December 2025 | 3:00 pm

Infrastructure as Code: How Automation Evolved to Power AI Workloads

If you read my articles published on DZone this year, you would have sensed that I love automation and that Infrastructure as Code (IaC) is my budd...
Posted on 18 December 2025 | 1:00 pm

Agentic AI in Cloud-Native Systems: Security and Architecture Patterns

AI has long progressed past statistical models that generate forecasts or probabilities. The next generation of AI systems is agents, autonomous cl...
Posted on 18 December 2025 | 12:00 pm

Why Your AI Transformation is Broken

C-suite executives are rushing to implement their AI transformation strategies. Visions of cost savings, streamlined workforces, and exploding prod...
Posted on 17 December 2025 | 7:00 pm

How AI Search Solves the Problem of Working With Unstructured Data

Are you struggling with unstructured data, like support tickets, employee feedback, and documents? Many businesses face this challenge, leading to ...
Posted on 17 December 2025 | 4:00 pm

Model Context Protocol: The Missing Layer in Agentic AI

AI agents are growing at a breakneck pace and are becoming highly efficient at automating routine tasks. However, amid all the exciting innovation ...
Posted on 17 December 2025 | 3:00 pm

Agentic AI Design Patterns and Principles: Building Autonomous, Collaborative Systems

Autonomous, goal-driven software entities are replacing conventional rule-based workflows in modern system design thanks to agentic AI. Systems tha...
Posted on 17 December 2025 | 2:00 pm

Post-AGI Architecture: From the Monolithic Myth to the Paradigm of Augmented Collective Intelligence

The Structural Limits of the Current Approach The industry is currently seeing a clear decoupling between the commercial roadmaps of vendors and th...
Posted on 17 December 2025 | 1:00 pm