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Latest Articles - DZone

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Runtime Formula Evaluation With MVEL Library in Spring Boot
Learn how to use MVEL in Spring Boot to move business rules into the database, reduce deployments, and support dynamic runtime calculations.
June 16, 2026
by Erkin Karanlık
· 2,233 Views
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Getting Started With GitHub Copilot CLI for Coding Tasks
This blog explores GitHub Copilot CLI, a terminal-based AI coding assistant that integrates with GitHub Copilot for users with a subscription.
June 16, 2026
by Gunter Rotsaert DZone Core CORE
· 1,307 Views
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Building a Multi-Agent Orchestration Capability: Architecture and Code Walkthrough
An architectural pattern where multiple specialized AI agents collaborate through a central orchestrator and leverage tools to solve complex user objectives.
June 16, 2026
by Narendra Lakshmana gowda
· 1,151 Views
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Your AI Is Not Failing, Your Context Is
RAG helps AI retrieve relevant data. GraphRAG connects entities and relationships. Context engineering turns both into accurate, safe, production-ready AI systems.
June 16, 2026
by Faisal Feroz
· 2,475 Views · 1 Like
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Reducing RAG Hallucinations With Relationship-Aware Retrieval
An architectural idea and how it addresses the retrieval weaknesses that lead to hallucinations, with a reference implementation using RudraDB.
June 16, 2026
by Mahesh Vaijainthymala Krishnamoorthy
· 1,359 Views
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Workflows vs AI Agents vs Multi-Agent Systems: A Practical Guide for Developers
Use workflows for control, agents for flexibility, and multi-agent systems only when complexity truly demands it. Add intelligence only where it makes a real difference.
June 15, 2026
by Raju Dandigam
· 11,561 Views · 3 Likes
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Conversational Risk Accumulation: Stateful Guardrails Beyond Single-Turn LLM Checks
Learn how Conversational Risk Accumulation (CRA) helps detect session-level risks in long AI chats using telemetry, drift tracking, and soft guardrails.
June 15, 2026
by Sanjay Mishra
· 1,741 Views
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Introducing RAI Audit Kit: Evidence-Grade Responsible AI Audits in Python
RAI Audit Kit is an open-source Python suite for repeatable, evidence-backed AI audits across ML, deep learning, LLMs, RAG, and agents.
June 15, 2026
by Sai Teja Erukude
· 2,901 Views
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The Hidden Cost of AI-Generated Frontend Code
AI can create frontend code in a matter of seconds. However, subsequently, the team has to deal with reviews, accessibility, performance, and maintenance.
June 15, 2026
by Satyam Nikhra
· 1,405 Views · 1 Like
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From ETL to Lakeflow: Shifting to a Declarative Data Paradigm
The article focuses on moving away from traditional, "imperative" ETL processes to a modern, "declarative" approach using the Databricks Lakeflow platform.
June 15, 2026
by Seshendranath Balla Venkata
· 1,963 Views · 1 Like
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I Reverse-Engineered 50 API Breaches. The Same Five Mistakes Keep Appearing.
A cybersecurity and emerging tech correspondent analyzes 50 API breaches to reveal the five recurring mistakes behind major data exposures.
June 15, 2026
by Igboanugo David Ugochukwu DZone Core CORE
· 1,801 Views · 1 Like
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Building a Vector Index in Azure AI Search: HNSW, Profiles, and RAG Retrieval
Use Azure AI Search as your RAG vector store. Build a Python example: define an HNSW vector index, upload embeddings, and run k-NN queries.
June 15, 2026
by Jubin Abhishek Soni DZone Core CORE
· 1,122 Views
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Engineering Closed-Loop Graph-RAG Systems, Part 4: Evaluating a Graph-RAG System
Graph-RAG accuracy is only the starting point; evaluate the evidence path, rule compliance, latency, and feedback loop before calling it production-ready.
June 15, 2026
by Sriharsha Makineni
· 1,132 Views
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Stop Loading Everything into Redshift: A Spectrum + Iceberg Pattern for Hybrid Analytics
Store large and cold datasets in Iceberg on S3, query them through Spectrum, and reserve Redshift local tables for workloads that need low latency or high concurrency.
June 12, 2026
by Vivek Venkatesan
· 2,099 Views
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AI Assessments Are Everywhere
AI readiness assessments can spark valuable discussions, but self-reported scores have limits. Learn how to evaluate and apply them effectively.
June 12, 2026
by Rick Freedman
· 2,147 Views · 1 Like
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Operationalizing Enterprise AI at Scale: Architecture, Governance, and Adoption
Enterprise AI success depends on scalable architecture, governance automation, AI operations, observability, and developer-first enablement strategies.
June 12, 2026
by Aravind Nuthalapati DZone Core CORE
· 2,126 Views · 3 Likes
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A Spring Boot App With Half the Startup Time
Learn how Project Leyden and AOT caching can cut Spring Boot startup time in half, improving Kubernetes scaling and application responsiveness.
June 12, 2026
by Sven Loesekann
· 2,779 Views · 3 Likes
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Architecting Proactive IT: NinjaOne Remote Monitoring and Management
Transforming from reactive IT support to proactive infrastructure management requires platforms built on modern architectural principles.
June 12, 2026
by Stelios Manioudakis DZone Core CORE
· 2,752 Views · 2 Likes
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Implementing the Planning Pattern With Java Enterprise and LangChain4j
Learn how to implement the Planning Pattern with Enterprise Java, Jakarta EE, CDI, and LangChain4j, enabling AI to transform business goals into executable workflows.
June 12, 2026
by Otavio Santana DZone Core CORE
· 1,897 Views · 1 Like
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Beyond REST: Architecting High-Density Agentic Microservices With MCP and WASI-NN
REST APIs waste tokens. UMA uses MCP to bridge agents to local Wasm/WASI-NN, slashing costs and latency by replacing raw data with deterministic, executable intent.
June 12, 2026
by Nabin Debnath
· 1,440 Views
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