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Latest Articles - DZone

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Why Semantic Layers Matter in Analytics: A Deep Dive into RAG Design
Analytics assistants/chatbots should trust the semantic layer — not documents. Retrieve metric definitions, run governed SQL, and attach an audit bundle to every KPI.
January 22, 2026
by Anusha Kovi DZone Core CORE
· 1,597 Views · 1 Like
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Data Engineering: Strategies for Data Retrieval on Multi-Dimensional Data
A comparative look at partitioning, indexing, clustering, and ordering techniques to match retrieval strategies with real-world query needs.
January 22, 2026
by Avi Yehuda
· 1,419 Views
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MCP Isn't Just Convenience; It's a Security Problem and a Governance Opportunity
MCP makes LLM tool access easy and turns it into a bigger security surface. Treat it like infrastructure: least privilege, tight tool scope, and strong audit logs.
January 22, 2026
by Sai Teja Erukude
· 3,909 Views
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Refactoring a Legacy React Monolith With Autonomous Coding Agents
A step-by-step guide to building multi-agent AI workflows with LangGraph that can analyze, plan, code, test, and review the refactoring of a legacy React monolith.
January 22, 2026
by Rajiv Gadda
· 2,434 Views
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The Future of Data Streaming with Apache Flink for Agentic AI
Flink and Kafka enable real-time agentic AI by streaming fresh data and model context via the MCP standard for intelligent actions at scale.
January 21, 2026
by Kai Wähner DZone Core CORE
· 2,280 Views
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An Automated Inventory Pattern for Managing AWS EC2
Here is a practical automation pattern using Python, Boto3, and Pandas to visualize your AWS EC2 inventory without expensive SaaS tools.
January 21, 2026
by Dippu Kumar Singh
· 1,969 Views
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Where AI Fits and Fails in Workday Integrations
AI enhances Workday integrations by improving mapping, testing, and monitoring, but it fails when used without human oversight, domain expertise, and strong governance.
January 21, 2026
by Suresh Kurapati
· 2,764 Views · 1 Like
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RAG Architectures AI Builders Should Understand
Learn how retrieval, filtering, generation, and operations work together to deliver current, private, and verifiable answers instead of fluent guesses.
January 21, 2026
by Damil Shahzad
· 3,484 Views
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The No-Buffering Strategy: Streaming Search Results
Streaming search delivers fast results immediately while slower ones load, dramatically improving perceived user speed and responsiveness.
January 21, 2026
by VIVEK KATARYA
· 2,081 Views
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MERGE and Liquid Clustering: Common Performance Issues
A practical look at common pitfalls and performance challenges when using MERGE operations on liquid-clustered Delta tables, and how to avoid them.
January 21, 2026
by Avi Yehuda
· 1,788 Views
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Why High-Availability Java Systems Fail Quietly Before They Fail Loudly
High-availability Java systems usually fail gradually. Early warning signs appear across correlated JVM metrics long before outages, but static alerts miss them.
January 21, 2026
by Krishna Kandi
· 2,667 Views · 2 Likes
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Multimodal AI Architecture: Unifying Vision, Text, and Sensor Intelligence
Most Android AI features stay single-modal; this architecture fuses vision, text, and sensor inputs to deliver smarter, context-aware, privacy-conscious experiences.
January 21, 2026
by Mohan Sankaran
· 1,818 Views · 5 Likes
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AI-Driven Autonomous CI/CD for Risk-Aware DevOps
AI-driven autonomous CI/CD pipelines enable risk-aware DevOps by predicting failures, reducing downtime, improving reliability, and lowering cognitive load for SREs.
January 21, 2026
by Oreoluwa Omoike
· 1,351 Views
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Automating Traceability with Generative AI
Here is an architectural pattern to automate traceability checks by combining batch configuration extraction with Generative AI validation.
January 20, 2026
by Dippu Kumar Singh
· 2,133 Views
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Enterprise LLM Architecture Patterns, From RAG to Agentic Systems
A practical guide to 11 proven LLM architecture patterns, with real-world examples for building scalable, trustworthy, production-ready AI systems.
January 20, 2026
by Ram Ghadiyaram DZone Core CORE
· 6,601 Views · 6 Likes
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Docker Hardened Images for Container Security
Docker Hardened Images (DHI) let Docker handle base image security, so your team can focus on building features instead of chasing vulnerabilities.
January 20, 2026
by Siri Varma Vegiraju DZone Core CORE
· 2,683 Views · 2 Likes
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The Messaging Challenges No One Talks About in Regulated, Air-Gapped, and Hybrid Environments
For platform engineering, today's solutions fall short, creating a gap between operational security requirements and modernization goals.
January 20, 2026
by Alvin Lee DZone Core CORE
· 1,868 Views
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Why High Performance Storage is Important for AI Cloud Build
Learn the technology and architecture behind building AI Cloud and why high performance storage is important. Explore the latest benchmarks and understand the market.
January 20, 2026
by Anjul Sahu
· 2,048 Views
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A Step-by-Step Guide to AWS Lambda Durable Functions
Build long-running workflows by separating orchestration from execution, persisting state, and using events or callbacks to pause and resume without holding compute.
January 20, 2026
by Lakshmi Narayana Rasalay
· 3,720 Views
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Caching Issues With the Spring Expression Language
Spring Expression Language is a flexible way to evaluate expressions at runtime. However, in the context of caching, this flexibility can lead to errors.
January 20, 2026
by Constantin Kwiatkowski
· 2,577 Views
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