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Latest Articles - DZone

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11 Agentic Testing Tools to Know in 2026
This article is a review of tools used to autonomously plan, generate, maintain, and execute tests.
May 22, 2026
by Alvin Lee DZone Core CORE
· 3,312 Views · 1 Like
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Building a Skill-Based Agentic Reviewer with Claude Code: A Practical Guide Using Skills.MD, MCP Servers, Tools, and Tasks
This article presents a practical, production-ready implementation of a skill-based agentic reviewer tailored for code, pull requests, and technical articles.
May 22, 2026
by Bhaskar Reddy Kollu
· 3,837 Views · 2 Likes
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AWS Managed Database Observability: Monitoring DynamoDB, ElastiCache, and Redshift Beyond CloudWatch
Three AWS managed databases, three dashboards, and one cascade you can only trace by hand. This guide fills the gap CloudWatch leaves open.
May 22, 2026
by Damaso Sanoja
· 4,569 Views · 2 Likes
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Stop Poisoning Your Models: How I Built a CV Dataset Quality Toolkit I Can Reuse Forever
CV data issues keep recurring. I built cv-quality — a toolkit to audit datasets, catch annotation errors, find mislabeled samples, and streamline labeling.
May 22, 2026
by Sai Teja Erukude
· 4,913 Views · 1 Like
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Edge Computing in Utility IoT: Two Architecture Patterns That Actually Work
In this article, we break down edge architecture patterns that fit modern utility infrastructure when power flows both ways.
May 22, 2026
by Yevheniia Mala
· 4,671 Views · 1 Like
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Why We Chose Iceberg Over Delta After Evaluating Both at Scale
Delta often performs better for Spark workloads, while Iceberg tends to be stronger for a multi-engine environment. The right choice depends on your platform use case.
May 21, 2026
by Kuladeep Sandra
· 2,878 Views · 1 Like
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Architecting Petabyte-Scale Hyperspectral Pipelines on AWS
Learn how to overcome serverless bottlenecks to process and route petabyte-scale hyperspectral agricultural data on AWS.
May 21, 2026
by Anil Bodepudi
· 3,984 Views · 1 Like
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Self-Hosted Inference Doesn’t Have to Be a Nightmare: How to Use GPUStack
GPUStack is an open-source tool that turns a bunch of scattered GPU machines into one managed cluster for deploying AI models behind an OpenAI-compatible API.
May 21, 2026
by Sandeep Sadarangani
· 4,797 Views · 2 Likes
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Evaluating SOC Effectiveness Using Detection Coverage and Response Metrics
Coverage plus response speed, not alert counts, ATT&CK-mapped detections, emulation-validated claims, timed from structured incident timestamps.
May 21, 2026
by Krishnaveni Musku
· 2,678 Views · 1 Like
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Throughput vs Goodput: The Performance Metric You Are Probably Ignoring in LLM Testing
See the difference between throughput and goodput, and why throughput alone can give you a dangerously false sense of confidence.
May 21, 2026
by NaveenKumar Namachivayam DZone Core CORE
· 4,233 Views · 1 Like
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Building a Reusable Framework to Standardize API Ingestion in an On-Prem Lakehouse
A reusable ingestion framework standardizes connector behavior, reducing maintenance and making onboarding easier to scale.
May 21, 2026
by Kuladeep Sandra
· 1,955 Views · 1 Like
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How to Detect Spam Content in Documents Using C#
Spam detection isn't just about cleaning up our email inbox. Document-level spam detection at file intake is becoming just as important.
May 21, 2026
by Brian O'Neill DZone Core CORE
· 2,536 Views · 1 Like
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Fact-Checking LLM Outputs Programmatically: Building a Verification Layer That Catches Hallucinations
LLMs confidently hallucinate plausible data and asking them to "be careful" doesn't fix it. The most effective safeguard is an automated verification layer.
May 21, 2026
by Raviteja Nekkalapu
· 1,983 Views · 1 Like
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Dear Micromanager: Your Distrust Has a Job; It’s Just Not the One You’re Doing
Dear micromanager, your distrust has a job — it’s just not the one you’re doing; learn about the role of the Verification Architect.
May 21, 2026
by Stefan Wolpers DZone Core CORE
· 2,921 Views · 2 Likes
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Your API Authentication Isn’t Broken; It’s Quietly Failing in These 6 Ways
API authentication rarely fails outright. It weakens over time due to gaps in validation, access control, internal trust, which become harder to detect as systems scale.
May 21, 2026
by Jay Goradia
· 1,839 Views · 2 Likes
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Production Database Migration or Modernization: A Comprehensive Planning Guide [Part 2]
A multi-part walkthrough of the essential components of planning and executing a successful production database migration for large-scale backend services.
May 21, 2026
by Alexander Komyagin
· 1,519 Views · 1 Like
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Querying Without a Query Language
Imagine querying your domain using simple attribute filters, without building queries or learning a query language, and getting the result back as JSON.
May 21, 2026
by Jan Nilsson
· 1,554 Views · 1 Like
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Zone-Free Angular: Unlocking High-Performance Change Detection With Signals and Modern Reactivity
Angular v21 ditches Zone.js signals trigger rendering directly, toSignal() bridges Observables, markForCheck() fills the gaps.
May 20, 2026
by Bhanu Sekhar Guttikonda DZone Core CORE
· 2,937 Views · 3 Likes
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From APIs to Actions: Rethinking Back-End Design for Agents
Traditional APIs were built for humans and deterministic clients. Agentic systems need action-driven, schema-first interfaces designed for reasoning, not just requests.
May 20, 2026
by Satyam Nikhra
· 3,173 Views · 1 Like
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Detecting Bugs and Vulnerabilities in Java With SonarQube
SonarQube automatically detects bugs and security in Java applications through static code analysis to improve code quality and enforce secure coding practices.
May 20, 2026
by Ramya vani Rayala
· 3,099 Views · 4 Likes
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