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When AI Agents Get It Wrong: The Accountability Crisis in Multi-Agent Systems
Multi-agent AI systems need built-in accountability. With the right logging and observability setup, when agents fail, you can see what happened and why.
April 23, 2026
by Michael Bogan DZone Core CORE
· 1,918 Views
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Boosting React.js Development Productivity With Google Code Assist
Google Code Assist boosts React.js productivity by generating context-aware code inside VS Code, helping developers move faster without sacrificing code quality.
April 23, 2026
by Rajgopal Devabhaktuni
· 2,145 Views · 1 Like
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Revolutionizing Scaled Agile Frameworks with AI, MuleSoft, and AWS: An Insider’s Perspective
AI + MuleSoft + AWS enhance SAFe with automated insights, better integration, and smarter DevOps—guided by human judgment.
April 22, 2026
by Abhijit Roy
· 2,821 Views
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The Rollback Problem: Implementing Transactional Boundaries in Agentic Loops
Learn how to leverage the Saga pattern, sandboxes, and idempotent tooling to define transactional boundaries and prevent failure loops in AI agents.
April 22, 2026
by Sidhesh Badrinarayan
· 2,171 Views
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What AI Systems Taught Us About the Limits of Chaos Engineering
AI-driven infrastructure is non-deterministic. Chaos testing ensures systems maintain intended behavior under stress, improving reliability and safety.
April 22, 2026
by Sayali Patil
· 8,850 Views · 6 Likes
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The Invisible OOMKill: Why Your Java Pod Keeps Restarting in Kubernetes
A Kubernetes pod may restart due to an OOMKill when the Java process exceeds the container’s memory limit. JVM memory tuning and correct resource limits prevent crashes.
April 22, 2026
by Ramya vani Rayala
· 8,317 Views · 9 Likes
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Designing a “People You May Know” System With Graph Neural Networks
This article explains a practical design for a LinkedIn-style “People You May Know” system, focusing on real-world tradeoffs, graph embeddings, and low-latency serving.
April 22, 2026
by Deepu Komati
· 2,488 Views · 2 Likes
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AWS Bedrock: The Future of Enterprise AI
Amazon Bedrock simplifies enterprise AI with multi-model access, built-in security, RAG, and scalable, no-infrastructure deployment.
April 21, 2026
by Subrahmanyam Katta
· 5,044 Views · 2 Likes
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Demystifying Intelligent Integration: AI and ML in Hybrid Clouds
AI and ML are transforming hybrid clouds with edge intelligence, federated learning, and explainable, scalable integration.
April 21, 2026
by Abhijit Roy
· 3,446 Views
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SPACE Framework in the AI Era: Why Developer Productivity Metrics Need a Rethink Right Now
AI coding tools boost commit metrics, but hide deeper issues. Learn how the SPACE framework reveals real developer productivity beyond traditional DevOps metrics.
April 21, 2026
by Sreejith Velappan
· 3,181 Views
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Solving the AI Accountability Gap: The Fact-Based Labeling (FBL) Framework
The Fact-Based Labeling framework replaces ‘black-box’ flags with machine-extracted facts that trigger structured human questionnaires for consistent content governance.
April 21, 2026
by Prachi Priyam
· 1,964 Views
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Architecting AI-Native Cloud Platforms: Signals to Insights to Actions
AI-native platforms embed intelligence into cloud infrastructure, allowing systems to sense events, generate insights with AI, and trigger automated actions in real time.
April 21, 2026
by Harvendra Singh
· 2,186 Views
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Quality Assurance in AI-Driven Business Evolution
QA is evolving for AI-driven business, focusing on data quality, model validation, and risk management to ensure reliable, trustworthy, well-governed systems.
April 20, 2026
by Parimal Kumar
· 3,934 Views
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Hidden Cyber Threat AI Is Preparing That Some Companies Aren't Thinking About
The rapid and unpredictable progression of AI capabilities suggests that their advancement may soon rival the immense power of the human brain.
April 20, 2026
by Francis Ejiofor
· 2,630 Views
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From APIs to Event-Driven Systems: Modern Java Backend Design
Modern Java backend design is evolving from traditional APIs to event-driven architectures, enabling more scalable, resilient, and real-time distributed systems.
April 20, 2026
by Ramya vani Rayala
· 4,508 Views · 9 Likes
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Jakarta EE Glossary: The Terms Every Java Engineer Should Actually Understand
Jakarta EE is an open standard for enterprise Java: specs define behavior, APIs expose it, TCK enforces it, and multiple implementations ensure portability.
April 20, 2026
by Otavio Santana DZone Core CORE
· 3,533 Views · 3 Likes
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Securing AI Agents: Agent Logging, Visibility, and Data Protection
AI agents create a logging paradox: too little visibility is dangerous, too much creates data leaks. Here's how to design telemetry that solves both.
April 20, 2026
by Alvin Lee DZone Core CORE
· 2,819 Views · 1 Like
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Why Every Defense Against Prompt Injection Gets Broken — And What to Build Instead
Twelve LLM prompt injection defenses were tested, and all bypassed. Stop relying on perimeter filters. Strip model privileges and design for containment instead.
April 20, 2026
by Dinesh Elumalai DZone Core CORE
· 4,113 Views · 1 Like
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Gemini Agent vs Microsoft Copilot vs ChatGPT Operator: How They Compare
AI is shifting from chat to action. Learn how Agentic AI, Copilots, and Operators differ in architecture, capability, and autonomy.
April 20, 2026
by Jubin Soni, FBCS DZone Core CORE
· 1,911 Views
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Why Angular Performance Problems Are Often Backend Problems
Your Angular app isn’t slow your API is. Fix backend bottlenecks like request waterfalls, overfetching, and slow queries before touching a single Angular component.
April 17, 2026
by Bhanu Sekhar Guttikonda DZone Core CORE
· 3,051 Views · 2 Likes
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