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Latest Articles - DZone

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ARC: The Architecture for Reasoning Control
AI apps fail from compounding randomness. Start small, add layered guardrails, and use AI for reasoning but code for execution to keep systems reliable.
May 6, 2026
by Ananth Iyer
· 2,011 Views
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Designing Agentic Systems Like Distributed Systems
Agentic systems behave like distributed systems - unpredictable and failure-prone, requiring orchestration, contracts, and strong observability.
May 6, 2026
by Satyam Nikhra
· 2,311 Views
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The Hidden Failure Modes of AI Systems (That Traditional Monitoring Misses)
AI systems rarely fail loudly — they degrade silently via drift, bad retrieval, and hallucinations. Detect it with semantic observability, not just infra metrics.
May 6, 2026
by Sayali Patil
· 3,956 Views · 5 Likes
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Top JavaScript/TypeScript Gen AI Frameworks for 2026
A practical, in-depth comparison of the top generative AI frameworks in 2026, coming from someone who has built with all of them.
May 6, 2026
by Xavier Portilla Edo DZone Core CORE
· 2,689 Views · 2 Likes
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Cost-Aware Routing for RAG: Fetch Less, Spend Less, Answer Better
Every query hits the same retrieval depth — whether it needs 0 passages or 10. Here is what that mistake costs, and how cost-aware routing fixes it.
May 6, 2026
by Sanjay Mishra
· 1,477 Views
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Why PostgreSQL CDC Breaks in Production
PostgreSQL CDC often fails after WAL reading: snapshot handoff gaps, unsafe checkpoints, bad ordering, and retry logic can silently corrupt replicated data.
May 6, 2026
by Dmitry Narizhnykh DZone Core CORE
· 1,558 Views
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The Rise of AI Orchestrators
A reusable multi-agent QA framework where specialist agents debate, a judge decides, and software testing becomes an AI-orchestrated lifecycle.
May 6, 2026
by Oleksandr Kryvchenko
· 3,300 Views · 2 Likes
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AI in Software Engineering: 3 Critical Mistakes to Avoid (and What to Do Instead)
Learn the mistakes developers make and how to avoid them. Use AI to accelerate development without sacrificing code quality, architecture, and long-term maintainability.
May 6, 2026
by Otavio Santana DZone Core CORE
· 1,458 Views
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Difference Between EnvironmentObject, StateObject, ObservedObject and Observable
Master SwiftUI state management. Learn the exact differences between EnvironmentObject, StateObject, ObservedObject, and the Observable macro in this guide.
May 6, 2026
by Pavel Andreev
· 2,126 Views · 1 Like
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Effective Engineering Feedback: Software Testing
Software testing is a feedback system that drives better decisions. Learn how effective feedback, CLEAR principles, and testing levels improve quality and teamwork.
May 6, 2026
by Stelios Manioudakis DZone Core CORE
· 5,903 Views · 1 Like
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How Reactive Scaling Drains Your Cloud Budget Without Warning
Reactive auto-scaling wastes cloud budgets on idle servers. Learn to replace it with a predictive C# and ML.NET engine that forecasts latency and scales proactively.
May 6, 2026
by Rodrigo Martinez Pinto
· 2,002 Views · 1 Like
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Security in the Age of MCP: Preventing "Hallucinated Privilege"
Prevent prompt injection in AI agents: default to read-only, require human approval for changes, and authenticate every tool call with end-user zero-trust permissions.
May 6, 2026
by Nikita Kothari
· 2,167 Views
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Beyond Conversation: Mastering Context with Claude Code Skills and Agents
Stop "talking" to LLMs and start engineering context flows. The shift from chatbot to system component requires moving from monolithic prompts to modular agentic skills.
May 5, 2026
by Ioan Tinca
· 4,910 Views · 4 Likes
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The Hidden Latency of Autoscaling
Autoscaling isn’t real elasticity — it’s slow, reactive, and can mislead. Use demand metrics, keep warm capacity, and pair with circuit breakers & observability.
May 5, 2026
by David Iyanu Jonathan
· 1,932 Views
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From Monolith to Microservices: Practical Lessons From Real System Modernization
Microservices add flexibility and scalability but increase complexity. Learn key challenges in observability, DevOps, and data management when moving from monoliths.
May 5, 2026
by Jayapragash Dakshnamurthy
· 1,941 Views · 2 Likes
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Spring Boot Done Right: Lessons From a 400-Module Codebase
Apereo CAS is one of the largest open-source Spring Boot applications in production. Learn about seven battle-tested patterns from its codebase that will improve yours.
May 5, 2026
by Dmitriy Kopylenko
· 2,284 Views · 5 Likes
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Engineering LLMOps: Building Robust CI/CD Pipelines for LLM Applications on Google Cloud
Master LLMOps on GCP by automating prompt evaluation, model deployment, and monitoring with Cloud Build and Vertex AI for robust AI apps.
May 5, 2026
by Jubin Abhishek Soni DZone Core CORE
· 1,889 Views
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Beyond n8n for Workflow Automation: Agent Graphs as Your Universal Agent Harness
Agent graphs let you visualize multi-agent workflows in LaunchDarkly, monitor node performance, and fix slow agents without redeploying.
May 5, 2026
by Scarlett Attensil
· 1,610 Views · 1 Like
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Setting Up Claude Code With Ollama: A Guide
Claude Code is a terminal-based AI coding assistant by Anthropic that can integrate with Ollama for local model inference.
May 5, 2026
by Gunter Rotsaert DZone Core CORE
· 3,065 Views · 3 Likes
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Modernization Is Not Migration
CI/CD-driven modernization of data platforms, improving release speed, observability, and reliability through automation, parallelization, and job-level telemetry.
May 5, 2026
by vaibhav Sharma
· 1,802 Views
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