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Latest Articles - DZone

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Mastering Fluent Bit: Developer Guide to Routing to Prometheus (Part 13)
This intro to mastering Fluent Bit covers the first pattern for developers routing telemetry pipeline metrics to Prometheus, with hands-on examples.
February 2, 2026
by Eric D. Schabell DZone Core CORE
· 1,256 Views
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From LLMs to Agents: How BigID is Enabling Secure Agentic AI for Data Governance
BigID leverages agentic AI to move beyond traditional LLMs, enabling secure, autonomous data discovery, governance, and real-time decision-making at enterprise scale.
January 30, 2026
by Satish Gaddipati
· 1,947 Views · 1 Like
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Testcontainers Explained: Bringing Real Services to Your Test Suite
Testcontainers enables realistic integration testing with broad language support while balancing fidelity, performance, and nuanced adoption strategies.
January 30, 2026
by Ammar Husain DZone Core CORE
· 1,784 Views · 2 Likes
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ToolOrchestra vs Mixture of Experts: Routing Intelligence at Scale
Learn about two fundamental architectural patterns reshaping how we build intelligent systems. Explore ToolOrchestra, Mixture of Experts (MoE), and other AI patterns.
January 30, 2026
by Vidyasagar (Sarath Chandra) Machupalli FBCS DZone Core CORE
· 2,369 Views · 2 Likes
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Ralph Wiggum Ships Code While You Sleep. Agile Asks: Should It?
AI makes code cheap, not thinking. When cost disappears, Agile principles supply discipline so teams don’t build the wrong thing faster at scale with AI.
January 30, 2026
by Stefan Wolpers DZone Core CORE
· 2,181 Views · 1 Like
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Essential Techniques for Production Vector Search Systems, Part 3: Filterable HNSW
Proven techniques for production vector search, including when to use each one, how to combine them effectively, and trade-offs to understand before deployment.
January 30, 2026
by Pavan Vemuri DZone Core CORE
· 1,843 Views · 2 Likes
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TPU vs GPU: Real-World Performance Testing for LLM Training on Google Cloud
H100 GPUs are best for flexibility, fast iteration, and custom CUDA work. TPU v5p wins on GCP for large-scale LLM training with better cost efficiency and scaling.
January 30, 2026
by Jubin Soni, FBCS DZone Core CORE
· 4,427 Views
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Automating TDD: Using AI to Generate Edge-Case Unit Tests
This article demonstrates a "Threat-Model-First" workflow where we use AI not just to write code, but to aggressively attack our logic before we implement it.
January 30, 2026
by Nikita Kothari
· 2,457 Views
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Designing Irreversible Security Release at Hyper-Scale: Lessons Learned From Things You Can’t Undo
Engineers rely on rollback to keep systems stable—but sometimes it isn’t possible. This article explores irreversible changes and why baking and testing matter.
January 30, 2026
by Arun Anbumani
· 1,185 Views
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Mentorship in Modern Engineering Teams: The ROI Question in the Age of AI
This article combines practical mentoring experience with an analysis of how AI alters the junior career path, focusing on what teams should realistically expect today.
January 30, 2026
by Daniel Gonik
· 1,358 Views
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Modernizing Applications with the 7 Rs Strategy – A CTO's Guide
The 7 Rs framework helps you choose the smartest path to modernize every application, reduce legacy risk, and align your tech stack with future business goals.
January 29, 2026
by Pranay Parmar
· 2,522 Views · 1 Like
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Preventing Cache Stampedes at Scale
High-concurrency systems — especially retail, travel, ticketing, or any “hot product” scenarios — often face cache stampedes (aka "thundering herd", "dogpiling"). Here's a practical pattern for managing concurrent data requests.
January 29, 2026
by Vikas Mittal
· 1,726 Views
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Reliable AI Agent Architecture for Mobile: Timeouts, Retries, and Idempotent Tool Calls
Ship reliable mobile agents: timeout everything, retry by error class, persist steps across restarts, and require idempotency keys for write tools.
January 29, 2026
by Mohan Sankaran
· 2,267 Views · 6 Likes
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5 Technical Strategies for Scaling SaaS Applications
In this article, I want to take a closer look at the pitfalls of popular SaaS scaling strategies, drawing on my own experience, and share the lessons learned.
January 29, 2026
by Mykhailo Kopyl
· 2,067 Views · 1 Like
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AI Awareness for File-Based Work: The Risk of Silent Failure
A real Gemini Pro session shows how AI can look “done” while skipping uploaded data and ignoring STOP commands — creating silent failure risk without verification.
January 29, 2026
by Mallesh Miryala
· 1,225 Views
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Cognitive Load-Aware DevOps: Improving SRE Reliability
SRE reliability depends on human cognition as much as infrastructure. Reducing cognitive load is key to resilient systems.
January 29, 2026
by Oreoluwa Omoike
· 2,616 Views
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Automating AWS Glue Infra and Code Reviews With RAG and Amazon Bedrock
Automate AWS Glue reviews with infra-first RAG governance, enforcing enterprise standards, reducing manual work, and shifting checks left.
January 29, 2026
by pooja chhabra
· 2,071 Views
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Cloud Systems Drift: What Happens When Exceptions Become the System
Cloud systems drift when exceptions accumulate, and decisions lose connection to original objectives. Clear requirements and early security design prevent sprawl.
January 29, 2026
by Kevin Maki
· 4,226 Views
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Why Terraform Pipeline Failures Still Take 30 Minutes — and How We Cut Them to 2
AI system cuts Terraform pipeline failure resolution from 30 minutes to two with automated analysis and human-approved fixes.
January 29, 2026
by Shamsher Khan DZone Core CORE
· 2,167 Views
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2 Hidden Bottlenecks in Large-Scale Azure Migrations
Moving a massive on-premise system to the cloud isn't just about copying VMs. Here is how to overcome the two hidden performance killers.
January 28, 2026
by Dippu Kumar Singh
· 2,294 Views
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