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Latest Articles - DZone

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A Reference Architecture for Constrained AI-Assisted Design
This article describes an alternative reference architecture, bounded generation, where the space of possible outputs is constrained up front.
October 19, 2026
by Mahesh S
· 1,102 Views
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GenAI Security Gateway: An End-to-End Architecture
Build a FastAPI GenAI security gateway with injection detection, PII scanning, RAG, and output guardrails, and an Amazon Bedrock production path.
October 19, 2026
by Ram Ghadiyaram DZone Core CORE
· 1,110 Views
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One Database, Two Models: Building AI-Friendly Java Applications With MySQL JSON Duality Views
Explore MySQL JSON Duality Views in Java: simpler reads, safe document writes, ORM comparisons, and read-only tools for a local AI assistant.
October 19, 2026
by A N M Bazlur Rahman DZone Core CORE
· 1,131 Views · 1 Like
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Hot-Reloading Kubernetes Secrets and ConfigMaps in Go With mamori (No Pod Restarts)
Stop running kubectl rollout restart. mamori watches Secrets and ConfigMaps with native informers and reconciles changes into your running Go process.
October 19, 2026
by Xavier Portilla Edo DZone Core CORE
· 1,107 Views
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GCP Secret Manager, Live-Reloaded in Go With mamori
Your Go service froze Secret Manager's "latest" at boot. mamori notices when it moves and reconciles the new version into the running process.
October 19, 2026
by Xavier Portilla Edo DZone Core CORE
· 671 Views
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Why Kotlin or Java Is the Wrong Question For Enterprises
Kotlin or Java isn't a binary choice. Learn how enterprises can build a measurable business case, scope adoption, and plan for the J-curve.
October 16, 2026
by Aniket Bhattacharyea
· 2,014 Views
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Getting Hands-On With Monitoring AI Agents and Models in Gemini Enterprise Agent Platform
Learn how to monitor agents and models using Cloud Trace, Cloud Logging and Cloud Monitoring to track metrics around usage, token consumption and runtime activity.
October 16, 2026
by Jaimin Suketu Patel
· 1,407 Views
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Post-Quantum TLS for Cloud APIs and Microservices
Post-quantum TLS must be implemented and verified at every TLS connection — not just the public edge.
October 16, 2026
by Nikhil Papisetty
· 1,448 Views
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Complex Event Processing (CEP) With Apache Flink: What It Is and When (Not) to Use It
A practical guide to complex event processing (CEP) with Apache Flink: what it is, when to use it, and how to implement it in production.
October 16, 2026
by Kai Wähner DZone Core CORE
· 1,423 Views
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How to Contain Partial Failures in Distributed Systems
Use deadlines, retry budgets, bulkheads, and graceful degradation to keep partial failures from cascading across distributed systems.
October 16, 2026
by Jaswanth Mopathi
· 1,245 Views
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Designing AI for Long-Running Tasks: Looking Beyond More Context
Thinking beyond longer context as AI systems take on tasks that can last up to several days, multiple systems, and environments.
October 16, 2026
by Supriya Vijay
· 1,168 Views
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Moving 900+ GB of Prometheus Without a Cutover Weekend
Learn how we moved a 900+ GB Prometheus to VictoriaMetrics without a cutover weekend: delete the series nobody reads first, dual-write for months, etc.
October 16, 2026
by Daniil Romashov
· 1,402 Views · 1 Like
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Feature Engineering Techniques That Actually Improve Model Accuracy
Feature engineering, not model swapping, drives most accuracy gains — via imputation, encoding, skew correction, interaction features, and feature selection
October 16, 2026
by David Taiwo Balogun
· 1,184 Views · 2 Likes
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When Retries Become Failure Amplifiers: The Hidden Cost of Recovery at Scale
Retries save individual requests, but at scale, blind retries can flood an already struggling service, turning a slow dependency into a full platform outage.
October 16, 2026
by Sayan Chatterjee
· 1,138 Views
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Node and Capacity Spillover: What Happens When Kubernetes Runs Out of Room
A pod stuck in Pending isn't broken; it's just out of room. Here's why that happens even with spare capacity, and how to design around it.
October 15, 2026
by Kishor Patil
· 1,415 Views · 2 Likes
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Catching Query Regressions Before Your Users Do
Users can receive a list of regressions as objects that can be processed through various pipes, enabling automatic checking of all queries.
October 15, 2026
by Deepesh Dhake
· 1,123 Views
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9 Practical Ways to Fix Laravel Performance Issues in Production
Learn how to fix Laravel performance issues in production using practical solutions for slow queries, N+1 problems, caching, queues, APIs, and deployment.
October 15, 2026
by Ankit Khoiwal
· 1,258 Views · 1 Like
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The Five Stages of AI Adoption: A Practical Maturity Model for Software Teams
AI adoption should be measured by how much responsibility, integration and control AI has inside real workflows, not by how many people have chatbot access.
October 15, 2026
by Muhammad Asadullah (Asad)
· 1,537 Views · 2 Likes
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How Much Signal Differential Privacy Takes From Your Dashboards, in Events
Learn how to compute the detection floor of a differentially private pipeline: exact critical value, 80% power, and what flat noise does to skewed keys.
October 15, 2026
by Igor Ivitskiy
· 1,105 Views
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You Don't Have to Pick One: A Hybrid Approach to Enterprise Data Refresh
Learn how to combine incremental and full data loads in a hybrid refresh strategy to balance performance, compute, reliability, and data correctness.
October 15, 2026
by Pratham Yadav
· 1,473 Views
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