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Latest Articles - DZone

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From Prompt Loops to Systems: Hosting AI Agents in Production
AI agents fail in production because they rely on prompts instead of systems. Without proper hosting, memory, tool access, and controls, they become unreliable.
February 23, 2026
by Amit Chaudhary
· 1,219 Views
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Building a Sentiment Analysis Pipeline With Apache Camel and Deep Java Library (DJL)
This tutorial shows how to build a sentiment analysis pipeline entirely in Java using Apache Camel and Deep Java Library (DJL).
February 23, 2026
by Vignesh Durai
· 3,098 Views · 2 Likes
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Azure AI Search at Scale: Building RAG Applications with Enhanced Vector Capacity
Azure AI Search now supports massive vector scale (tens of millions per index) with better performance and cost efficiency.
February 23, 2026
by Jubin Soni, FBCS DZone Core CORE
· 1,325 Views
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Observability Without Cost Telemetry Is Broken Engineering
Treating cost as a first-class signal lets teams spot financial regressions early and make informed infrastructure trade-offs before cloud spend becomes a surprise.
February 20, 2026
by David Iyanu Jonathan
· 2,283 Views · 1 Like
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From Command Lines to Intent Interfaces: Reframing Git Workflows Using Model Context Protocol
Model Context Protocol enables intent-driven GitHub workflows in the IDE, replacing command sequences with safe, structured natural language interactions.
February 20, 2026
by Aishwarya Murali
· 2,272 Views
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The Missing Primitive in Data Platforms: Agent Contracts for Tool Calls
Define agent contracts per tool, including success criteria, SLOs, golden traces, allowed data, rollback triggers, canary releases, and retry limits.
February 20, 2026
by Anusha Kovi DZone Core CORE
· 1,419 Views · 1 Like
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Amazon Q Developer for AI Infrastructure: Architecting Automated ML Pipelines
Master Amazon Q Developer for ML infrastructure. Automate SageMaker pipelines, optimize GPU resources, and accelerate AI development cycles.
February 20, 2026
by Jubin Soni, FBCS DZone Core CORE
· 1,971 Views · 1 Like
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Architecting Zero-Trust Database Access in Kubernetes With Vault Dynamic Secrets
Replace static passwords with dynamic, ephemeral credentials using Vault and sidecar injection to automate database security in Kubernetes workloads.
February 20, 2026
by Niranjan Kumar Sharma
· 3,942 Views · 2 Likes
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Hurley: A High-Performance HTTP Client and Load Testing Tool Engineered in Rust
Technical architecture, capabilities, and use cases of hurley, a project developed in Rust that functions as a general-purpose HTTP client and a performance testing tool.
February 20, 2026
by Dursun Koç DZone Core CORE
· 2,078 Views
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Why End-to-End Testing Fails in Microservice Architectures
End-to-end testing fails in microservices due to non-determinism, complex environments, slow feedback, and unclear ownership, making tests flaky and unreliable.
February 20, 2026
by Alok Kumar
· 2,721 Views
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A Unified Defense Against MITRE’s Top Injection Attacks
Attackers continue to exploit injection flaws — all ranked among the most dangerous weaknesses in MITRE’s 2025 CWE Top 25 list with 41 actively exploited vulnerabilities.
February 20, 2026
by Ravi Sastry Kadali
· 1,436 Views · 1 Like
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Queueing Theory for LLM Inference
Learn how to size GPU capacity, batching, and concurrency for strict latency SLOs in production-ready LLM inference with this analysis of queuing theory applications.
February 20, 2026
by Dhyey Mavani
· 2,406 Views
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From Prompts to Platforms: Scaling Agentic AI (Part 2)
Agentic AI platforms scale by combining evaluation, resilience, governance, telemetry-driven iteration, low-touch onboarding, and resource management.
February 19, 2026
by VIVEK KATARYA
· 2,226 Views · 1 Like
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AWS SageMaker HyperPod: Distributed Training for Foundation Models at Scale
Master distributed training at scale with AWS SageMaker HyperPod's resilient cluster management and high-performance interconnects.
February 19, 2026
by Jubin Soni, FBCS DZone Core CORE
· 1,660 Views
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Automating Unix Security Across Hybrid Clouds
Here is an architectural pattern for building a fully automated, cross-cloud patching engine using GitLab CI, Docker, and Ansible.
February 19, 2026
by Dippu Kumar Singh
· 2,034 Views
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Tools for Building Deterministic LLM Systems
LLMs are never deterministic, but with sufficient testing, you can push LLM-driven workflows close to the reliability bar of traditional software.
February 19, 2026
by Cornelius Renken
· 3,040 Views
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Mastering Serverless Data Pipelines: AWS Step Functions Best Practices for 2026
AWS Step Functions is central to modern serverless data engineering, yet many teams struggle to build pipelines that scale reliably in production.
February 19, 2026
by Jubin Soni, FBCS DZone Core CORE
· 2,195 Views
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Jetpack Navigation 3: A New Era for Navigation in Compose-Driven Android Apps
Jetpack Navigation 3 is a Compose-first redesign that replaces NavController and navigation graphs with a state-driven model where you own the back stack
February 19, 2026
by Artsiom Seliuzhytski
· 1,719 Views
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The Future of Agentic AI
Agentic AI replaces passive chatbots with goal-driven agents, while MCP standardizes tools to enable safe, scalable human-AI collaboration.
February 19, 2026
by John Vester DZone Core CORE
· 3,084 Views · 2 Likes
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The Developer’s Guide to Local LLMs: Building, Running, and Scaling With Ollama
The article discusses local LLMs through practical examples and, in depth, examines their limitations and specific aspects of real-world use.
February 19, 2026
by Iurii Iurchenko
· 3,257 Views · 5 Likes
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