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Latest Articles - DZone

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What Full-Stack AI Engineering Means in Real Projects
Full-stack AI development is building an AI feature end to end. In 2026 the hard part is agentic reliability, evals, and production, not the model call.
September 23, 2026
by Paul Schloss
· 2,032 Views · 1 Like
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Your Terraform Monolith Isn't Too Big. It's Tightly Coupled.
Terraform monoliths hurt when one state couples too many resources and owners. Split around ownership boundaries, not size.
September 22, 2026
by Naveen Kalapala
· 2,238 Views · 1 Like
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The Hidden Production Risks of Third-Party SDKs
Third-party SDKs speed up development, but they also introduce performance, security, reliability, and maintenance risks that teams must actively manage.
September 22, 2026
by Satyam Nikhra
· 4,598 Views · 1 Like
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Building a Secure MCP Server for File Processing: Auth, Rate Limiting, and Idempotency
Building an MCP server that processes files introduces problems a typical read-only API doesn't have. Here's what mattered.
September 22, 2026
by Peter Ndumia
· 2,003 Views · 2 Likes
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Beyond Token Intelligence: Why AI Code Review Needs Cognitive Architectures
AI is generating code faster than humans can review it. The fix is cognitive architectures that understand not just "what changed" but "why" and whether it's safe.
September 22, 2026
by Sayan Chatterjee
· 2,338 Views · 3 Likes
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Architecting for <1s Latency: Managing Eventual Consistency in Distributed Search Platforms
To maintain sub-second search freshness, logistics systems must actively manage eventual consistency across Kafka ordering, search indexing, and cache invalidation.
September 22, 2026
by Dhruv Goel
· 2,015 Views · 2 Likes
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The Math Behind AI Testing: Why 1,000 Test Cases May Tell You Less Than 100
More AI test cases don't automatically increase confidence. Smart, risk-based statistical sampling provides more reliable AI validation than expanding a test suite.
September 22, 2026
by Rajeshkumar Rajaseakaran Nair
· 1,718 Views · 2 Likes
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Using Graph RAG and Specialized Agents to Repair Playwright Tests
Graph RAG and specialized agents diagnose, repair, and validate failing Playwright tests using repository-wide context with modern CI/CD pipelines.
September 22, 2026
by Srinivas Rao Jonnakuti
· 1,850 Views · 2 Likes
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Valkey: Bringing Key-Value Databases to Enterprise Java
Valkey provides high-performance key-value storage for Enterprise Java, with portable APIs and flexible persistence through Eclipse JNoSQL.
September 22, 2026
by Otavio Santana DZone Core CORE
· 2,021 Views · 2 Likes
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How to Build a Production-Ready iOS App With AI-Generated Code
AI-generated iOS apps need rigorous engineering across security, architecture, testing, observability, and reliability before production deployment.
September 21, 2026
by Uthej Mopathi DZone Core CORE
· 2,470 Views · 3 Likes
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When Production Stops Moving: Running Claude Code Across a Distributed Enterprise Integration Team
Learn how Claude Code helps enterprise teams build, troubleshoot, and manage service integrations with MCP, CI/CD, automated reviews, and stronger governance.
September 21, 2026
by Balaji Venkatasubramaniyar DZone Core CORE
· 3,017 Views · 2 Likes
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When an iOS Retry Executes an Agent Twice: Building Effectively-Once Tool Workflows With LangGraph, MCP Tasks, Kafka, and App Attest
Stable operation IDs prevent iOS retries from duplicating agent tools across LangGraph, MCP Tasks, Kafka, and App Attest.
September 21, 2026
by Uthej Mopathi DZone Core CORE
· 2,048 Views · 3 Likes
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Your Application Has an Unindexed Attack Surface. Do You Know What’s in It?
Learn how forgotten internet-facing assets expand your attack surface and how continuous asset discovery, inventory, and ownership can reduce security risks.
September 21, 2026
by Igboanugo David Ugochukwu DZone Core CORE
· 1,596 Views · 2 Likes
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Building an AI System That Makes Your Entire Company Queryable: A Startup's Guide
Learn how to give every employee instant, accurate answers from your company's collective knowledge, without a six-figure infra bill or a security nightmare.
September 21, 2026
by Balaji Venkatasubramaniyar DZone Core CORE
· 1,595 Views · 1 Like
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MCP Is the USB-C of AI — Here's What That Actually Means for Your Architecture
A senior engineer's guide to production MCP: JSON-RPC 2.0 transport, OAuth 2.1 auth, stateless horizontal scaling, and where the protocol genuinely breaks.
September 21, 2026
by Dinesh Elumalai DZone Core CORE
· 2,018 Views · 2 Likes
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When Mobile Connections Break: Recovering Long-Running iOS Workflows With LangGraph and Event-Driven Backends
LangGraph checkpoints and event-driven backends let iOS apps resume long-running workflows after network drops without duplicate work.
September 21, 2026
by Uthej Mopathi DZone Core CORE
· 1,741 Views · 3 Likes
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Edge AI: Why Inference Is Moving Away From the Cloud
Edge inference thrives on-device for real-time, private AI. Advances in hardware and compression cut latency and costs, pushing AI away from the cloud.
September 21, 2026
by Uthej Mopathi DZone Core CORE
· 2,300 Views · 3 Likes
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MCP vs REST/HTTP API vs Kafka: The Architect's Guide to Agentic AI Integration
MCP, Kafka, and REST APIs are not the same: this comparison maps each to the right layer of your agentic AI architecture.
September 18, 2026
by Kai Wähner DZone Core CORE
· 3,963 Views · 1 Like
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Designing Human-in-the-Loop Approval Gates for Enterprise AI Agents
Enterprise AI agents should automate low-risk tasks, require approval for sensitive actions, and maintain strict access, logs, and review.
September 18, 2026
by Praveen VR
· 3,621 Views · 3 Likes
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When Your Benchmark Leaks the Answer
Bad synthetic data and flawed rules broke model evaluations, but high overall scores hid it. Test by category using realistic, production-style data.
September 18, 2026
by Praveen Kumar Myakala
· 2,314 Views · 1 Like
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