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Latest Articles - DZone

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The Code Generation Bottleneck Is Gone. The Maintenance Bottleneck Isn't.
AI removes code-generation bottlenecks, but maintainability, ownership, review, and governance become software engineering’s new constraints.
October 12, 2026
by Uthej Mopathi DZone Core CORE
· 866 Views · 3 Likes
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Production RAG and LLM Systems: A Simple Q&A Guide
Building a small RAG demo is easy. Making it work at production scale — millions of documents, real users, tight latency — is a different job entirely.
October 12, 2026
by Ram Ghadiyaram DZone Core CORE
· 890 Views
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From Legacy ETL to Modern ELT: Engineering a Governed dbt and Databricks Architecture
Modern ELT isn't just replacing legacy ETL with dbt and Databricks. Separating ingestion, transformation, testing, and governance makes business logic easier to trust.
October 12, 2026
by SUNILKUMAR REDDY Eraganeni
· 1,132 Views · 1 Like
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Why Standardized Connectivity Is Only Half the Enterprise AI Equation
Model Context Protocol can eliminate substantial integration friction, but production AI agents still need governance, tool discipline, and orchestration.
October 9, 2026
by Grant Spradlin
· 1,136 Views · 1 Like
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Does a Bigger Context Window Mean Better Memory: Understanding Context Windows, Model Memory, and RAG
Context is temporary, model memory is learned, and RAG retrieves external knowledge. A larger context window means more input, not perfect recall or permanent memory.
October 9, 2026
by Yakaiah Bommishetti
· 1,507 Views · 2 Likes
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The 30 Seconds Before a Mobile App Crash: The Evidence Most Systems Never Capture
Durable breadcrumbs, trace correlation, and post-crash telemetry recovery preserve critical execution context that conventional mobile crash reports routinely lose.
October 9, 2026
by Uthej Mopathi DZone Core CORE
· 827 Views · 2 Likes
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Multi-Agent Orchestration on AWS With AgentCore Runtime and A2A
Multi-agent systems are common. Here we build a small multi-agent system on Amazon Bedrock AgentCore Runtime using the Agent-to-Agent (A2A) protocol.
October 9, 2026
by Purnanga Borah
· 1,232 Views · 1 Like
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How Cache Invalidation Caused Memory Pressure and API Failures at Scale
Aggressive cache invalidation caused memory pressure, latency spikes, and request failures. Reducing invalidations with time-based expiry restored success to 99.9%.
October 9, 2026
by Semyon Slepov
· 1,012 Views · 1 Like
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Member Spotlight: Raghava Dittakavi
DZone Core Member Raghava Dittakavi shares why great engineers question assumptions, understand the impact behind every change, and optimize AI to accelerate their work.
October 9, 2026
by Dominique Pugh
· 1,152 Views · 2 Likes
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Threat Modeling Context-Aware AI: A STRIDE Walkthrough
How to secure enterprise AI pipelines: a hands-on walkthrough of six threat categories, one reference architecture, and a prioritized list of fixes.
October 9, 2026
by Sandeep Gadde
· 1,272 Views · 4 Likes
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Why Your GPU Fleet Is Both Full and Idle: Building a Capacity Orchestration Layer
Managing GPU capacity manually produces fleets that are simultaneously fully allocated and poorly utilized. A capacity orchestration layer can fix the problem.
October 9, 2026
by Ankit Sinha
· 1,092 Views · 1 Like
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Production-Grade LLM Regression Testing: Contracts, Evals, and Quality Gates
AI regression testing combines deterministic contracts, behavioral evaluations, production failures, and baseline comparisons to prevent silent LLM regressions.
October 9, 2026
by Uthej Mopathi DZone Core CORE
· 1,110 Views · 1 Like
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AI Governance Belongs in Your Pipeline, Not in Spreadsheets
Shift AI governance from spreadsheets to code by embedding automated Risk Appetite Statements into CI/CD pipelines as Architectural Fitness Functions.
October 8, 2026
by vikram isanaka
· 1,189 Views · 1 Like
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Supercharging AI Agents with Azure Context: A Hands-On Guide to Azure MCP
Here’s a step-by-step guide for cloud engineers on how to bridge local AI assistants with live Azure infrastructure using the Model Context Protocol.
October 8, 2026
by Ammar Ekbote
· 1,269 Views · 1 Like
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The Sqrt(t) Volatility Band Is Wrong in Both Directions; Here's What to Compute Instead
Sigma*sqrt(t) misprices volatility bands for fat-tailed series, and the error flips sign with horizon. Here is what to compute instead.
October 8, 2026
by Alex Malinowski
· 874 Views · 1 Like
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Why Your MCP Server Loses Session State Behind a Load Balancer
MCP's 2026-07-28 spec removes protocol-level sessions, allowing you to run servers behind round-robin load balancers. Here is the migration guide.
October 8, 2026
by Eshaan Jain
· 960 Views · 1 Like
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Putting Guardrails Around What Your AI Agent Is Allowed to Touch
Governance that stops at the model is theater. Put a guardrail gate at the runtime boundary: bind identity, scope retrieval, gate actions, log everything.
October 8, 2026
by Avinash Maddineni
· 1,557 Views · 1 Like
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Engineering AI Accountability: Control the Execution Path, Not the Model
True AI accountability requires governing runtime execution paths, explicit authority boundaries, and structured audit evidence, not just model weights.
October 8, 2026
by Maira Ata
· 954 Views · 1 Like
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Remember Me, Safely: Durable and Governed Memory for Enterprise AI Agents
Agent memory is durable state, not a model feature: isolate threads by principal, checkpoint at boundaries, redact before writes, and resume idempotently.
October 8, 2026
by Harish Gaggar
· 1,563 Views · 1 Like
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AI Has Solved the Code Bottleneck. Now Engineering Leaders Have a Measurement Problem.
AI-assisted engineering is shifting the bottleneck from coding to verification. Learn why traditional metrics miss the hidden cost of AI-generated code.
October 8, 2026
by Igboanugo David Ugochukwu DZone Core CORE
· 1,425 Views · 2 Likes
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