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Latest Articles - DZone

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From Pilot to Production: The Six Agent Patterns That Determine Whether Your AI Program Scales or Stalls
Most AI agent programs don't fail because of technology. They fail because nobody owns the agent and nobody monitors it.
July 2, 2026
by BALAJI BARMAVAT
· 1,121 Views · 1 Like
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Multi-Agent Software Engineering: One Coding Agent Isn't Enough
Multiple AI agents with clear roles and checks deliver real software better than one agent, but cost more and only suit large tasks.
July 2, 2026
by Jithu Paulose
· 939 Views
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Dead Letter Queue Patterns in Apache Flink: Handling Poison Messages Without Stopping Your Stream
A poison message can trap a Flink job in a restart loop. Use side outputs, retries, tiered DLQs, durable sinks, and replay jobs to keep the stream running.
July 2, 2026
by Rohit Muthyala
· 1,010 Views
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Apache Spark Query Optimization on Databricks: Catalyst, AQE, and Photon Engine
Spark query performance on Databricks is driven by a multi-layer optimization stack: Catalyst transforms SQL into optimized execution plans.
July 2, 2026
by Jubin Abhishek Soni DZone Core CORE
· 933 Views
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The Inter-Agent Protocol Problem
Every major agent framework is incompatible with the others. Your protocol choice today determines whether you can swap workers tomorrow.
July 1, 2026
by Ninaad Rao
· 1,236 Views
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Why Push-Based Systems Fail at Scale — and How Hybrid Fan-Out Fixes It
Push-based systems work until celebrity-scale traffic creates massive fan-out pressure. Modern platforms solve this using hybrid architectures.
July 1, 2026
by Jayapragash Dakshnamurthy
· 879 Views
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One Stolen Key, One Stolen Token: Why Machine Identity Is Cloud-Native's Quietest Crisis — and the Only Fix That Actually Holds
Learn how stolen machine credentials fuel major cloud breaches and how policy-as-code and short-lived identities help stop modern attacks.
July 1, 2026
by Igboanugo David Ugochukwu DZone Core CORE
· 1,753 Views
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Why AI-Generated Code Is Making Regression Testing More Important, Not Less
AI-generated code introduces integration failures that spec-based tests cannot catch. Regression testing grounded in real production behavior is the fix.
July 1, 2026
by Sancharini Panda
· 1,088 Views
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Can Rust Have Zero-Cost Dependency Injection?
This article explains compile-time dependency injection in Rust without reflection, runtime containers, dyn, Arc, Rc, or runtime resolution overhead.
July 1, 2026
by Dmytro Brazhnyk
· 1,191 Views
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AI-Augmented React Development: How I Rebuilt My Workflow Without Losing Control of the Code
AI accelerates React 18 workflows but breaks down in large enterprise codebases. Here’s where it helps, where it fails, and the guardrails your team needs.
July 1, 2026
by Sathwik Nagulapati
· 993 Views
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If You Can Facilitate a Retrospective, You Can Audit Your AI
Learn how the AI Delegation Audit helps Scrum teams inspect AI workflows, catch automation drift, and keep delegated AI work safe and accountable.
July 1, 2026
by Stefan Wolpers DZone Core CORE
· 883 Views · 1 Like
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Loop Engineering: The Layer After Prompt, Context, and Harness Engineering
This article walks through all four layers side by side, with comparison tables for when to use each one and which agent architecture fits which job.
July 1, 2026
by Vidyasagar (Sarath Chandra) Machupalli FBCS DZone Core CORE
· 1,074 Views · 1 Like
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Text Summarization With OpenAI and Ruby on Rails
Learn how to build AI-powered text summarization in Ruby on Rails using OpenAI, including prompt optimization, long-document handling, and Sidekiq background jobs.
June 30, 2026
by Denys Kozlovskyi
· 1,170 Views · 1 Like
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The 20 Software Engineering Laws
20 software engineering laws that explain why rewrites fail, late projects slip, and teams game every metric. They're about people under pressure, so they still hold.
June 30, 2026
by Milan Milanovic DZone Core CORE
· 2,213 Views · 6 Likes
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Fine-Tuning LLMs at Scale With Databricks MLflow and Spark
Learn how Databricks, Apache Spark, MLflow, and Hugging Face Transformers work together to create an end-to-end fine-tuning platform.
June 30, 2026
by Jubin Abhishek Soni DZone Core CORE
· 1,149 Views
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The New Senior Developer Job Description: Half Engineer, Half AI Systems Architect
Senior developers now own two roles: traditional engineering plus AI systems architecture. This split reshapes compensation, hiring, and what 'senior' actually means.
June 30, 2026
by Dinesh Elumalai DZone Core CORE
· 1,862 Views · 2 Likes
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An Ingredient List Doesn't Stop the Worm: What SBOMs Can and Can't Do
An SBOM alone can't stop supply chain attacks. Learn why software signing, provenance, and deployment verification are essential for secure releases.
June 30, 2026
by Igboanugo David Ugochukwu DZone Core CORE
· 1,422 Views
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A Low-Latency Routing Pattern for Multiple Small Language Models
A low-latency multi-SLM architecture uses a lightweight router to direct requests to the most suitable language model, ensuring fast responses with minimal overhead.
June 30, 2026
by Akhil Madineni
· 889 Views
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How Agent Frameworks Solve Human-in-the-Loop
Six frameworks, three HITL patterns — the right choice depends on tool-call granularity, editable args, and whether the run survives a process.
June 30, 2026
by Ninaad Rao
· 1,038 Views · 3 Likes
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A Fully Self‑Contained Text Embedding Service in C#
Build fast, deterministic text embeddings in C# using feature hashing, trigram features, and L2 normalization — no APIs, GPUs, or external models required.
June 30, 2026
by Mangesh Walimbe
· 942 Views
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