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DZone Team Management Zone

Recent posts in Team Management on DZone.com

Kill the Worker, Keep the Research: Build a Recoverable LangGraph Agent on Temporal

A research agent can spend minutes or hours accumulating search results, model outputs, citations, and intermediate synthesis. Losing that work bec...
Posted on 5 October 2026 | 12:00 pm

Build Software Faster With Three Simple Principles

Development in small companies and startups often slows down at the boundaries between people and teams. A developer waits for a product decision. ...
Posted on 1 October 2026 | 4:00 pm

One Agent, Two Runtimes: Defining State Ownership Between Temporal and LangGraph

Combining Temporal and LangGraph creates a deceptively simple question: which runtime owns the state of the agent? Both preserve execution progress...
Posted on 25 September 2026 | 3:00 pm

How to Build an Asynchronous AI-Content Review Workflow in C#

For application users, waiting for an upload to finish entering a web portal is familiar enough. Waiting again while the application analyzes that ...
Posted on 23 September 2026 | 3:00 pm

Three Hidden Traps That Shape Software Engineering Decisions

Software engineering is often seen as a technical field focused on designing systems, writing code, selecting architectures, defining APIs, and opt...
Posted on 23 September 2026 | 2:00 pm

Beyond Token Intelligence: Why AI Code Review Needs Cognitive Architectures

A few months ago, I watched a senior engineer spend forty-five minutes reviewing a single pull request — a PR that an AI assistant had generated in...
Posted on 22 September 2026 | 4:00 pm

When an iOS Retry Executes an Agent Twice: Building Effectively-Once Tool Workflows With LangGraph, MCP Tasks, Kafka, and App Attest

A mobile request can fail without the server-side work failing. An iOS app may time out, lose the response after a POST has reached the service, or...
Posted on 21 September 2026 | 5:00 pm

How to Diagnose and Recover Stuck Temporal Workflows

A Temporal Workflow that appears stuck is rarely “stuck” in the conventional process sense. Temporal persists Workflow state through Event History ...
Posted on 27 August 2026 | 5:00 pm

Orchestrating CNN Training and Inference Workflows With Temporal

Convolutional neural network workloads rarely fail because the forward pass is mathematically difficult. They fail because modern training and infe...
Posted on 27 August 2026 | 3:00 pm

Multi-Agent Software Engineering: Can AI Teams Build Production Systems?

Large language models have evolved from simple chat interfaces into autonomous systems capable of planning, reasoning, and interacting with externa...
Posted on 19 August 2026 | 12:00 pm

From raw manifests to self-service Kubernetes apps: creating enterprise-ready open platforms

Sponsored By: NutanixThe following is sponsored content. It may not reflect the views of our editorial staff. Th...
Posted on 14 August 2026 | 4:27 pm

AI Assist vs AI Complete: The Real Gap in Most AI Workflows Today

A few weeks ago, I participated in a 24-hour AI hackathon where we built a product using AI. Necessary tools were provided, a large number of engin...
Posted on 13 August 2026 | 3:00 pm

Building Internal Developer Platforms as Products: A Practical Guide for IDP Architects

Why Most Platforms Fail to Become Products Many companies are heavily investing in internal developer platforms (IDPs) with the expectation that th...
Posted on 7 August 2026 | 12:00 pm

How I Built a Star Wars Grogu Product Research Agent With Codex, Lark, and SerpApi

Cross-border e-commerce sellers often spend hours comparing the same products across different Amazon marketplaces. Prices, reviews, and seller sig...
Posted on 29 July 2026 | 4:24 pm

Scaling Teams, Scaling Systems: Unlocking Developer Productivity With Platform Engineering

Modern software delivery is complex. Developers are responsible not only for writing code that meets business requirements — both functional and no...
Posted on 14 July 2026 | 3:00 pm

AI-Augmented React Development: How I Rebuilt My Workflow Without Losing Control of the Code

Every React developer reaches a point where the sheer volume of boilerplate starts to slow them down. Prop drilling, repetitive hook patterns, comp...
Posted on 1 July 2026 | 2:00 pm

A Practical Guide to Temporal Workflow Design Patterns

Long-running, distributed business processes often require careful coordination, state management, and fault handling. Temporal offers a code-first...
Posted on 18 June 2026 | 7:00 pm

WebSocket Debugging Without a Proxy — A Browser-First Workflow

WebSocket debugging is one of those things that sounds simple until you actually have to do it. The connection looks fine in DevTools, but messages...
Posted on 17 June 2026 | 1:00 pm

Cutting Data Pipeline Costs and Data Freshness Issues With Netflix Maestro and Apache Iceberg: A Practical Tutorial

Analytics pipelines tend to scale in both cost and the age of their data sources: costs increase with data volume growth, while data freshness decr...
Posted on 16 June 2026 | 4:00 pm

Workflows vs AI Agents vs Multi-Agent Systems: A Practical Guide for Developers

When I first started building AI applications, I kept hearing the same words everywhere: workflows, agents, and multi-agent systems. At first, they...
Posted on 15 June 2026 | 7:00 pm