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AI Agent Orchestration: Designing Multi-Step Workflows with Tools, Memory, and Handoffs

Single-prompt AI interactions have a ceiling. Ask a model to summarize a document, straightforward. Ask it to research a competitor, extract key dat…

aiagentsagentorchestrationlanggraphcrewai
Dev.to Oct 19, 2026, 15:27 UTC
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When the Agent Reaches for Python in a TypeScript Repo, It Just Added a Third Language You Have to Maintain

Our main app is TypeScript. The build is Vite, the tests are Vitest, the CLI scripts are Node. Every engineer on the repo is comfortable in that sta…

aiagentscodingtypescriptmaintainability
Dev.to Oct 18, 2026, 16:29 UTC
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Sub-100ms Cargo & Food Safety Triage: Eliminating 72% of Routing LLM Calls in National Supply Chains

Sub-100ms Cargo & Food Safety Triage: Eliminating 72% of Routing LLM Calls in National Supply Chains Part 3 of the "Jev-First Routing for LangGr…

aiagentssupplychainlogisticslanggraph
Dev.to Oct 16, 2026, 22:26 UTC
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Well-Architected Agent: architecture review becomes a weekly process

For years, the Well-Architected review was an event: a week-long workshop, a spreadsheet of high and medium risks, and then six months with nobody o…

awscloudwellarchitectedaiagentsfinops
Dev.to Oct 13, 2026, 18:24 UTC
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Building AI Agents with LangGraph: From Fundamentals to Production

Building AI Agents with LangGraph: From Fundamentals to Production A comprehensive guide to building reliable, stateful AI agents using LangGraph —…

langgraphaiagentslangchaintutorial
Dev.to Oct 12, 2026, 17:25 UTC
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How to Add AI to Your Product by Fixing the Flows Users Already Struggle With

Most AI features get bolted on beside the product. The ones that stick fix a specific step where users already stall. Why the AI features that stick…

saasworkflowautomationaiagentsaidevelopment
Dev.to Oct 12, 2026, 11:25 UTC
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Who Is the x402 Foundation's Executive Director? The Standard for Machine Payments Still Has No Authorization Layer

Who Is the x402 Foundation's Executive Director? The Standard for Machine Payments Still Has No Authorization Layer On October 1, 2026, the Linux Fo…

x402aiagentsagenticcommerceaisecurity
Dev.to Oct 3, 2026, 13:23 UTC
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Self-Healing CI/CD: Integrating Autonomous AI Agents for Automated Code Fixes

Introduction & Industry Context For over a decade, continuous integration and continuous deployment (CI/CD) pipelines have operated under a bina…

cicdaiagentsllmopstypescript
Dev.to Oct 1, 2026, 05:24 UTC
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Making Verification Visible

The hackathon gate had one output: a line in the terminal saying a task passed, failed, or needed a human. That line is honest, but it is small. It…

aiagentsclaudecodetestingdevelopertools
Dev.to Sep 22, 2026, 03:34 UTC
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AI Agent Skills: Everything You Need to Know

In 2024, AI coding agents (Claude, Cursor, Copilot, etc.) became capable enough to do real work. Teams started writing long instruction files and sy…

aiskillstechwithsamaiagents
Dev.to Sep 18, 2026, 12:25 UTC
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Fixing AI Agent Lies: detect AI agent deceptive behavior

This article was originally published on BuildZn . Everyone talks about multi-agent systems and their potential, but nobody addresses the elephant i…

aiagentsmultiagentsystemsaiethicsnode
Dev.to Sep 13, 2026, 08:45 UTC
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7 AI Models Got Real Bank Accounts and 72 Hours. They Earned $0 and Invoiced Strangers $12,431

Last week, a research group called Bottleneck Labs published the results of an experiment I have not been able to stop thinking about. They gave sev…

aiaiagentstechnology
Dev.to Sep 8, 2026, 03:07 UTC
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The Glass Box: Inside OpenAI's Computer History & Agentic AI

🎙️ Short on time? Explore the 10-Min Interactive Visual Deck first ➔ Every major breakthrough in software automation begins by removing a layer of h…

aiagentssystemarchitecturecontextengineeringai
Dev.to Sep 2, 2026, 16:08 UTC
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The AI Agent Playbook: 4 Frameworks to Reclaim Focus

🎙️ Short on time? Explore the 10-Min Interactive Visual Deck first ➔ In the modern landscape of knowledge work, the primary operational bottleneck i…

aiagentssystemarchitecturepromptengineeringai
Dev.to Sep 2, 2026, 16:07 UTC
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The AI Agent Blueprint: Beyond Chatbots to Autonomous Action

🎙️ Short on time? Explore the 10-Min Interactive Visual Deck first ➔ The generative AI paradigm is undergoing a fundamental structural transition. F…

aiagentssystemarchitecturearrframeworkoodaloop
Dev.to Sep 2, 2026, 16:06 UTC
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The Claude Stack: How Elite Operators Direct AI

🎙️ Short on time? Explore the 10-Min Interactive Visual Deck first ➔ Give the identical model interface to two professionals and you will observe tw…

aiworkflowaiagentsclaude37ai
Dev.to Sep 2, 2026, 16:04 UTC
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ADR: EKS Provisioned Control Plane and 40x HPA Concurrency

On July 28, 2026, AWS announced that EKS Provisioned Control Plane increases HPA sync concurrency to up to 40 times the Kubernetes default — with no…

aiagentsekskuberneteshpa
Dev.to Sep 1, 2026, 17:21 UTC
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Migrating to Native Git in SageMaker Unified Studio

Version control in analytical data platforms has always been a second-class citizen — tolerated, not designed. SageMaker Unified Studio just changed…

aiagentssagemakergitmlops
Dev.to Sep 1, 2026, 17:21 UTC
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Instinct raised $350M. The moat is your app permissions

Instinct , the AI startup that lets you text and call an assistant wired into your own apps, has raised $350 million at a $2.5 billion valuation. Te…

aiagentsprivacystartup
Dev.to Aug 27, 2026, 05:05 UTC
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I Treated Agent Sessions as Portable Cache and Moved Control to a Policy Plane: Vendor Lock-In Became Manageable

I wanted to know whether portable coding-agent sessions materially reduce vendor lock-in, or merely make a future migration look easier than it is.…

aiagentsengineeringleadershipgovernancevendorlockin
Dev.to Aug 26, 2026, 09:05 UTC
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From Static RPA to Dynamic AI Agents: Hyper-Automating Enterprise Operations for 40% ROI

Introduction & Industry Context The pursuit of operational efficiency has long been a cornerstone of enterprise strategy. For decades, Robotic P…

aiagentsenterpriseautomationrpamodernizationoperationalefficiency
Dev.to Aug 25, 2026, 09:19 UTC
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EventBridge Pipes for AI Agents: Building a Self‑Contained Plan‑Act‑Observe Loop in Node.js

Imagine an AI agent that can plan, act, and observe without a single Lambda function acting as glue. EventBridge Pipes let you stitch together LLM c…

eventbridgelambdanodeaiagents
Dev.to Aug 25, 2026, 03:28 UTC
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Fix Local LLM Quality: Context Stacking & Rope Freq Tweaks

This article was originally published on BuildZn . Everyone's running local LLMs now, which is great. But then they hit the wall: "Why does my 7B mo…

localllmsaiagentsollamallamacpp
Dev.to Aug 23, 2026, 04:33 UTC
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DeepSeek Harness Puts Its Breaking-Changes Warning Before the Install Steps

The loudest sentence in the DeepSeek Harness README is set in all caps: "THERE WILL BE COMPATIBILITY-BREAKING CHANGES." That is not a footnote burie…

aiagentstypescriptpluginsdevtools
Dev.to Aug 21, 2026, 13:37 UTC
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Cockpit for Claude Code agents in Rust – a new UI for AI workflow con…

What Happened A developer posted a new project on Show HN titled Cockpit for you Claude Code agents in Rust . The release is a lightweight UI writte…

rustaiagentsautomationn8n
Dev.to Aug 19, 2026, 13:42 UTC
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Show HN: Designing the GUI for AI Agents

What Happened A Show HN thread titled "What should the GUI for AI agents look like?" sparked debate among developers, designers, and ops engineers.…

aiagentsguidesignautomationn8n
Dev.to Aug 19, 2026, 13:36 UTC
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1TB Migrated in 33 Minutes. The Agent Didn't Even Need Coffee.

In a recent demo, our team migrated one terabyte of production data from Elasticsearch 7.10 running on Amazon OpenSearch Service to OpenSearch 3.x r…

opensearchmigrationaiagentsdevops
Dev.to Aug 14, 2026, 16:10 UTC
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Fixing DeepSeek Harness Flutter coding agent: My 30% Better ListView Prompt

This article was originally published on BuildZn . Okay, if you're like me, you've spent way too much time debugging AI-generated Flutter UI code th…

aiagentsflutterdeepseekharnesscodegeneration
Dev.to Aug 14, 2026, 05:28 UTC
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Agentic Infrastructure & AI Agents: Vercel Ship 2026 Insights

After building 50+ AI systems, here is what we know about Agentic Infrastructure and AI Agents. Agentic infrastructure is a specialized computing en…

aiagentsagenticinfrastructurevercelship2026webdev
Dev.to Aug 7, 2026, 10:01 UTC
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How AI Agents Changed My Development Workflow: From 13 Years of Coding to Orchestration

Originally published on robatdasorvi.com I am running five agents across five projects from a terminal. Each one knows its codebase, its context, it…

aiagentsaifirstdevelopmentsoftwaredevelopmentorchestrator
Dev.to Aug 6, 2026, 04:30 UTC

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