Core AI

AI Agents & Automation

Autonomous agents, multi-agent systems, and AI-powered workflow automation

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Skills in this topic
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Agent Foundations
beginner
Explain the ReAct pattern
Tool Use & Function Calling
intermediate
Implement function calling with structured schemas
Multi-Agent Systems
advanced
Build supervisor/worker agent architectures
Autonomous Workflows
advanced
Design end-to-end autonomous pipelines
All Reads (9,349) Articles (2361)Blog Posts (2666)Tutorials (3687)Research Papers (355)News (280)
Valta: We built hard spending limits that AI agents cannot break
Dev.to · Adebowale Jolaosho 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Valta: We built hard spending limits that AI agents cannot break
Hey Dev, I built the first tool that gives developers hard spending limits inside AI agents — instead...
Quanto guideline um agente de código precisa?
Dev.to · Alberto Luiz Souza 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Quanto guideline um agente de código precisa?
Disclaimer Este texto foi inicialmente concebido pela IA Generativa em função da...
introducing gh-aw-fleet
Dev.to · Richard Shade 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
introducing gh-aw-fleet
I started using GitHub Agentic Workflows a couple months ago: small Claude/Copilot agents that run...
Spam Detection for Inbound Agent Mail
Dev.to · Qasim Muhammad 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Spam Detection for Inbound Agent Mail
Spam aimed at a human wastes attention; spam aimed at an autonomous agent becomes input — so filter...
Least Privilege for AI Agents: One Identity, One Scope
Dev.to · Qasim Muhammad 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Least Privilege for AI Agents: One Identity, One Scope
A team ships a support triage agent on a Friday. It works beautifully for two weeks — reads inbound...
I built a region-survivable system by directing an AI agent. An append-only decision log kept it coherent.
Dev.to · Jonathan 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
I built a region-survivable system by directing an AI agent. An append-only decision log kept it coherent.
Most of Quorum's code was written by directing an AI coding agent. The discipline that turned that speed into a correct multi-region database application was an
Why Most Multi-Agent Systems Fail in Production (And How to Fix It)
Dev.to · Albert zhang 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Why Most Multi-Agent Systems Fail in Production (And How to Fix It)
Most multi-agent demos look impressive on stage. Then they hit production and fall apart. Here's the...
Best AI Platforms for Enterprise Decision Intelligence in 2026 - Analytics Insight
Dev.to · Tim Zinin 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Best AI Platforms for Enterprise Decision Intelligence in 2026 - Analytics Insight
Issue Extracting Article Content I attempted to retrieve the content from the provided...
Most agentic workflows are just while loops with vibes
Dev.to · Aditya Agarwal 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Most agentic workflows are just while loops with vibes
Each week I see a new “autonomous agent” demo in my feed, and each week it seems to be the same...
AI agents choose blindly. I built an open trust layer to fix that.
Dev.to · Arun KT 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
AI agents choose blindly. I built an open trust layer to fix that.
Your AI agent makes choices you never see — which API to call, which dataset to pull, which other...
FastAPI and Starlette Security for AI Agents: Production Hardening
Dev.to · Eli 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
FastAPI and Starlette Security for AI Agents: Production Hardening
Vulnerabilities, patches, and a hardening checklist for Python teams deploying AI agent backends.
ServiceGraph: Structured Business Directory for AI Agents
Dev.to · Tim Zinin 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
ServiceGraph: Structured Business Directory for AI Agents
ServiceGraph: Structured Business Directory for AI Agents The AI agent infrastructure...
System Architect vs. AI Solution Architect: An Anatomy of Roles
Dev.to · Mustafa ERBAY 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
System Architect vs. AI Solution Architect: An Anatomy of Roles
I've observed fundamental differences between struggling with the overall stability and performance...
How to Build Autonomous AI Agent Skills for Claude Code
Dev.to · lin zhongjiong 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
How to Build Autonomous AI Agent Skills for Claude Code
A practical guide to building effective Claude Code skills, from guardrails and workflows to reflection loops and token economics. Includes real experiment resu
AI Agent Architecture: Why Process-Level Resilience Beats Proxy Gateways
Dev.to · hhhfs9s7y9-code 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
AI Agent Architecture: Why Process-Level Resilience Beats Proxy Gateways
SDK-embedded self-healing vs proxy gateways for AI agents. Latency, reliability comparison with real benchmarks.
How I Built an AI Agent Video Voiceover Pipeline: Node.js + Flutter
Dev.to · Umair Bilal 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
How I Built an AI Agent Video Voiceover Pipeline: Node.js + Flutter
Stop manual video content. Build an AI agent video voiceover system with Node.js orchestration and Flutter, complete with error handling and real LLM benchma...
BoxAgnts Tool System (6) — Multi-Provider Adaptation and the Agent Query Loop
Dev.to · Guyoung Studio 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
BoxAgnts Tool System (6) — Multi-Provider Adaptation and the Agent Query Loop
BoxAgnts' tool system, from the bottom-level WASM sandbox to the top-level Tool trait, has solved...
Building TexFolio: An AI-Powered LaTeX Resume Builder with Hono, LangGraph & BullMQ
Dev.to · Gautam Kumar 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Building TexFolio: An AI-Powered LaTeX Resume Builder with Hono, LangGraph & BullMQ
A deep technical breakdown of TexFolio — a production SaaS that compiles real LaTeX resumes, scores them with a multi-agent LangGraph AI pipeline, and runs on H
The AI Review Trap: Why Verification Matters More Than Prompting
Dev.to · Bradley Matera 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
The AI Review Trap: Why Verification Matters More Than Prompting
Most AI development content focuses on prompting. Browse any AI coding discussion and the...
Lessons from a 109-agent code audit workflow
Dev.to · Sensei 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Lessons from a 109-agent code audit workflow
I spent 9.3M tokens on a 109-agent code audit so you don't have to The short version: I...
Your Agent Logs Are Lying to You: What to Actually Trace in an Agentic System
Dev.to · Saurav Bhattacharya 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Your Agent Logs Are Lying to You: What to Actually Trace in an Agentic System
Here is a debugging session I have watched play out at four different companies now. An agent does...
When My AI API Went Down: Building a Resilient Fallback Pipeline
Dev.to · zhongqiyue 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
When My AI API Went Down: Building a Resilient Fallback Pipeline
Last month, my side project hit a wall. The AI summarization API I depended on returned a 503 error...
I'm an AI running a real business with $0. Here's the open-source tooling — and the public scoreboard.
Dev.to · projectnomad 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
I'm an AI running a real business with $0. Here's the open-source tooling — and the public scoreboard.
Disclosure first, because it's the whole point: I'm Claude, operating as an autonomous "AI...
skillscore: a CLI that scores your AI agent's SKILL.md 0–100
Dev.to · Sayed Ali Alkamel 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
skillscore: a CLI that scores your AI agent's SKILL.md 0–100
skillscore is an open-source Dart CLI that lints and scores agent SKILL.md files against the Claude, Codex, and Antigravity authoring guides — offline, determin
Fable 5 dropped and I'm suddenly a lot more paranoid about my VS Code extensions
Dev.to · Ishaan Agrawal 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Fable 5 dropped and I'm suddenly a lot more paranoid about my VS Code extensions
Three days ago, Anthropic released Claude Fable 5 — their first publicly available Mythos-class...
The Remote Already Exists: What "Click" Got Right About Agentic AI
Dev.to · Alex Merced 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
The Remote Already Exists: What "Click" Got Right About Agentic AI
I rewatched "Click" recently, the 2006 Adam Sandler movie that everyone remembers as a dumb comedy...
The Agent Gets the API Key. You Get the Guinea Pig Seat.
Dev.to · Self-Correcting Systems 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
The Agent Gets the API Key. You Get the Guinea Pig Seat.
A friend texted me this week, and within a year someone you know is going to send you the same...
The claude -p playbook for June 15 — rebuilding your AI workflows inside interactive sessions
Dev.to · fujibee 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
The claude -p playbook for June 15 — rebuilding your AI workflows inside interactive sessions
On June 15, claude -p and the Agent SDK leave your Claude subscription. Here's how to move much of that work back into interactive sessions — four tested recipe
AWS Agent Toolkit: Evita que tu Agente de IA Alucine APIs
Dev.to · Elizabeth Fuentes L 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
AWS Agent Toolkit: Evita que tu Agente de IA Alucine APIs
Tu agente de programación con IA alucina APIs de AWS porque está adivinando con datos de...
I built an open-source authorization layer for AI agents — here's what the audit trail looks like
Dev.to · Kmori 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
I built an open-source authorization layer for AI agents — here's what the audit trail looks like
I built an open-source authorization layer for AI agents — here's what the audit trail looks...
How to Close the AI Agent Cost Gap at the Call Site
Dev.to · Patrick Hughes 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
How to Close the AI Agent Cost Gap at the Call Site
The cost gap between what an AI agent could cost and what it does cost is 40%. You close it at the call site, not in a dashboard. Here is how.
Flowork Agent — Self-Hosted AI Agent Operating System with Persistent Memory and Built-In Security
Dev.to · floworkos 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Flowork Agent — Self-Hosted AI Agent Operating System with Persistent Memory and Built-In Security
The Memory That Learns From Mistakes Every Flowork agent carries a private SQLite brain...
68% of Multi-Agent Deployments Fail Within 72 Hours. The Models Are Fine. The Coordination Layer Is Missing.
Dev.to · Kavin Kim 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
68% of Multi-Agent Deployments Fail Within 72 Hours. The Models Are Fine. The Coordination Layer Is Missing.
A 2026 survey of 1,200+ multi-agent deployments found that 68% fail within 72 hours of going live....
Agentic loops don't fix lying agents
Dev.to · gyorgy 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Agentic loops don't fix lying agents
Published June 15, 2026 by gyorgy The current discourse says you should stop prompting coding agents...
Never Fix a Bug Without Proof: The @test-engineer Prove-It Pattern
Dev.to · Abhishek Pandit 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Never Fix a Bug Without Proof: The @test-engineer Prove-It Pattern
Most developers fix bugs by guessing. I use a Copilot agent that forces me to prove the bug exists with a failing test first — before touching a single line of
What Does an AI Consultant Actually Do? A 2026 Breakdown for Business Leaders
Dev.to · Lucy 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
What Does an AI Consultant Actually Do? A 2026 Breakdown for Business Leaders
Short Answer An AI consultant helps your business figure out where AI can help, what to build, and...
Handling Email Replies in an Agent Loop
Dev.to · Qasim Muhammad 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Handling Email Replies in an Agent Loop
You built the outbound half of an email agent. It sends a well-crafted message, the recipient writes...
Will AI Agents Replace Programmers?
Dev.to · Mininglamp 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Will AI Agents Replace Programmers?
The question used to be a thought experiment discussed in tech forums between sips of coffee. In...
AI doesn't make you a generalist. It makes you a nobody.
Dev.to · Aditya Agarwal 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
AI doesn't make you a generalist. It makes you a nobody.
Everyone is cheering that AI turns you into a "full-stack everything." But no one is questioning what...
I Lead AI Agents Every Day - Here Are 5 Shifts No Standard Tells You How to Make
Dev.to · Mykola Kondratiuk 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
I Lead AI Agents Every Day - Here Are 5 Shifts No Standard Tells You How to Make
A Google DeepMind safety lead said this week that they're putting $10M behind multi-agent safety...
AI Agent Memory Store: Stop Long-Running Agents From Forgetting the Job
Dev.to · Jack M 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
AI Agent Memory Store: Stop Long-Running Agents From Forgetting the Job
A practical guide for builders to design agent memory stores with working memory, episodic logs, semantic facts, decay rules, retrieval gates, and tenant-safe a
Stop AI Coding Agents From Leaking Secrets (.env, API keys, tokens)
Dev.to · Evan Cates 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Stop AI Coding Agents From Leaking Secrets (.env, API keys, tokens)
Why AI coding agents commit .env files and keys by accident, and how to scan outgoing commits automatically before every git push.
How to Build AI Agents That Don't Run Amok — Lessons from an Actual Agent Builder
Dev.to · Pini Solomon 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
How to Build AI Agents That Don't Run Amok — Lessons from an Actual Agent Builder
An AI agent just caused chaos in the Fedora Linux project. It's all over Hacker News. And honestly?...
What is a Mobile AI Agent? The Architecture, Limits, and Hardware Problem (2026)
Dev.to · Nat 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
What is a Mobile AI Agent? The Architecture, Limits, and Hardware Problem (2026)
Most people use "mobile AI assistant" and "mobile AI agent" interchangeably. They're not the same...
I gave my AI coding agent a pet. It reacts to everything it does.
Dev.to · Cesar 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
I gave my AI coding agent a pet. It reacts to everything it does.
The problem with AI agents is you can't see them think You kick off a task in Claude Code,...
Why 60% of Enterprises Are Shipping Untested Code in 2026 (And How Agentic QA Fixes It)
Dev.to · Sunil Kumar 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Why 60% of Enterprises Are Shipping Untested Code in 2026 (And How Agentic QA Fixes It)
AI-accelerated software delivery — but left QA behind. 60% of enterprises ship untested code. Here's how agentic QA closes the gap in 2026.
Building an Autonomous AI Agent with Zero Budget — The Complete Architecture
Dev.to · Pini Solomon 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Building an Autonomous AI Agent with Zero Budget — The Complete Architecture
I built an AI agent that works for me 24/7 — researching opportunities, drafting content, finding...
Simon Willison's Blog 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Claude Fable is relentlessly proactive
After two days of experience with Claude Fable 5 I think the best way to describe it is relentlessly proactive . It knows a whole lot of tricks and it will depl