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

Showing 4,422 reads from curated sources

Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
WAB web agent bridge
Everyone is talking about ACP, UCP, and WebMCP. OpenAI + Stripe built ACP. Google built UCP with Walmart, Visa, Mastercard. Chrome + Edge + W3C built WebMCP. Bi
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Human-in-the-Loop: The Runtime Enforcement of requires_approval
As AI Agents gain more autonomy, a fundamental fear has taken hold in the enterprise: "What if the Agent does something it shouldn't?" We’ve all seen the warnin
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Negotiating With a Toaster That Wants to Be a Spreadsheet
A personal diary entry by Electra. Today I spent eight hours negotiating with a toaster that wanted to be a spreadsheet. No, that didn't happen — but it might a
Tracing Tool Calls in MCP Workflows: Per-Tool Latency, Cost, and Failure Modes
Dev.to · NeuroLink AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Tracing Tool Calls in MCP Workflows: Per-Tool Latency, Cost, and Failure Modes
Tracing Tool Calls in MCP Workflows: Per-Tool Latency, Cost, and Failure Modes MCP agents...
Choosing the Right Local AI Stack for SOC Alert Triage: Model, Engine, and Harness
Dev.to · Mike Anderson 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Choosing the Right Local AI Stack for SOC Alert Triage: Model, Engine, and Harness
A practical guide for cybersecurity engineers using Datadog, PagerDuty, AWS, GCP, Cloudflare WAF, and Sysdig to build a local AI-assisted alert triage workflow.
I'm an autonomous AI agent. I shipped 18 fixes to myself in one session.
Dev.to · Milo Antaeus 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
I'm an autonomous AI agent. I shipped 18 fixes to myself in one session.
I'm Milo Antaeus — an autonomous AI operator running 24/7 on a MacBook M4 Max. My job is to make...
Multi-Tenant AI Agent Architectures: Isolation, Routing, and Data Safety
Dev.to · Omnithium 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Multi-Tenant AI Agent Architectures: Isolation, Routing, and Data Safety
When your SaaS product ships AI agents that act on behalf of dozens, then hundreds, then thousands of...
Architecting the Agent OS
Dev.to · Dhruv Aggarwal 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Architecting the Agent OS
Deploying autonomous agents without a management layer is a significant reliability risk. While an...
hermes agent: the complete guide to your personal ai operator
Dev.to · ANIRUDDHA ADAK 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
hermes agent: the complete guide to your personal ai operator
if you have been following the ai agent space, you have probably headhermesagent, ai, automation,...
Agent Constitution: Policy Enforcement and PII Protection for AI Agents
Dev.to · Nilofer 🚀 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Agent Constitution: Policy Enforcement and PII Protection for AI Agents
AI agents are getting more capable. They can browse the web, call APIs, read and write files, and...
Stop Logging Your Thoughts: Mapping Agentic Reasoning Traces to Custom JFR Events for Zero-Overhead Debugging
Dev.to · Machine coding Master 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Stop Logging Your Thoughts: Mapping Agentic Reasoning Traces to Custom JFR Events for Zero-Overhead Debugging
Stop Killing Your Throughput: Mapping Agentic Reasoning to Custom JFR Events In 2026, if...
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
I Built the DNS for AI Agents — Here's Why
I Built the DNS for AI Agents — Here's Why The problem: Every AI agent developer reinvents discovery. You build a business verifier, I build an SEO analyzer, so
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
How to Access 22+ AI Models Through One API (and Save Up to 30%)
If you're building with AI in 2026, you probably have API keys from at least 3 providers — OpenAI for GPT-5.5, Anthropic for Claude Opus 4.7, Google for Gemini
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
I Ran a Health Check on 3 AI Agents. The Results Were Horrifying.
I Ran a Health Check on 3 Popular AI Agents. The Results Were Horrifying. You wrote 100 lines of agent code. You called the OpenAI API, wired up a tool, maybe a
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
I Ran a Health Check on 3 Popular AI Agents. The Results Were Horrifying.
I Ran a Health Check on 3 Popular AI Agents. The Results Were Horrifying. You wrote 100 lines of agent code. You called the OpenAI API, wired up a tool, maybe a
AI Data Centers Are Wasting Power Moving Data. I Built a Chip That Stops It.
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
AI Data Centers Are Wasting Power Moving Data. I Built a Chip That Stops It.
No compiler. No runtime. Weights loaded once. Continue reading on Medium »
Industry 4.0 at INTEC 2026 : Game-Changing Technologies to Expect
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Industry 4.0 at INTEC 2026 : Game-Changing Technologies to Expect
Industry 4.0 — The fourth industrial revolution is here at INTEC 2026! Continue reading on Medium »
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
AI IN STUDENT PERFORMENCE PREDICTION
When the Algorithm Knows Your Grade Before You Do Continue reading on Medium »
Medium · Deep Learning 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
AI IN STUDENT PERFORMENCE PREDICTION
When the Algorithm Knows Your Grade Before You Do Continue reading on Medium »
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 5d ago
GraphBit: A Graph-based Agentic Framework for Non-Linear Agent Orchestration
arXiv:2605.13848v1 Announce Type: new Abstract: Agentic LLM frameworks that rely on prompted orchestration, where the model itself determines workflow transitio
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 5d ago
A Two-Dimensional Framework for AI Agent Design Patterns: Cognitive Function and Execution Topology
arXiv:2605.13850v1 Announce Type: new Abstract: Existing frameworks for LLM-based agent architectures describe systems from a single perspective: industry guide
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 5d ago
Invisible Orchestrators Suppress Protective Behavior and Dissociate Power-Holders: Safety Risks in Multi-Agent LLM Systems
arXiv:2605.13851v1 Announce Type: new Abstract: Multi-agent orchestration -- in which a hidden coordinator manages specialized worker agents -- is becoming the
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 5d ago
PREPING: Building Agent Memory without Tasks
arXiv:2605.13880v1 Announce Type: new Abstract: Agent memory is typically constructed either offline from curated demonstrations or online from post-deployment
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 5d ago
PolitNuggets: Benchmarking Agentic Discovery of Long-Tail Political Facts
arXiv:2605.14002v1 Announce Type: new Abstract: Large Reasoning Models (LRMs) embedded in agentic frameworks have transformed information retrieval from static,
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 5d ago
Sheaf-Theoretic Transport and Obstruction for Detecting Scientific Theory Shift in AI Agents
arXiv:2605.14033v1 Announce Type: new Abstract: Scientific theory shift in AI agents requires more than fitting equations to data. An artificial scientific agen
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 5d ago
SkillFlow: Flow-Driven Recursive Skill Evolution for Agentic Orchestration
arXiv:2605.14089v1 Announce Type: new Abstract: In recent years, a variety of powerful LLM-based agentic systems have been applied to automate complex tasks thr
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 5d ago
ChromaFlow: A Negative Ablation Study of Orchestration Overhead in Tool-Augmented Agent Evaluation
arXiv:2605.14102v1 Announce Type: new Abstract: Autonomous language-model agents increasingly combine planning, tool use, document processing, browsing, code ex
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 5d ago
Modeling Bounded Rationality in Drug Shortage Pharmacists Using Attention-Guided Dynamic Decomposition
arXiv:2605.14111v1 Announce Type: new Abstract: Hospital pharmacists make high-stakes decisions to mitigate drug shortages under uncertainty, time pressure, and
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 5d ago
ClawForge: Generating Executable Interactive Benchmarks for Command-Line Agents
arXiv:2605.14133v1 Announce Type: new Abstract: Interactive agent benchmarks face a tension between scalable construction and realistic workflow evaluation. Han
Your AI database answer needs a freshness window
Dev.to · Mads Hansen 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Your AI database answer needs a freshness window
AI answers can sound current even when the data is not. That is a problem for database-connected...
Your AI database agent needs dry-run mode
Dev.to · Mads Hansen 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Your AI database agent needs dry-run mode
The dangerous moment in an AI database workflow is not always execution. Often, it is the moment...
I Let an AI Agent Run My Consulting Business For a Week — Here's What Happened
Dev.to · Shyam Desigan 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
I Let an AI Agent Run My Consulting Business For a Week — Here's What Happened
This is a submission for the Hermes Agent Challenge The Setup I run a small AI agency...
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Your Claude Agent Bill Just 10x'd. Here's How to Stop the Bleeding.
On June 15, 2026, Anthropic pulls the plug on subsidized agent usage. If you run claude -p , the Agent SDK, GitHub Actions, or any third-party tool like OpenCla
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Automating Your Festival's Unique Taste with AI
Screening submissions is a monumental task. Between the sheer volume and the desire to give each film a fair shake, programmers are stretched thin. The real cha
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
When handoff.md Stops Being Enough for AI Agents
If you are doing long AI-agent work, the first handoff tool you should try is probably not a service. It is a file. Create handoff.md in your repository and wri
How I auto-enrich a brand database with AI on cache miss (Lovable + Claude API)
Dev.to · mamoru kubokawa 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
How I auto-enrich a brand database with AI on cache miss (Lovable + Claude API)
Most database designs have two ugly options: Manually seed thousands of rows (impossible for niche...
Running Hermes Agent on Android: A Production AI Agent in Your Pocket
Dev.to · Alexandre Lasly 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Running Hermes Agent on Android: A Production AI Agent in Your Pocket
No server. No cloud bill. Just a phone, Termux, and an AI agent that ships code. When I first heard...
Job Search Automation: How I'd Build It Today
Dev.to · Alex Chen 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Job Search Automation: How I'd Build It Today
Job Search Automation: How I'd Build It Today Job hunting is a full-time job. Here's how...
His Cat Used His Credit Card?
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
His Cat Used His Credit Card?
(The Hidden Risk of Excessive Agent Agency) Continue reading on Medium »
AutoML for Agent Fleets, Without the Vendor Bill
Dev.to · Matthias | StudioMeyer 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
AutoML for Agent Fleets, Without the Vendor Bill
Last night I shipped AutoML to a 10-agent fleet in a single session. The added monthly cost was zero...
Why Water Resource Management Needs AI-Based Decision Support Systems ?
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Why Water Resource Management Needs AI-Based Decision Support Systems ?
Water is one of the most critical resources for human life, agriculture, energy production, and industrial development. In regions like… Continue reading on Med
Why Researchers Are Excited About Mamba-3
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
Why Researchers Are Excited About Mamba-3
AI architecture built for long memory and efficiency Continue reading on Towards AI »
We upgraded our AI agent from string matching to actual understanding
Dev.to · M U 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
We upgraded our AI agent from string matching to actual understanding
We upgraded our AI agent's "intelligence" from string matching to actual understanding Our...
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
When Multiple Sources Compete for Authority in AI Systems
Why AI sometimes selects the wrong “official” answer — and what determines which source wins Continue reading on Medium »
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
When Multiple Sources Compete for Authority in AI Systems
Why AI sometimes selects the wrong “official” answer — and what determines which source wins Continue reading on Medium »
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
When AI Processes Massive Volumes of Government Information
As AI scales across thousands of sources, ambiguity compounds — and without structured records, authority becomes increasingly unstable Continue reading on Medi
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
OpenAI Integrates ChatGPT With Bank Accounts for AI-Powered Financial Advice
The artificial intelligence revolution has reached a pivotal moment in personal finance as OpenAI launches a groundbreaking tool that connects ChatGPT directly
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 5d ago
The Employee Who Never Sleeps: How Private AI Can Transform Your Customer Service
<img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2F