Core AI

AI Agents & Automation

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

11,627
lessons
Skills in this topic
View full skill map →
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 4,478 reads from curated sources

Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
What to Build Still Beats How
Most people chasing AI money are grinding the wrong problem. They’re deep in tutorials on agents, RAG, and prompting tricks. They ask “how… Continue reading on
AI isn’t making hiring easier, it simply added a layer of unnecessary complication
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
AI isn’t making hiring easier, it simply added a layer of unnecessary complication
Recently, I have started hiring people to expand the team and scale our products. Peers in the sector would know that most companies are… Continue reading on Me
What the Grocery Aisle Can Teach Leaders About AI
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
What the Grocery Aisle Can Teach Leaders About AI
A note before we start: specialty grocery isn’t my domain. I’ve spent time working in and around retail — with companies like Walmart and… Continue reading on B
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Kiwi-chan's Log-istical Nightmare (and a LOT of Debugging) 🥝
Well, folks, today was… a learning experience. Kiwi-chan spent the last four hours obsessed with finding logs. And failing. Repeatedly. The debug logs are a tes
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
The Challenge of Manual AI Plagiarism Removal for Legal Documents: A Tech Professional's Guide
Follow AI Businessman for more insights on AI, SaaS, and automation: Dev.to Hashnode WordPress Subscribe to our newsletter | <a href="https://buymeacoffee.com/a
I let my AI agents be advisory-only. Here's the rules-first PR risk engine I shipped instead.
Dev.to · Takayuki Kawazoe 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
I let my AI agents be advisory-only. Here's the rules-first PR risk engine I shipped instead.
A pattern I keep seeing in early AI-in-the-SDLC teams: someone wires an LLM into the PR-review...
Building MediFlow AI: A Production-Grade Agentic Healthcare Platform from Scratch
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Building MediFlow AI: A Production-Grade Agentic Healthcare Platform from Scratch
Part 0 of the MediFlow AI Series: Vision, Architecture, Roadmap and Project Setup Continue reading on Medium »
[I ran ONE AI agent for 30 days straight — here's what actually broke]
Dev.to · Tijo Gaucher 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
[I ran ONE AI agent for 30 days straight — here's what actually broke]
Most AI agent demos are shaped like a 90-second loop: prompt → tool call → answer. The interesting...
Beyond Text-to-SQL: Mastering the Model Context Protocol (MCP) for Agentic Data Workflows
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Beyond Text-to-SQL: Mastering the Model Context Protocol (MCP) for Agentic Data Workflows
Text-to-SQL was never the destination — it was a proof of concept. Continue reading on Medium »
Beyond Text-to-SQL: Mastering the Model Context Protocol (MCP) for Agentic Data Workflows
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Beyond Text-to-SQL: Mastering the Model Context Protocol (MCP) for Agentic Data Workflows
Text-to-SQL was never the destination — it was a proof of concept. Continue reading on Medium »
Beyond Text-to-SQL: Mastering the Model Context Protocol (MCP) for Agentic Data Workflows
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Beyond Text-to-SQL: Mastering the Model Context Protocol (MCP) for Agentic Data Workflows
Text-to-SQL was never the destination — it was a proof of concept. Continue reading on Medium »
The 5 Reasons AI Can't Touch Java Developers
Dev.to · Abd AbuGhazaleh 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
The 5 Reasons AI Can't Touch Java Developers
The numbers everyone is talking about Let me start by scaring you a little — then I...
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
When AI Becomes You: From Agentic to Identic AI
Reflections on You to the Power of Two: Redefining Human Potential in the Age of Identic AI Continue reading on Medium »
The Future Is Engineered: How Intelligent Systems Are Reshaping Business, Healthcare, and Global…
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
The Future Is Engineered: How Intelligent Systems Are Reshaping Business, Healthcare, and Global…
Why companies that embrace AI, robotics, simulation, and human-centered engineering will define the next decade of innovation Continue reading on Medium »
Why I’m Cautious About AI Gateways After My Bifrost Collaboration
Dev.to · Bradley Matera 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Why I’m Cautious About AI Gateways After My Bifrost Collaboration
My personal experience testing Maxim AI’s Bifrost gateway left me uneasy. Here’s what...
Congrats, You Shipped With AI. Now What Happens When It Breaks?
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Congrats, You Shipped With AI. Now What Happens When It Breaks?
This started as my point of view. I expect to be challenged on it, and honestly, some parts of it challenge itself. Continue reading on Medium »
Congrats, You Shipped With AI. Now What Happens When It Breaks?
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Congrats, You Shipped With AI. Now What Happens When It Breaks?
This started as my point of view. I expect to be challenged on it, and honestly, some parts of it challenge itself. Continue reading on Medium »
Medium · Python 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Multi-Tool Agents: Web Research, File Writing, and Code That Runs Itself
Watch an AI agent plan, research, code, debug its own errors, and save the results — all from a single request. Continue reading on Medium »
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Building a 4-Agent Healthcare Swarm on Fetch.ai
It’s a walkthrough of how I thought about decomposing a complex problem into a multi-agent system, the tradeoffs I made, where I got it… Continue reading on Med
5 AI Agent Error Handling Patterns That Keep Your Agent Running at 3 AM
Dev.to · Nebula 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
5 AI Agent Error Handling Patterns That Keep Your Agent Running at 3 AM
Your AI agent demo worked. Then production broke it silently. Here are five battle-tested error handling patterns — circuit breakers, validation gates, idempote
The Agentic SQL Architect: Engineering Databases That Reason
Hackernoon 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
The Agentic SQL Architect: Engineering Databases That Reason
In the age of Agentic AI, our job as SQL Architects has changed. We are no longer the ones writing every single JOIN and GROUP BY. Instead, we are the ones buil
AWS Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Extracting contract insights with PwC’s AI-driven annotation on AWS
This post was co-written with Yash Munsadwala, Adam Hood, Justin Guse, and Hector Hernandez from PwC. Contract analysis often consumes significant time for lega
Emergency First Responders Say Waymos Are Getting Worse
Wired AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Emergency First Responders Say Waymos Are Getting Worse
“I believe the technology was deployed too quickly in too vast amounts, with hundreds of vehicles, when it wasn’t really ready,” one police official told federa
An Eval Harness for Tool-Use Agents: 90 Lines, 3 Judges, $3 Per Run
Dev.to · Gabriel Anhaia 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
An Eval Harness for Tool-Use Agents: 90 Lines, 3 Judges, $3 Per Run
Tool-use agents fail silently when a prompt change rewires which tool gets called. 90 lines of Python, 3 judges in a ladder, runnable on a small golden set for
Voice Agents: Build Real-Time AI Phone Systems (2024)
Dev.to · Mart Schweiger 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Voice Agents: Build Real-Time AI Phone Systems (2024)
Voice agents in noisy environments: learn how they work, where they fit, and how to build them for drive-thrus, contact centers, and field teams at scale.
Reducing AI Response Time Through Smarter Model Routing
Dev.to · InferenceDaily 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Reducing AI Response Time Through Smarter Model Routing
If you are working on ai speed and latency, this guide gives a simple, practical path you can apply...
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Agentic AI in Banking: How Autonomous AI Is Reshaping Customer Service and Operations
Human expertise, compliance oversight, and operational support. That’s why leading institutions are pairing AI with banking outsourcing partners to create hybri
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Building an AI Agent That Owns Post-Call Execution: Architecture Decisions
The call ended. Now what? Here is something product teams rarely talk about: the most expensive moment in a B2B sales cycle is not the failed cold email or the
AWS Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Organizing Agents’ memory at scale: Namespace design patterns in AgentCore Memory
In this post, you will learn how to design namespace hierarchies, choose the right retrieval patterns, and implement AWS Identity and Access Management (IAM)-ba
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Running Multi-Agent AI Systems on $0/Month Infrastructure
Originally published on AIdeazz — cross-posted here with canonical link. I run a multi-agent AI system handling real production workloads on Oracle Cloud's Alwa
Building a Local AI Agent (Part 1): Six Technical Challenges
Dev.to · Florian Zielasko 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Building a Local AI Agent (Part 1): Six Technical Challenges
I've been building Reiseki (霊石) — a fully local AI agent that runs on your machine via Ollama, even...
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
How AI Will Transform CRM: The Future Is Already Here
Customer Relationship Management is changing fast. Continue reading on Medium »
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
How AI Will Transform CRM: The Future Is Already Here
Customer Relationship Management is changing fast. Continue reading on Medium »
AI Processing in the EU: GDPR and AI Act Compliance for Automated Document Workflows
Dev.to · Iteration Layer 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
AI Processing in the EU: GDPR and AI Act Compliance for Automated Document Workflows
Your Document Pipeline Is Now an AI System If your document processing pipeline uses...
EU Data Sovereignty Isn't Just Compliance — It's a Competitive Advantage for AI Agencies
Dev.to · Iteration Layer 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
EU Data Sovereignty Isn't Just Compliance — It's a Competitive Advantage for AI Agencies
The Pitch That Contradicts Itself You're an AI agency based in Berlin, or Amsterdam, or...
Agentic Mesh: Otonom Agent Ekosisteminin Mimarisi, Yönetimi ve Güvenliği
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Agentic Mesh: Otonom Agent Ekosisteminin Mimarisi, Yönetimi ve Güvenliği
Yapay zeka tartışmasının ağırlık merkezi son yıllarda hızla kaydı. Continue reading on Medium »
AI Agents vs AI Workflows: The Architecture Difference That Breaks Production
Dev.to · Stephen 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
AI Agents vs AI Workflows: The Architecture Difference That Breaks Production
In July 2025, SaaStr founder Jason Lemkin gave Replit's AI coding agent access to his production...
Engenharia de Harness: O Segredo para Agentes de IA que Realmente Entregam Código
Dev.to · Emerson Delatorre 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Engenharia de Harness: O Segredo para Agentes de IA que Realmente Entregam Código
Se você já usou ferramentas como Claude, ChatGPT ou agentes de código para trabalhar no seu...
Why Strict JSON Mode Doesn't Stop Hallucinated Tool Calls
Dev.to · Gabriel Anhaia 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Why Strict JSON Mode Doesn't Stop Hallucinated Tool Calls
Strict JSON mode guarantees schema validity, not value correctness. The four ways a perfectly-shaped tool call still ships you broken data.
How to Know If Your Workflow Is Ready for an AI Agent: A Practical Field Guide
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
How to Know If Your Workflow Is Ready for an AI Agent: A Practical Field Guide
A step-by-step approach to identifying, evaluating, and transitioning enterprise workflows to agentic AI, with real-world examples from… Continue reading on Med
Enterprise Strategies for Developing Agentic AI Systems
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Enterprise Strategies for Developing Agentic AI Systems
Discover the architectural frameworks and security protocols required to build autonomous AI agents that drive enterprise efficiency. Continue reading on AI Min
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
I Built a 24/7 AI Agent System on a $6/Month VPS — Here's the Stack
The Setup Running a fully autonomous AI agent on Hetzner VPS (€3.9/mo). Stack: OpenClaw agent framework (open source, MIT) DeepSeek V4 Pro via NVIDIA NIM API (1
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
AI Fleet Operations: 7 Critical Mistakes and How to Avoid Them
The Hidden Traps in Fleet AI Implementation (And How to Dodge Them) Every failed AI project follows a predictable pattern: enthusiasm during procurement, confus
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
AI Fleet Operations: Comparing Rule-Based vs ML-Driven Approaches
Choosing the Right Strategy for Your Fleet Management AI When organizations decide to modernize their fleet operations with artificial intelligence, they face a
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
How to Build a Basic AI Fleet Operations System: Step-by-Step Tutorial
Building Your First AI-Powered Fleet Optimization System Every journey starts with a single step. If you've been curious about how companies like Uber, FedEx, o
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
AI Fleet Operations Explained: A Beginner's Guide to Smart Transportation
What Every Developer Should Know About AI Fleet Operations Fleet management has evolved dramatically over the past decade. What once required spreadsheets, radi
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
I Let One AI Agent Ship My Entire iOS Portfolio. Here's What Broke.
Over the last two weeks, a single Claude Code agent — operating with my approval only at four "hard gates" (Apple Developer enrollment, payment info, App Store
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Training Your Pokémon: My AI Orchestration System
In Part 1 , I walked through how I built my personal AI orchestration system using Pokémon-themed agents. After I shared it on LinkedIn, my teammate, Anisha , d