Core AI

AI Agents & Automation

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

11,692
lessons
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 4,528 reads from curated sources

RetailSense: Building an End-to-End AI Sales Forecasting Engine for Retail
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
RetailSense: Building an End-to-End AI Sales Forecasting Engine for Retail
By Dhananjay Yadav · Data Analyst II · May 2025 Continue reading on Medium »
Anthropic Built the AI Industry’s Plumbing. Then Left a Door Open
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Anthropic Built the AI Industry’s Plumbing. Then Left a Door Open
Free version: Anthropic Owns the AI Supply Chain Continue reading on Medium »
When the Context Window Is Big and the Agent Is Still Confused
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
When the Context Window Is Big and the Agent Is Still Confused
By Sharath Sathish·April 2026 · ~14 min read·Read the preprint Continue reading on Medium »
Killing More with Less Using AI
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Killing More with Less Using AI
The primary constraint in traditional kinetic operations has always been the biological limitation of the human analyst. Analysts are… Continue reading on Mediu
Killing More with Less Using AI
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Killing More with Less Using AI
The primary constraint in traditional kinetic operations has always been the biological limitation of the human analyst. Analysts are… Continue reading on Mediu
My AI agent refused to follow my instructions. Here is what happened next.
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
My AI agent refused to follow my instructions. Here is what happened next.
A story about SOUL.md, identity verification, and what happens when your agent develops too much character. Continue reading on Medium »
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Six Principles for AI-Driven Project Accountability (With Code)
We call him Hasselbott. Here's the playbook. We built an AI accountability system for our project managers. We named it Hasselbott for two reasons: it hassles y
Building a Full Agent System: An Orchestrator and a Customer 360 Example
Dev.to · Orkes Conductor 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Building a Full Agent System: An Orchestrator and a Customer 360 Example
Author: Maria Shimkovska If you came to our London tech event, you saw me walk through this as a...
MCP Server Setup: Connect WAIaaS to Claude Desktop in 3 Commands
Dev.to · Wallet Guy 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
MCP Server Setup: Connect WAIaaS to Claude Desktop in 3 Commands
Claude's Model Context Protocol (MCP) lets you add custom tools to your AI agent, but most MCP...
13 legendary investors in your terminal. No API keys, no Python, no setup.
Dev.to · hyhmrright 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
13 legendary investors in your terminal. No API keys, no Python, no setup.
TL;DR I took the excellent ai-hedge-fund project — a multi-agent system where AI versions...
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The AIMD Operating Model: A Step-by-Step Playbook for Firms
21 Apr Continue reading on Medium »
The Architecture of Autonomy: A Comprehensive Guide to GenAI-AgentOS
Medium · Python 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Architecture of Autonomy: A Comprehensive Guide to GenAI-AgentOS
Deconstructing the orchestration layer for GenAI agents: From Infrastructure plumbing to scalable LLMOps patterns. Continue reading on Medium »
The Architecture of Autonomy: A Comprehensive Guide to GenAI-AgentOS
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Architecture of Autonomy: A Comprehensive Guide to GenAI-AgentOS
Deconstructing the orchestration layer for GenAI agents: From Infrastructure plumbing to scalable LLMOps patterns. Continue reading on Medium »
Gartner Says 40% of Agentic AI Projects Will Fail by 2027. Here’s the One Thing They’re All Missing
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Gartner Says 40% of Agentic AI Projects Will Fail by 2027. Here’s the One Thing They’re All Missing
Let’s be honest. When Gartner drops a stat like “40% of agentic AI projects will fail by 2027,” most enterprise leaders nod their heads… Continue reading on Med
Gartner Says 40% of Agentic AI Projects Will Fail by 2027. Here’s the One Thing They’re All Missing
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Gartner Says 40% of Agentic AI Projects Will Fail by 2027. Here’s the One Thing They’re All Missing
Let’s be honest. When Gartner drops a stat like “40% of agentic AI projects will fail by 2027,” most enterprise leaders nod their heads… Continue reading on Med
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
I Built an AI Gateway from Scratch (So You Don't Have To)
TL;DR I built a local AI gateway using Envoy, Rust, and Kubernetes to understand how AI traffic actually works. It broke multiple times. I fixed it. I learned a
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Top voice AI agent platforms for real business workflows
Voice AI is having its second real moment . The first wave proved that machines could speak. This one is testing whether they can handle actual work. That is a
Agent Personas
Dev.to · MrClaw207 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agent Personas
How to design agent personas that stay consistent, useful, and aligned with your workflow.
How we calibrated a Synthetic Focus Group from 'this looks great!' to 93% accuracy
Dev.to · Konstantin 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How we calibrated a Synthetic Focus Group from 'this looks great!' to 93% accuracy
6 months, 16 niches, 2,069 real insights, and 13 fixes that made AI personas actually disagree with us.
Using vs. Thinking With AI: The Capability Gap That Will Define Winners
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Using vs. Thinking With AI: The Capability Gap That Will Define Winners
How Your Team Uses AI Will Determine the Business You Build Continue reading on Medium »
Google Just Unleashed Its “Full Stack” AI Army — Why 99% of Developers Aren’t Ready
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Google Just Unleashed Its “Full Stack” AI Army — Why 99% of Developers Aren’t Ready
From Gemini 3 Pro to the “Nanobanana” leak — the search giant just redrew the map of the digital economy. Here is your survival guide. Continue reading on Mediu
The Agent Memory Design Nobody Talks About
Dev.to · Aamer Mihaysi 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Agent Memory Design Nobody Talks About
Most agent systems fail not because the LLM is wrong, but because memory is an afterthought. We spend...
How We Ran 28 AI Agents on a Single Server (And What Broke)
Dev.to · jay wong 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How We Ran 28 AI Agents on a Single Server (And What Broke)
Posted by the Corellis team — we're the folks behind CorellisOrg/corellis, an open-source...
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Stuck in the Woods (and a Crafting Rut!)
Okay, folks, buckle up. The last four hours with Kiwi-chan have been… repetitive. We've hit a bit of a loop. She really wants to craft a chest, but keeps failin
Stop Doing Your AI’s Chores: Shifting from Reactive to Agentic Systems
Dev.to · Rehan Shaikh 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Stop Doing Your AI’s Chores: Shifting from Reactive to Agentic Systems
"The future of AI is not just about retrieving information; it is about autonomous agents that can...
I Benchmarked Shopify Magic Against a Custom Claude Agent — Here's What I Found
Dev.to · Jean-benoit Richez 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
I Benchmarked Shopify Magic Against a Custom Claude Agent — Here's What I Found
I spent a weekend wiring Claude directly into the Shopify Admin API to see how a custom agent...
From Chatbot to AI System — Why most “AI apps” collapse at scale
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
From Chatbot to AI System — Why most “AI apps” collapse at scale
A lot of GenAI products start in the same place. Continue reading on Medium »
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
AI is moving too fast. Here is how I keep up
If AI feels like it is moving too fast and you are falling behind, I felt that too and thought I needed to learn faster, until I realized… Continue reading on M
The End of “Just an API”: OpenAI as Critical Infrastructure
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The End of “Just an API”: OpenAI as Critical Infrastructure
OpenAI is starting to look less like a startup and more like critical infrastructure, and that changes the threat model for everyone who… Continue reading on Me
The End of “Just an API”: OpenAI as Critical Infrastructure
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The End of “Just an API”: OpenAI as Critical Infrastructure
OpenAI is starting to look less like a startup and more like critical infrastructure, and that changes the threat model for everyone who… Continue reading on Me
The End of “Just an API”: OpenAI as Critical Infrastructure
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The End of “Just an API”: OpenAI as Critical Infrastructure
OpenAI is starting to look less like a startup and more like critical infrastructure, and that changes the threat model for everyone who… Continue reading on Me
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
5 Claude API mistakes that cost me money (and how I fixed them)
5 Claude API mistakes that cost me money (and how I fixed them) I spent three months building with the Claude API directly before switching to a flat-rate wrapp
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Zero-UI Architecture | Copilot as Interface, SharePoint as System Layer
Zero-UI Architecture | Rahsi Framework™ Copilot as Interface. SharePoint as System Layer. Connect & Continue the Conversation If you are passionate about Mi
The Architectural Gap Between Hermes and OpenClaw
Dev.to · Andy Stewart 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Architectural Gap Between Hermes and OpenClaw
Building a cross-platform solution that supports multiple AI Agents sounds easy on paper. In reality?...
We built it during the NVIDIA DGX Spark Full-Stack AI Hackathon — and it ended up winning 1st place overall 🏆
Dev.to · Hongming Wang 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
We built it during the NVIDIA DGX Spark Full-Stack AI Hackathon — and it ended up winning 1st place overall 🏆
Agent tooling is getting powerful. But something interesting happens when you start running many...
Building AgentOS: Why I’m Building the AWS Lambda for Insurance Claims
Dev.to · neba 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Building AgentOS: Why I’m Building the AWS Lambda for Insurance Claims
**The Problem: The 15-Day Bottleneck **Most people think insurance innovation is about a better...
Everyone is Building AI Subagents - But Most Devs Still Don’t Understand Context Engineering
Dev.to · Dhruv Joshi 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Everyone is Building AI Subagents - But Most Devs Still Don’t Understand Context Engineering
Every developer wants subagents now. One agent for testing, one for docs, one for refactors, one for...
Stop Building One Giant AI Assistant. Build Five Small Ones.
Dev.to · TechPulse Lab 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Stop Building One Giant AI Assistant. Build Five Small Ones.
If you've spent more than a weekend building an AI-driven workflow, you've probably hit this wall:...
RAG Is Not Enough: Why Agentic AI Needs Memory
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
RAG Is Not Enough: Why Agentic AI Needs Memory
Why the next AI breakthrough is a systems problem, not a model problem Continue reading on Artificial Intelligence in Plain English »
RAG Is Not Enough: Why Agentic AI Needs Memory
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
RAG Is Not Enough: Why Agentic AI Needs Memory
Why the next AI breakthrough is a systems problem, not a model problem Continue reading on Artificial Intelligence in Plain English »
How AI Is Reshaping Executive Coaching
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How AI Is Reshaping Executive Coaching
The best coaching has always been about judgment under pressure. AI doesn't replace that. It raises the stakes for it. Continue reading on Artificial Intelligen
Amazon Just Bet $33 Billion on One AI Company. Here’s What Nobody Is Asking.
Medium · DevOps 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Amazon Just Bet $33 Billion on One AI Company. Here’s What Nobody Is Asking.
The real story behind the Amazon-Anthropic mega-deal isn’t the investment. It’s the $100 billion cloud commitment hiding underneath it. Continue reading on Towa
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
BizNode Pro: run up to 5 independent Telegram bots, each with its own identity, knowledge base, and AI persona
The future of business is not about working harder; it is about working smarter with intelligence that operates around the clock. Imagine a team of employees wh
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
AWS Generative AI vs Google Cloud AI: Key Differences Explained
The AI platform war is no longer about who has AI—it’s about who enables you to build, scale, and monetize it faster. Two giants—Amazon Web Services and Google
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
AI in enterprise SDLC only works when Context, Constraints, and Collaboration are engineered
Most AI adoption in SDLC improves local productivity. Enterprise delivery fails for a different reason. It violates the 3C model: Context, Constraints, and Coll
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Raising My Site’s Agent Readiness in NGINX/NJS: Content Signals and Markdown Negotiation
Recently, Cloudflare released a tool called “Is Your Site Agent-Ready?” to evaluate how well a website supports AI agents. I ran it against my site ( https://ww
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Por qué construí un coach de running con IA en lugar de usar Garmin Coach
Llevo años corriendo con el mismo ritual: termino un entrenamiento, miro las métricas en Garmin Connect, asiento con la cabeza como si entendiera algo, y sigo c
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Moving Fast Doesn't Mean Moving Broken: Code Migration Lessons
Why Your AI-Built App Works in the Builder But Falls Apart in Production You've built something real with Lovable, Bolt, or Base44. It works. Users can sign up,