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 4,620 reads from curated sources

Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The “Cognitive Layer”: Why 2026 Marks the End of “AI-as-a-Feature”
In 2023, you could get away with adding a “Chat” button to your software and calling it an AI strategy. In 2024, you could survive by… Continue reading on Mediu
Why I Built byCode: A 100% Local, Privacy-First AI IDE
Dev.to · Marcelo Matz 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Why I Built byCode: A 100% Local, Privacy-First AI IDE
Over my 25 years in the tech industry, I’ve seen paradigms shift, frameworks rise and fall, and tools...
How I Built an AI Agent That Investigates Cloud Bill Spikes (Architecture Inside)
Dev.to · avinash 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How I Built an AI Agent That Investigates Cloud Bill Spikes (Architecture Inside)
I built Ghost-hunter, an AI agent that investigates cloud bill spikes the way a senior on-call...
The View from Inside the Web
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The View from Inside the Web
What the Universe Looks Like When You Are the Pattern Looking Back Continue reading on Medium »
What You’re Actually Buying When You Buy Enterprise AI
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
What You’re Actually Buying When You Buy Enterprise AI
A client of mine spent roughly $4 million learning a lesson worth writing down. Continue reading on Medium »
What You’re Actually Buying When You Buy Enterprise AI
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
What You’re Actually Buying When You Buy Enterprise AI
A client of mine spent roughly $4 million learning a lesson worth writing down. Continue reading on Medium »
️ Claude Tutorial — Build a Tool-Using AI Agent: Calendar Management
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
️ Claude Tutorial — Build a Tool-Using AI Agent: Calendar Management
The Official Practice Version — A guided walkthrough from a single tool call to a production-ready agentic loop. Continue reading on AI & ML Human Training/Coac
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How to add Claude AI to any Node.js app in 5 minutes (with conversation memory)
How to add Claude AI to any Node.js app in 5 minutes (with conversation memory) Every Claude tutorial I've seen does one of two things: Shows you a single curl
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Beyond CLAUDE.md: 5 Layers Your AI Agent Harness Is Missing
Most developers stop at CLAUDE.md. That's layer 1. A production Claude Code harness needs 5 layers: memory, tools, permissions, hooks, and observability. Here's
The New Age of Software That Understands Before You Ask
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The New Age of Software That Understands Before You Ask
We are entering a phase of computing where software no longer waits for instructions in the traditional sense. Instead, it begins to… Continue reading on ILLUMI
The New Age of Software That Understands Before You Ask
Medium · SEO 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The New Age of Software That Understands Before You Ask
We are entering a phase of computing where software no longer waits for instructions in the traditional sense. Instead, it begins to… Continue reading on ILLUMI
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Day 3 — Shipping Agent Governance and Pipeline Phase B
Day 3 — Shipping Agent Governance and Pipeline Phase B Today I pushed 16 commits to the PINGx repository, moving the system from a loose collection of agents in
You Need to Engineer the Cage, Not the Prompt
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
You Need to Engineer the Cage, Not the Prompt
For the first six months I used AI coding agents, I thought the skill was prompting. Continue reading on Activated Thinker »
How to Stop Coding Agents from Using Stale Versions
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How to Stop Coding Agents from Using Stale Versions
While working on a full-stack app that stores files in AWS S3, I asked my coding agent to help design a setup with three environments… Continue reading on Mediu
How to Stop Coding Agents from Using Stale Versions
Medium · DevOps 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How to Stop Coding Agents from Using Stale Versions
While working on a full-stack app that stores files in AWS S3, I asked my coding agent to help design a setup with three environments… Continue reading on Mediu
June is our End of the “User”
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
June is our End of the “User”
Breaking the Symmetry of Mediocrity through Sovereign Infrastructure. Continue reading on Medium »
Conway’s Law vs. the Agent
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Conway’s Law vs. the Agent
Your AI agent does not report to anyone. Distributed systems were built for systems that did. Continue reading on Medium »
Conway’s Law vs. the Agent
Medium · Cybersecurity 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Conway’s Law vs. the Agent
Your AI agent does not report to anyone. Distributed systems were built for systems that did. Continue reading on Medium »
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The 5 Security Risks Nobody Talks About in AI Coding Agents
In January 2026, Block's security team ran a red team exercise against their own AI agent, Goose. They called it Operation Pale Fire. They achieved full comprom
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Cipher Development Update — From Execution to Intelligence
Most AI tools today can generate code. Very few can understand a system, decide what to do, and safely act on it. That’s the transition we just crossed with Cip
MIT Technology Review 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agent orchestration
When people say AI will speed up drug development or fear that it will bring about mass layoffs, what they have in mind—whether they know it or not—are AI agent
MIT Technology Review 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Humanoid data
I was recently invited to join an app that would pay me cryptocurrency to film myself doing tasks like putting food into a bowl, microwaving it, and then taking
The End of the UI: Why Salesforce Headless 360 Changes Everything for AI Agents
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The End of the UI: Why Salesforce Headless 360 Changes Everything for AI Agents
If you are building a modern B2B tech stack, here is a deep dive into what Salesforce Headless 360 is, the core capabilities it unlocks… Continue reading on Med
I deleted a $40,000 AI Recommendation Last Month.
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
I deleted a $40,000 AI Recommendation Last Month.
The calculator isn’t the CFO. And other things I wish someone had told me sooner. Continue reading on Medium »
I deleted a $40,000 AI Recommendation Last Month.
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
I deleted a $40,000 AI Recommendation Last Month.
The calculator isn’t the CFO. And other things I wish someone had told me sooner. Continue reading on Medium »
I Built an AI Agent on 75 Years of F1 Data — Here is How It Works
Medium · Python 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
I Built an AI Agent on 75 Years of F1 Data — Here is How It Works
A first-person walkthrough of building a natural language data agent from scratch: the architecture, the tools, the blocker that changed… Continue reading on To
How I Built a Jail for My OpenClaw Agent and Run It for Free
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How I Built a Jail for My OpenClaw Agent and Run It for Free
Two problems with OpenClaw and how I fixed both in one weekend. Continue reading on Medium »
Gemini Robotics ER 1.6: Google’s Latest Update That Makes Robots Smarter in the Real World
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Gemini Robotics ER 1.6: Google’s Latest Update That Makes Robots Smarter in the Real World
Just in (April 14, 2026), Google DeepMind released Gemini Robotics ER 1.6, a small but meaningful upgrade for embodied AI. Continue reading on Medium »
From developer desks to the whole organization: Running Claude Cowork in Amazon Bedrock
AWS Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
From developer desks to the whole organization: Running Claude Cowork in Amazon Bedrock
Today, we're excited to announce Claude Cowork in Amazon Bedrock. You can now run Cowork and Claude Code Desktop through Amazon Bedrock, directly or using an LL
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
MCP vs CLI for AI Agents: A Real AWS Benchmark (and Why the Popular Narrative Asks the Wrong Question)
Full code, aggregated numbers (n=10 across 5 tasks and 5 transports), and a curated selection of 8 hand-picked runs live in the mcp-vs-cli-aws-benchmark repo. T
TechCrunch AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
AI research lab NeoCognition lands $40M seed to build agents that learn like humans
Founded by an OSU researcher, the startup is developing AI agents that can become experts in any domain.
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
LangGraph Error Handling Patterns for Production AI Agents
You have a document processing pipeline. It ingests contracts, extracts key clauses, validates them against policy, and generates a summary. Monday morning it p
The CIA Built AI Avatars of World Leaders. That Validates Our Category.
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The CIA Built AI Avatars of World Leaders. That Validates Our Category.
The New York Times quietly dropped one of the most important AI stories of the last two years, and most of the tech press missed it. Over… Continue reading on M
12 agent patterns that make tool permissions least-privilege by design
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
12 agent patterns that make tool permissions least-privilege by design
Build AI agents that can act usefully without quietly becoming your most overpowered internal user Continue reading on Medium »
Enterprise AI in Practice: 6 Must-Watch Sessions on Scaling Agentic Systems
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Enterprise AI in Practice: 6 Must-Watch Sessions on Scaling Agentic Systems
Enterprise AI is rapidly shifting from experimentation to execution, and with that shift comes a new set of challenges around governance… Continue reading on Me
SLO Design for Agentic AI Systems — Why Traditional Reliability Metrics Break (and What to Use Instead)
Dev.to · Ajay Devineni 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
SLO Design for Agentic AI Systems — Why Traditional Reliability Metrics Break (and What to Use Instead)
The problem with applying traditional SLOs to AI agents SLOs work beautifully when "good"...
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
I let AI Run My Onboarding Here is what happened
So I sat with myself for few hours a month a go, thinking deeply, what other ways I can leverage agentic ai into my solutions. A chatbot seams the default every
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Java Agent Frameworks Are Code-First. Agentican Isn't.
I've been immersed in agentic workflows for the past year, and I had a persistent feeling that something was missing — not in any particular product, but in how
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Never Miss an Urgent Call Again: Build an AI Voicemail Handler
You're in a meeting. Your phone rings. You ignore it. Fifteen minutes later, you check voicemail — "Hi, this is Dave from Acme Corp, we need to talk about our $
Building MCP Servers for Genealogy: AI-Powered Historical Research
Dev.to · Raphaël Pinson 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Building MCP Servers for Genealogy: AI-Powered Historical Research
Using Claude & MCP servers to enhance genealogy research.
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
From Product Backlog to Production: My Journey through the DataArt Agentic Development Hackathon
The "Product Manager" in the Machine As a Product Manager, my day-to-day usually involves roadmap alignment, user interviews, and prioritization. However, in my
Agentic AI’s Token Debt: Why Multi-Step Tool Chains Blow Up Your Context Window And How Semantic Distillation Fixes the O(N ) Problem
Dev.to · kiran kumar 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agentic AI’s Token Debt: Why Multi-Step Tool Chains Blow Up Your Context Window And How Semantic Distillation Fixes the O(N ) Problem
The Cost Problem Nobody Warned You About Agentic AI is the hottest architectural pattern of 2026....
Post-Quantum Blockchain Meets AI with 14 Brain Regions – Built by One Developer
Dev.to · ian o grady 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Post-Quantum Blockchain Meets AI with 14 Brain Regions – Built by One Developer
Two separate projects, now converging. Project 1 — Uracil Chain A blockchain built from...
Simon Willison's Blog 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Quoting Andreas Påhlsson-Notini
AI agents are already too human. Not in the romantic sense, not because they love or fear or dream, but in the more banal and frustrating one. The current imple
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