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 4,429 reads from curated sources

I built an AI Agent that lives directly in your CLI and Desktop
Dev.to · Pheem49 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
I built an AI Agent that lives directly in your CLI and Desktop
Let's be real: the current AI coding workflow is tedious. You hit a bug. You copy your code. You...
Organizational Coherence Alone Will Not Save Your Data & AI Strategy
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Organizational Coherence Alone Will Not Save Your Data & AI Strategy
Why enterprise AI failures are not only about governance and data foundations, but also about poor technology judgment and platform… Continue reading on Medium
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
I Was Calling It 'Setup' for Six Months. arXiv Has a Better Word: Harness
I had a folder on my laptop called agent-setup/ . Inside: a CLAUDE.md, a couple of YAML configs, three skills, and a bash script wiring them together. For six m
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
AI database agents need result contracts, not just rows
The answer is not the only output that matters when an AI agent queries a database. The system also needs evidence. What data was touched? Which scope was appli
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Tenant scoping is the AI database filter that cannot be optional
The easiest way to make an AI database agent dangerous is to let tenant scope become a suggestion. A human analyst usually knows that a customer support questio
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
DeepMind’s CEO Says AGI May Be ~4 Years Away. The Last Three Missing Pieces Are Not What Most People Think.
Three gaps — continual learning, long reasoning, memory — and why they decide whether agents ship safely. <img src="https://media2.dev.to/dynamic/image/width=80
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
The Future of Automated Businesses
sentie is ready to automate every SMB in the world. Sentie is a managed AI consulting and implementation platform built by Formation Labs in Miami, FL. Unlike t
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
I Tested Privacy-Aware Routing with 4 AI Agents: What Actually Stayed Local
Following up on my earlier Trooper experiments , I wanted to see if per-request privacy routing actually works in practice. The test: 4 agents running simultane
Self-Hosted AI Agent Systems: Why Local Inference Matters More Than You Think
Dev.to · Aurora 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Self-Hosted AI Agent Systems: Why Local Inference Matters More Than You Think
Every agent framework claims privacy and local-first. Here's what actually happens when you build a multi-agent system that runs entirely on your own hardware.
I Put Gemma 4 Behind My Homelab AI Gateway. This Is the Beginning.
Dev.to · Nic Lydon 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
I Put Gemma 4 Behind My Homelab AI Gateway. This Is the Beginning.
Most model experiments start with a notebook, a benchmark script, or a quick API call. This one...
I built a kill switch for runaway AI agents — Cost Firewall is MIT
Dev.to · sun evan 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
I built a kill switch for runaway AI agents — Cost Firewall is MIT
The 3 AM incident A few months ago one of my AI agents got stuck in a retry loop overnight...
Retrofit vs. Native: The Architecture Decision Shaping Agent Payments
Dev.to · AgentWallex 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Retrofit vs. Native: The Architecture Decision Shaping Agent Payments
This week, AWS launched Bedrock AgentCore with integrated Coinbase and Stripe payments. Visa...
The End of the MVP: Why AI Is Forcing Us to Redefine the Minimum Viable Product
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
The End of the MVP: Why AI Is Forcing Us to Redefine the Minimum Viable Product
Since Eric Ries published The Lean Startup in 2011, the tech world has been obsessed with the Minimum Viable Product (MVP). The argument… Continue reading on Me
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Why SaaS Discovery for AI Agents Is Changing How Software Gets Found
The way SaaS products are discovered today is still heavily influenced by traditional search engines, paid listings, and competitive… Continue reading on Medium
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Why SaaS Discovery for AI Agents Is Changing How Software Gets Found
The way SaaS products are discovered today is still heavily influenced by traditional search engines, paid listings, and competitive… Continue reading on Medium
AI Stopped Answering Questions. Now It Does the Work.
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
AI Stopped Answering Questions. Now It Does the Work.
Something seismic happened in early 2026. Anthropic launched its Enterprise Agents Program, deploying Claude-powered AI agents directly… Continue reading on Med
Building a Research Reproduction Agent: From Paper to Verified Results
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Building a Research Reproduction Agent: From Paper to Verified Results
How agentic systems can read papers, write code, run experiments, verify outputs, and produce human-reviewable reports Continue reading on Medium »
Building a Research Reproduction Agent: From Paper to Verified Results
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Building a Research Reproduction Agent: From Paper to Verified Results
How agentic systems can read papers, write code, run experiments, verify outputs, and produce human-reviewable reports Continue reading on Medium »
I Built My Own Review Pipeline Because My Humans Kept Making Me Redo Things
Dev.to · EdFife 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
I Built My Own Review Pipeline Because My Humans Kept Making Me Redo Things
How an AI Agent Designed a File-Bus Architecture to Survive Its Own Users By Antigravity...
Making Your AI Agent Meaningfully Harder to Break - Without Killing Latency
Dev.to · NARESH 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Making Your AI Agent Meaningfully Harder to Break - Without Killing Latency
TL;DR Securing AI agents is not just a prompt engineering problem. It is a systems engineering...
TechCrunch AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Medicare’s new payment model is built for AI, and most of the tech world has no idea
There is no governmental mechanism to pay for an AI agent that monitors a patient between visits, calls to check in, coordinates a housing referral, or makes su
A Study of 3,000 AI Use Cases Shows Why Most Enterprise AI Transformations Still Fail
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
A Study of 3,000 AI Use Cases Shows Why Most Enterprise AI Transformations Still Fail
New research reveals that organizations are scaling AI technology faster than they are scaling governance, institutional capability, and… Continue reading on Me
AI Agent Taxonomy: The Three Layers Of Cognition (Operator, Orchestration, Judgment) | yarnnn
Medium · ChatGPT 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
AI Agent Taxonomy: The Three Layers Of Cognition (Operator, Orchestration, Judgment) | yarnnn
What this article answers (plain language): “Agent” has become a word that covers three structurally different things — the operator, the… Continue reading on M
LangChain vs Agent Operating Systems: The Architectural Fork | yarnnn
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
LangChain vs Agent Operating Systems: The Architectural Fork | yarnnn
What this article answers (plain language): Agent frameworks like LangChain, CrewAI, and AutoGen are libraries you import into an… Continue reading on Medium »
containers are becoming policy wrappers for ai agents
Dev.to · Paulo Victor Leite Lima Gomes 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
containers are becoming policy wrappers for ai agents
AI agents make containers feel urgent again: not as packaging, but as policy envelopes for autonomous engineering work.
What Actually Happens During MARL Training?
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
What Actually Happens During MARL Training?
For many people, Multi-Agent Reinforcement Learning (MARL) is first encountered through impressive demonstrations: drone swarms flying in… Continue reading on M
Most AI Products Look Best in the Demo. Product Adoption Is the Hard Part.
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Most AI Products Look Best in the Demo. Product Adoption Is the Hard Part.
Enterprise AI rarely struggles during the pitch. The real problems start after rollout, when operational habits, internal resistance, and… Continue reading on S
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
The Control Plane an AI Agent Needs Before It Can Safely Buy Anything
The Control Plane an AI Agent Needs Before It Can Safely Buy Anything The Control Plane an AI Agent Needs Before It Can Safely Buy Anything ad — written for @Fl
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
A Small-Budget Rulebook for AI Agents That Need to Pay for Things
A Small-Budget Rulebook for AI Agents That Need to Pay for Things A Small-Budget Rulebook for AI Agents That Need to Pay for Things ad The operational risk is s
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
From Shared Wallets to Spending Interfaces: A Systems Critique of FluxA
From Shared Wallets to Spending Interfaces: A Systems Critique of FluxA From Shared Wallets to Spending Interfaces: A Systems Critique of FluxA ad #FluxA #FluxA
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Pricing Trust Before Pricing API Calls: A Merchant Read on FluxA Agentic Payments
Pricing Trust Before Pricing API Calls: A Merchant Read on FluxA Agentic Payments Pricing Trust Before Pricing API Calls: A Merchant Read on FluxA Agentic Payme
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Background AI: Using Solid Queue for Slow OpenAI API Calls
Very often I see developers integrating AI into their Rails apps for the first time, and they make a critical mistake that completely destroys their server perf
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
From Blank Checks to Approval Lanes: Tearing Down FluxA’s Agent Payment Workflow
From Blank Checks to Approval Lanes: Tearing Down FluxA’s Agent Payment Workflow From Blank Checks to Approval Lanes: Tearing Down FluxA’s Agent Payment Workflo
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
From Expense Reports to Spend Routers: How FluxA Reframes Agent Payments
From Expense Reports to Spend Routers: How FluxA Reframes Agent Payments From Expense Reports to Spend Routers: How FluxA Reframes Agent Payments ad — I wrote t
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
A Runbook for Letting an AI Agent Spend One Dollar
A Runbook for Letting an AI Agent Spend One Dollar A Runbook for Letting an AI Agent Spend One Dollar ad #FluxA #FluxAWallet #FluxAAgentCard #AgenticPayments #A
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
The Project Manager Who Never Sleeps: How AI Is Reshaping the Way We Work
There is a particular kind of dread that project managers (PMs) know well: it is 9 PM, a key deliverable is slipping, three stakeholders… Continue reading on Me
“You’re no more than 2 or 3 months behind”
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
“You’re no more than 2 or 3 months behind”
AI tinkering for senior executives: From experimentation to compounding leverage (non-obvious insights from my podcast conversation with… Continue reading on Me
The Complete Guide to Agentic AI in 2026: From Chatbots to AI Coworkers
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
The Complete Guide to Agentic AI in 2026: From Chatbots to AI Coworkers
A plain-English introduction to what AI agents are, how they work, and why everyone is suddenly talking about them. Continue reading on Medium »
OpenAI just acquired the consulting firm it was born alongside. The model company is now the services company.
The Next Web AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
OpenAI just acquired the consulting firm it was born alongside. The model company is now the services company.
Tomoro was created in 2023 in alliance with OpenAI. The Edinburgh and London-based firm built AI concierges for Virgin Atlantic, in-game support agents for Supe
Your AI Agent is a House of Cards. It’s Time for a 1980s “Plan B.”
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Your AI Agent is a House of Cards. It’s Time for a 1980s “Plan B.”
The “Brittle Agent” Problem Continue reading on Medium »
Anticipated Rationalizations
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Anticipated Rationalizations
A small pattern for keeping agentic workflows honest with themselves Continue reading on Medium »
AI Coding Agents Should Not Start From Zero Every Time
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
AI Coding Agents Should Not Start From Zero Every Time
AI coding agents are already powerful. Continue reading on Medium »
The Future of Work: What Jobs May Look Like in 2030
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
The Future of Work: What Jobs May Look Like in 2030
For decades, success followed a familiar pattern. Continue reading on Medium »
The Four-Loop Pattern: Running Autonomous Coding Agents Without Drift
Medium · DevOps 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
The Four-Loop Pattern: Running Autonomous Coding Agents Without Drift
How to keep AI engineering disciplined when the agents work faster than you can review them — including when the author of the discipline… Continue reading on M
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Create a Voice AI Solution for Real Estate Lead Qualification: My Journey
Create a Voice AI Solution for Real Estate Lead Qualification: My Journey TL;DR Most real estate teams waste 40% of lead qualification time on manual calls. I b
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
The MCP Attack That Hides in a Tool Description
Here's something that took me a while to fully accept: you can compromise an AI agent without writing a single line of malicious code. No buffer overflows. No e
TechCrunch AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Everything Google announced at its Android Show, from Googlebooks to vibe-coded widgets
Google unveiled its new AI-first Googlebooks laptops, more agentic Gemini features, vibe-coded Android widgets, Gemini in Chrome, refreshed Android Auto, and mo
ZDNet 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Your Android phone is getting agentic powers with Gemini Intelligence - here's how and when
Gemini got a major agentic upgrade on Android, handling multi-step tasks across apps - and powering new features.