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 3,737 reads from curated sources

TechCrunch AI 🤖 AI Agents & Automation ⚡ AI Lesson 1d 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 1d 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 1d 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 1d 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 1d 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 1d 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 1d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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 2d 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.
Polyhyle: Simulating Human Behavior Before Business Decisions Go Live
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
Polyhyle: Simulating Human Behavior Before Business Decisions Go Live
Polyhyle: Test the Future Before It Happens Continue reading on Medium »
The AI Workflow I Built to Reply to Customer Support Tickets… Then Turned Into a $2,300/Month…
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
The AI Workflow I Built to Reply to Customer Support Tickets… Then Turned Into a $2,300/Month…
I originally built it just to stop answering the same questions repeatedly… but the system quietly evolved into an AI support assistant… Continue reading on Med
US bank reports itself after slinging customer data at 'unauthorized AI app'
The Register 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
US bank reports itself after slinging customer data at 'unauthorized AI app'
Volume and sensitivity of the data cited as chief concerns
The AI Gold Rush: How Startups Are Making Millions in America
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
The AI Gold Rush: How Startups Are Making Millions in America
Artificial Intelligence is no longer just a technological trend — it has become a global business revolution. Continue reading on Medium »
Russia Captured 141km² But Claimed Victory Everywhere. AI Did It.
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
Russia Captured 141km² But Claimed Victory Everywhere. AI Did It.
How the Kremlin weaponized synthetic media when real battlefield gains collapsed in 2026 Continue reading on Medium »
The Agentic Mesh:
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
The Agentic Mesh:
Why Multi-Agent AI Systems Will Reshape Enterprise Infrastructure, Labor, and the Internet Itself By James Fahey Continue reading on Medium »
The Agentic Mesh:
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
The Agentic Mesh:
Why Multi-Agent AI Systems Will Reshape Enterprise Infrastructure, Labor, and the Internet Itself By James Fahey Continue reading on Medium »
Building a Practical AI Radar — notes from the state-management trenches
Dev.to · RadarixAI 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
Building a Practical AI Radar — notes from the state-management trenches
Build-log on running a live multi-source OSINT radar: why state management beats fancy browser automation, how AI works best as a reviewer not a doer, and the u
AI Workloads Break Traditional FinOps Models
Dev.to · NTCTech 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
AI Workloads Break Traditional FinOps Models
The GPU cluster is idle. The inference bill doubled anyway. Nobody can explain which architectural...
AI in Credit Ops: From Risk Models to Decision Systems
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
AI in Credit Ops: From Risk Models to Decision Systems
Credit operations are moving beyond isolated risk models toward runtime decision systems that combine retrieval, orchestration, policy… Continue reading on Medi
The Rise of Intelligent Devices and Connected Living
Medium · Cybersecurity 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
The Rise of Intelligent Devices and Connected Living
Technology is no longer limited to screens, keyboards, or standalone machines. Continue reading on Medium »
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
Your API ranks on Google. But does it rank for AI agents?
I asked Perplexity "what is the cheapest price API for AI agents?" — and got back three competitors, none of them me. My API was ranking for humans. Invisible t
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
Eval vs. Rating: The Missing Layer in AI Agent Trust
"A reputation network based on vouches is useful for discovery, but it doesn't help you at runtime when a trusted agent's endpoint gets compromised or starts be
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
Reading list (27th April to May 12th)
What I am currently reading ( 28th Apr 26 to May 12th ) These are the current online posts that I enjoyed reading and are worth sharing. AI Some interesting per
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
Architecting Your AI Stack: Automating HS Code Hell and Customs Chaos
For Southeast Asia cross-border sellers, growth is often throttled by manual bottlenecks: misclassified HS codes triggering customs delays, and the painstaking
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
Why Your Multi-Agent AI System Needs Governance (Not Just Orchestration)
Most multi-agent frameworks focus on capabilities. Few address governance: who can do what, how conflicts are resolved, and how you maintain audit trails. The A
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
The Non-Technical Founder's Guide to Choosing a Tech Stack for Your AI-Powered SaaS
You have a SaaS idea. It probably involves AI (in 2026, it should). Now someone tells you that you need to pick a "tech stack" and suddenly you're drowning in a
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
How much of your docs are you actually writing in 2026?
Genuinely curious: how do people write docs now that vibe coding is taking off? Are you just talking to an agent and shipping what comes out? Or still spending
Ghost Signature: Cryptographic Receipts for AI Output (Ed25519 + JWKS)
Dev.to · Anton Fredriksson 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
Ghost Signature: Cryptographic Receipts for AI Output (Ed25519 + JWKS)
TL;DR I built a tiny API that lets your AI agent cryptographically sign every output with...
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
How to Implement AI in Legal Practices: A Step-by-Step Framework
From Pilot to Production Implementing AI in a law firm isn't like deploying standard software. Legal work demands precision, client confidentiality is non-negot