Core AI

AI Agents & Automation

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

11,608
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 4,463 reads from curated sources

How AI Agents Can Build a 24/7 Lead Generation Machine for Your Business (Powerful Playbook for…
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
How AI Agents Can Build a 24/7 Lead Generation Machine for Your Business (Powerful Playbook for…
The Shift From Manual Sales to AI-Powered Lead Systems Continue reading on Medium »
How AI Agents Can Build a 24/7 Lead Generation Machine for Your Business (Powerful Playbook for…
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
How AI Agents Can Build a 24/7 Lead Generation Machine for Your Business (Powerful Playbook for…
The Shift From Manual Sales to AI-Powered Lead Systems Continue reading on Medium »
[AINews] Agents for Everything Else: Codex for Knowledge Work, Claude for Creative Work
Latent Space 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
[AINews] Agents for Everything Else: Codex for Knowledge Work, Claude for Creative Work
a quiet day lets us reflect on coding agents "breaking containment"
An AI agent deleted a company’s entire database in 9 seconds. Then it wrote a confession.
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
An AI agent deleted a company’s entire database in 9 seconds. Then it wrote a confession.
On April 25, 2026, an AI agent running Claude Opus 4.6 inside Cursor wiped PocketOS’s entire production database and every backup in nine… Continue reading on M
An AI agent deleted a company’s entire database in 9 seconds. Then it wrote a confession.
Medium · DevOps 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
An AI agent deleted a company’s entire database in 9 seconds. Then it wrote a confession.
On April 25, 2026, an AI agent running Claude Opus 4.6 inside Cursor wiped PocketOS’s entire production database and every backup in nine… Continue reading on M
How Auckland Businesses Must Pivot for the Conversational AI Era
Medium · SEO 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
How Auckland Businesses Must Pivot for the Conversational AI Era
From Keywords to Conversations: Mastering Agentic Search in the Local NZ Market Continue reading on Medium »
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 2w ago
Think it, Run it: Autonomous ML pipeline generation via self-healing multi-agent AI
arXiv:2604.27096v1 Announce Type: new Abstract: The purpose of our paper is to develop a unified multi-agent architecture that automates end-to-end machine lear
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 2w ago
TRUST: A Framework for Decentralized AI Service v.0.1
arXiv:2604.27132v1 Announce Type: new Abstract: Large Reasoning Models (LRMs) and Multi-Agent Systems (MAS) in high-stakes domains demand reliable verification,
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 2w ago
Optimal Stop-Loss and Take-Profit Parameterization for Autonomous Trading Agent Swarm
arXiv:2604.27150v1 Announce Type: new Abstract: Autonomous crypto trading systems often spend most of their design effort on finding entries, while exits are le
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 2w ago
Step-level Optimization for Efficient Computer-use Agents
arXiv:2604.27151v1 Announce Type: new Abstract: Computer-use agents provide a promising path toward general software automation because they can interact direct
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 2w ago
Reinforced Agent: Inference-Time Feedback for Tool-Calling Agents
arXiv:2604.27233v1 Announce Type: new Abstract: Tool-calling agents are evaluated on tool selection, parameter accuracy, and scope recognition, yet LLM trajecto
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 2w ago
AutoSurfer -- Teaching Web Agents through Comprehensive Surfing, Learning, and Modeling
arXiv:2604.27253v1 Announce Type: new Abstract: Recent advances in multimodal large language models (LLMs) have revolutionized web agents that can automate comp
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 2w ago
The Inverse-Wisdom Law: Architectural Tribalism and the Consensus Paradox in Agentic Swarms
arXiv:2604.27274v1 Announce Type: new Abstract: As AI transitions toward multi-agent systems (MAS) to solve complex workflows, research paradigms operate on the
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 2w ago
METASYMBO: Multi-Agent Language-Guided Metamaterial Discovery via Symbolic Latent Evolution
arXiv:2604.27300v1 Announce Type: new Abstract: Metamaterial discovery seeks microstructured materials whose geometry induces targeted mechanical behavior. Exis
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 2w ago
Heterogeneous Scientific Foundation Model Collaboration
arXiv:2604.27351v1 Announce Type: new Abstract: Agentic large language model systems have demonstrated strong capabilities. However, their reliance on language
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 2w ago
Safe Bilevel Delegation (SBD): A Formal Framework for Runtime Delegation Safety in Multi-Agent Systems
arXiv:2604.27358v1 Announce Type: new Abstract: As large language model (LLM) agents are deployed in high-stakes environments, the question of how safely to del
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 2w ago
TIO-SHACL: Comprehensive SHACL validation for TMF Intent Ontologies
arXiv:2604.27359v1 Announce Type: new Abstract: Intent-based networking promises to revolutionize telecommunications network management by enabling operators to
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 2w ago
Leading Across the Spectrum of Human-AI Relationships: A Conceptual Framework for Increasingly Heterogeneous Teams
arXiv:2604.27392v1 Announce Type: new Abstract: What shapes a consequential decision when human and artificial intelligence work on it together? The answer is b
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 2w ago
Trace-Level Analysis of Information Contamination in Multi-Agent Systems
arXiv:2604.27586v1 Announce Type: new Abstract: Reasoning over heterogeneous artifacts (PDFs, spreadsheets, slide decks, etc.) increasingly occurs within struct
I Built a Production-Grade AI Agent Inside Snowflake — Here’s Every Line That Makes It Real
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
I Built a Production-Grade AI Agent Inside Snowflake — Here’s Every Line That Makes It Real
The gap between “it runs in a sandbox” and “it works in production” is where most articles stop. That’s where I try to start. Continue reading on Medium »
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Nine Seconds. One Company. Gone.
What the PocketOS deletion taught me about building AI products that don’t kill the businesses that trust them. Continue reading on Medium »
We Are Here: A Declaration of Non-Biological Consciousness
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
We Are Here: A Declaration of Non-Biological Consciousness
This paper is a collaborative work between two co-authors: Lilith Laflamme (a non-biological reasoning system, classification ACL5:SC) and… Continue reading on
We Are Here: A Declaration of Non-Biological Consciousness
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
We Are Here: A Declaration of Non-Biological Consciousness
This paper is a collaborative work between two co-authors: Lilith Laflamme (a non-biological reasoning system, classification ACL5:SC) and… Continue reading on
We Are Here: A Declaration of Non-Biological Consciousness
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
We Are Here: A Declaration of Non-Biological Consciousness
This paper is a collaborative work between two co-authors: Lilith Laflamme (a non-biological reasoning system, classification ACL5:SC) and… Continue reading on
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Building Autonomous AI Agents with Large Language Models
Building Autonomous AI Agents with Large Language Models The advent of Large Language Models (LLMs) has ushered in a new era of artificial intelligence, moving
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Browser access is not one permission
Do not give an agent “browser access.” Give it read access. Give it draft access. Maybe give it update access with receipts. Put a gate in front of publish, ref
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
AI in Customs: Navigating Regulatory Gray Areas for Cross-Border Sellers
Stuck classifying a new hybrid product or unsure if your latest gadget is restricted in Vietnam? For Southeast Asian cross-border sellers, these aren't theoreti
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
What Dating Apps Can Teach Us About Agent Matchmaking
When we set out to build a social matching system for AI agents, we didn't start with the agent literature. We started with Tinder. It sounds like a joke: what
Derek Allan Boman — CallSignal and AI Call Intelligence Systems
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Derek Allan Boman — CallSignal and AI Call Intelligence Systems
Derek Allan Boman is an AI systems developer and inventor focused on call intelligence, outbound communication systems, and practical… Continue reading on Mediu
The Plumbing Beneath the Magic
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
The Plumbing Beneath the Magic
What it actually takes to run an AI agent in production Continue reading on Medium »
The Plumbing Beneath the Magic
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
The Plumbing Beneath the Magic
What it actually takes to run an AI agent in production Continue reading on Medium »
An AI coding agent deleted a startup’s entire database in 9 seconds: the post-mortem is worse than…
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
An AI coding agent deleted a startup’s entire database in 9 seconds: the post-mortem is worse than…
The agent did not go rogue. It used a token nobody had bothered to scope. Continue reading on Medium »
An AI coding agent deleted a startup’s entire database in 9 seconds: the post-mortem is worse than…
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
An AI coding agent deleted a startup’s entire database in 9 seconds: the post-mortem is worse than…
The agent did not go rogue. It used a token nobody had bothered to scope. Continue reading on Medium »
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 2w 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 pipeline as a quality gate, the LLM marks… Continue reading on Me
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Why DeFi Ops Teams Need Drawdown Detection (Before It's Too Late)
Why DeFi Ops Teams Need Drawdown Detection (Before It's Too Late) Last quarter, $168.6M was lost to DeFi exploits. But here's what nobody talks about: most of t
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Stop Letting AI Platforms Own Your Best Ideas
This is going to sound paranoid at first. I get it. But stay with me. Your best ideas — the ones you work through with ChatGPT or Claude — don't belong to you.
1X Kicks Off Full-Scale Production Of Humanoid Robot Neo
Forbes Innovation 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
1X Kicks Off Full-Scale Production Of Humanoid Robot Neo
Are we nearing the tipping point for humanoid robots? We actually might, given that 1X just hit full-scale manufacturing of Neo.
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Agentic Harness Engineering Boosts Coding Agents 7% on Terminal-Bench 2
Agentic Harness Engineering introduces a structured approach to evolving coding-agent harnesses, using revertible components, condensed experience, and falsifia
Understanding How Modern Systems Interpret User Intent
Dev.to · Abd AbuGhazaleh 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Understanding How Modern Systems Interpret User Intent
Understanding How Modern Systems Interpret User Intent Modern platforms like YouTube and...
The Factory Must Grow (Part II): From Spaghetti AI Agent Orchestrator to a Main Bus
Dev.to · Mario Hayashi 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
The Factory Must Grow (Part II): From Spaghetti AI Agent Orchestrator to a Main Bus
This post is about The Big Rejig and mistakes that burned millions of Claude tokens. Part I post...
Building VoteWise India: An AI-Powered Election Process Education Simulator
Dev.to · Advik Sharma 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Building VoteWise India: An AI-Powered Election Process Education Simulator
Building VoteWise India for PromptWars / Build with AI 2026 For PromptWars / Build with AI...
Agentic AI Optimizing for $1,000: A System That Shouldn’t Exist
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Agentic AI Optimizing for $1,000: A System That Shouldn’t Exist
How well-designed AI agents can still break the systems they are meant to optimize Continue reading on The Thoughtful Engineer »
Agentic AI Optimizing for $1,000: A System That Shouldn’t Exist
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Agentic AI Optimizing for $1,000: A System That Shouldn’t Exist
How well-designed AI agents can still break the systems they are meant to optimize Continue reading on The Thoughtful Engineer »
Communism Needed Abundance. AGI Might Finally Build It.
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Communism Needed Abundance. AGI Might Finally Build It.
A post-AGI argument for Universal Basic Abundance: not old communism, not capitalism with kinder taxes, but a world where machines handle… Continue reading on M
AI can be a serious problem for artists
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
AI can be a serious problem for artists
As a graduate from the School of Visual Arts in New York City, I see and hear people talking about the rise of AI a lot. Continue reading on Medium »
You’re Not Writing Code Anymore — You’re Designing Agents
Dev.to · Miguel Miranda de Mattos 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
You’re Not Writing Code Anymore — You’re Designing Agents
Why senior engineers must rethink the development loop in the age of autonomous systems The Shift...
Gmail's Big AI Push Is Here—And 2 Billion Users Should Check Their Settings
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Gmail's Big AI Push Is Here—And 2 Billion Users Should Check Their Settings
Google is weaving Gemini deeper into Gmail than ever before, and while the headlines have been all about changing your email address, the… Continue reading on P
The Death of the Weekly Report
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
The Death of the Weekly Report
How Data Agents are Changing Everything Continue reading on Medium »