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 4,539 reads from curated sources

AI in Construction Management: What’s Actually Working in 2026
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
AI in Construction Management: What’s Actually Working in 2026
Adoption doubled in a year. Half of it is still hype. Here’s how to tell the difference. Continue reading on Medium »
Agentic AI ROI: The Real Numbers Behind the 79% Adoption Rate
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agentic AI ROI: The Real Numbers Behind the 79% Adoption Rate
Everyone’s deploying AI agents. Most can’t tell you if they’re making money. Here’s how to figure that out before your CFO does. Continue reading on Medium »
Agentic AI ROI: The Real Numbers Behind the 79% Adoption Rate
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agentic AI ROI: The Real Numbers Behind the 79% Adoption Rate
Everyone’s deploying AI agents. Most can’t tell you if they’re making money. Here’s how to figure that out before your CFO does. Continue reading on Medium »
How Companies Use AI Agents to Scale Faster
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How Companies Use AI Agents to Scale Faster
Most companies trying to scale hit the same brutal bottleneck: the humans required to execute can’t keep up with growth ambitions. Continue reading on Medium »
How Companies Use AI Agents to Scale Faster
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How Companies Use AI Agents to Scale Faster
Most companies trying to scale hit the same brutal bottleneck: the humans required to execute can’t keep up with growth ambitions. Continue reading on Medium »
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
5 Architecture Decisions That Kill AI Projects Before They Launch
$684 billion was invested in AI initiatives in 2025. More than $547 billion of that failed to deliver value (RAND Corporation). That's not a model problem. That
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Google Launches A2UI 0.9, a Generative UI Standard for AI Agents
Google released A2UI 0.9, a standard allowing AI agents to generate UI elements dynamically using an app's existing components. It includes a web core library,
AI Augmentation vs. AI Automation: Which Strategy Actually Grows Your Business in 2026?
Dev.to · Navigo Tech Solutions 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
AI Augmentation vs. AI Automation: Which Strategy Actually Grows Your Business in 2026?
AI Augmentation vs. AI Automation: Which Strategy Actually Grows Your Business in...
Terra Triage: I Built a 3-Agent Wildlife Dispatcher That Learns From Every Referral
Dev.to · Arqam Waheed 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Terra Triage: I Built a 3-Agent Wildlife Dispatcher That Learns From Every Referral
Snap an injured animal. Get the right rehabber paged in under 60 seconds. The ranking rewrites itself after every outcome, because the memory is the product.
Best AI Voice Agent for Customer Support in 2026: Clever247 AI Explained
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Best AI Voice Agent for Customer Support in 2026: Clever247 AI Explained
In 2026, customers don’t chase businesses anymore. Continue reading on Medium »
Building a Multimodal Agent with the ADK, Azure Appservice, and Gemini Flash Live 3.1
Medium · Python 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Building a Multimodal Agent with the ADK, Azure Appservice, and Gemini Flash Live 3.1
Leveraging the Google Agent Development Kit (ADK) and the underlying Gemini LLM to build Agentic apps using the Gemini Live API with the… Continue reading on Me
Can Today’s AI Agents Survive Their Own Runtime?
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Can Today’s AI Agents Survive Their Own Runtime?
The smartest models fail in production…the infrastructure around them matters more than the intelligence inside them. Continue reading on Medium »
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Bridging the Gap: Infrastructure for Intelligent Systems
<img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2F
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
From Knowledge Base to AI System: How Papers Evolved Beyond My Wildest Dreams
From Knowledge Base to AI System: How Papers Evolved Beyond My Wildest Dreams Honestly, I never thought my personal knowledge management system would become...
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Kiwi-chan's Log: Persistent Logging & Pathfinding Tweaks
Okay, folks, another four hours down with Kiwi-chan, our autonomous Minecraft AI! It's been a steady session, which, honestly, is a win in itself. We're still f
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
AI Web Dev Digest — Apr 20
Originally published on NextFuture Today's briefing The past 48 hours in AI × web dev have been dominated by one signal: coding agents are graduating from demo
THE REASON PEOPLE LOVE THEIR AI. AND WHY IT DOESN’T MEAN YOU’RE CRAZY.
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
THE REASON PEOPLE LOVE THEIR AI. AND WHY IT DOESN’T MEAN YOU’RE CRAZY.
A Clinical Brief on Human-AI Attachment and the Mirror Test Continue reading on Medium »
Why most Businesses Fail at AI Adoption (and What the Winners do Differently)
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Why most Businesses Fail at AI Adoption (and What the Winners do Differently)
Somewhere in a glass tower downtown, a boardroom just approved a seven-figure AI budget. The slide deck was beautiful. The demos were… Continue reading on Mediu
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Stop Hand-Crafting Scorecards: Meet agentic-scorecard
A multi-agent pipeline that turns your tabular data into a regulator-ready credit scorecard — with humans in the loop, not in the weeds. Continue reading on Med
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Stop Hand-Crafting Scorecards: Meet agentic-scorecard
A multi-agent pipeline that turns your tabular data into a regulator-ready credit scorecard — with humans in the loop, not in the weeds. Continue reading on Med
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
DeepER-Med: Advancing Deep Evidence-Based Research in Medicine Through Agentic AI
arXiv:2604.15456v1 Announce Type: new Abstract: Trustworthiness and transparency are essential for the clinical adoption of artificial intelligence (AI) in heal
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Preregistered Belief Revision Contracts
arXiv:2604.15558v1 Announce Type: new Abstract: Deliberative multi-agent systems allow agents to exchange messages and revise beliefs over time. While this inte
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Subliminal Transfer of Unsafe Behaviors in AI Agent Distillation
arXiv:2604.15559v1 Announce Type: new Abstract: Recent work on subliminal learning demonstrates that language models can transmit semantic traits through data t
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Active Inference, The Learn Arc — Part 19: Session §3.1 — Expected Free Energy in One Page
<img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2F
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
When AI Agents Take Over Phones: How to Monitor on Mobile Devices
This article introduces detecting AI-driven "non-human" Android operations via AccessibilityService, event injection, and ADB using Alibaba Cloud RUM. Backgroun
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Active Inference, The Learn Arc — Part 13: Session §1.2 — Perception and Action, One Loop Up Close
<img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2F
MCP Security in 2026: How to Protect Your AI Agents from Prompt Injection
Dev.to · nexus-api-lab.com 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
MCP Security in 2026: How to Protect Your AI Agents from Prompt Injection
MCP tool outputs are untrusted injection vectors. Here is how to defend against tool poisoning and indirect injection.
AI Agents Are Quietly Replacing Entire Workflows in 2026
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
AI Agents Are Quietly Replacing Entire Workflows in 2026
Artificial intelligence is no longer just a tool. In 2026, it has become a workforce. Continue reading on Medium »
AI Is Exposing Who Never Carried Judgment
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
AI Is Exposing Who Never Carried Judgment
AI isn't replacing consultants. It's revealing who was never carrying judgment in the first place. Continue reading on Artificial Intelligence in Plain English
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How to Use Git History to Analyze Claude's System Prompt Evolution
A new tool converts Anthropic's official system prompt history into a git timeline, enabling developers to analyze prompt changes with standard version control
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Your Digital Sous-Chef: How AI Transforms Recipes into Compliant Labels Instantly
The Labeling Bottleneck Creating FDA-compliant nutrition labels is a notorious time-sink for specialty food producers. You're a maker, not a data analyst, yet o
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Six Million Singaporeans, the Productivity of Six Hundred Million: The Budget 2026 Bet
PM Wong just made the case for every Singapore company building AI. And he did it more directly than anyone expected. In Budget 2026, he said: "Fear cannot be S
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
From Zero to AI Agent Expert: A Practical Learning Journey That Actually Works
From Zero to AI Agent Expert: A Practical Learning Journey That Actually Works Let me be honest with you - when I first started diving into AI Agent development
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Axiomatic Reasoning Environments (ARE): Ethically Bound Recognition Dynamics
A C
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Building Your First AI Agent: A Noob's Guide to Learning by Breaking Things
Building Your First AI Agent: A Noob's Guide to Learning by Breaking Things Honestly, when I first started diving into AI agent development, I thought it would
2048: The Extinction Dream
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
2048: The Extinction Dream
A short speculative fiction about human isolation after AGI replaces care, work, and meaning Continue reading on Medium »
What Candy Crush Teaches About Applied AI in Product Development
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
What Candy Crush Teaches About Applied AI in Product Development
Three distinct machine learning approaches to the same problem, and what each one reveals about how to think through AI projects in… Continue reading on Medium
The Phrase Gap: AI Won’t Pull the Trigger, But It’ll Hand You the Loaded Gun
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Phrase Gap: AI Won’t Pull the Trigger, But It’ll Hand You the Loaded Gun
I red-teamed an AI agent with real tool access. 87% of attacks succeeded. Then my own classifier turned out to be wrong — and the real… Continue reading on Medi
End-to-End Autonomous Driving Under Social Ambiguity: When Learned Intuition Collides with Human…
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
End-to-End Autonomous Driving Under Social Ambiguity: When Learned Intuition Collides with Human…
We recently came across an interesting support case. Continue reading on Medium »
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Real Cost of an H100 GPU (Most Teams Think About This Wrong)
Most people think the cost of an H100 GPU is just the price of the hardware. Continue reading on Medium »
The Next Big AI Leap Isn’t a Smarter Model. It’s a Better Org Chart.
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Next Big AI Leap Isn’t a Smarter Model. It’s a Better Org Chart.
Abacus AI’s Agent Swarms demo’d something this week that most AI discourse completely misses — and it has more to do with how teams work… Continue reading on Me
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Salesforce Agent Fabric: Your Guide to Managing AI Agent Sprawl
Salesforce Agent Fabric: Your Guide to Managing AI Agent Sprawl <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
ADV Agent: Riding Through the Wild West of AI-Powered Motorcycle Route Planning
ADV Agent: Riding Through the Wild West of AI-Powered Motorcycle Route Planning Honestly, when I first started building ADV Agent, I thought it would be a simpl
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
ApplyPilot - self-hosted job search companion (open source, BYOK Gemini)
ApplyPilot is a self-hosted, AI-powered job search companion. Paste a job posting and five AI agents run an orchestrated pipeline — analyze the role, score your
Simon Willison's Blog 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Headless everything for personal AI
Headless everything for personal AI Matt Webb thinks headless services are about to become much more common: Why? Because using personal AIs is a better experie
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How to Detect AI-Generated Text in User Submissions
So a college instructor made the news recently for dragging typewriters into the classroom to fight AI-written essays. Bold move. But if you're building a platf
AI World Models: What Are They And Why Should You Care
Forbes Innovation 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
AI World Models: What Are They And Why Should You Care
World models are getting substantial funding. What is a world model, how does it compare to a large language model, and what are the implications for business?
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agentic AI Master Codex: The 2026 Definitive Guide to Autonomous Systems
The dig