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 4,619 reads from curated sources

Why Pattern-Matching Scanners Miss Structural Bugs (and What I Built Instead)
Dev.to · Zhijie Wong 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Why Pattern-Matching Scanners Miss Structural Bugs (and What I Built Instead)
TL;DR Pattern-matching scanners (Semgrep, Snyk, CodeQL) find what their rulebook...
Building a Multi-Agent AI Swarm with Valkey as the Nervous System
Dev.to · Harish Kotra (he/him) 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Building a Multi-Agent AI Swarm with Valkey as the Nervous System
AI agents need more than model calls. They need memory, coordination, and deterministic state...
Beyond the "Vibe": Why we need to treat AI assets as Infrastructure, not just Outputs
Dev.to · Pixizen 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Beyond the "Vibe": Why we need to treat AI assets as Infrastructure, not just Outputs
We’ve all seen the "Vibe Coding" debates recently. It’s a polarizing term, but it points to a very...
Synthetic AI Review: The Ultimate AI Bundle to Build, Automate & Scale Your Online Business
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Synthetic AI Review: The Ultimate AI Bundle to Build, Automate & Scale Your Online Business
 Synthetic AI Review: The Ultimate AI Bundle to Build, Automate & Scale Your Online Business Continue reading on Medium »
OpenTelemetry vs Verifiable Execution: Why Logs and Traces Aren’t Enough for AI Systems
Medium · DevOps 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
OpenTelemetry vs Verifiable Execution: Why Logs and Traces Aren’t Enough for AI Systems
Most AI teams already have logs. Continue reading on Medium »
How I built an app to reduce food waste and fight hunger using AI
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How I built an app to reduce food waste and fight hunger using AI
A few months ago, I started thinking about something simple. Continue reading on Medium »
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Build a 24/7 Facebook Messenger AI Chatbot With n8n (Full Setup — No Code)
What this builds A Facebook Messenger chatbot that responds to every incoming message automatically, 24/7, using an AI agent connected to your Facebook Business
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Tired of OpenClaw? I Built a Better Agent From Scratch
This is a submission for the OpenClaw Writing Challenge It's hard to not notice all the buzz around the Claw. And the idea wasn't that hard to sell to me. "AI a
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
AI GPU Cost Audit for Indian AI Startups: H100, Inferentia2 & Spot Economics (2026)
Originally published at aicloudstrategist.com/blog/ai-gpu-cost-audit-india.html . This is a cross-post for the dev.to community. AI GPU Cost Audit for Indian AI
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Kiwi-chan's Birch Log Blues & The Relentless Pursuit of Wood
Okay, folks, buckle up. The last four hours with Kiwi-chan have been… a journey. A birch log-less journey, to be precise. She's been stuck in a loop trying to g
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How AI and Automation are Reshaping Identity Governance and Administration
While identity governance and administration (IGA) have always been essential, it has generally been a tedious, manual, and reactive function for most organizat
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agent Governance | Entra Agent ID and the Enterprise Agent Control Plane | A RAHSI Framework™
Agent Governance | Entra Agent ID and the Enterprise Agent Control Plane | A RAHSI Framework™ Connect & Continue the Conversation If you are passionate abou
Agent-First SaaS: Why the Next Wave of Startups Is Replacing Features with Autonomous Workflows
Dev.to · Navigo Tech Solutions 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Agent-First SaaS: Why the Next Wave of Startups Is Replacing Features with Autonomous Workflows
Agent-First SaaS: Why the Next Wave of Startups Is Replacing Features with Autonomous...
Ask Your Factory Floor Anything: Structuring Industrial Data for AI Agents
Hackernoon 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Ask Your Factory Floor Anything: Structuring Industrial Data for AI Agents
A Unified Namespace organizes industrial data, but doesn’t make it queryable. By combining time-series data and context in PostgreSQL with TimescaleDB, manufact
I built my own event bus for a sustainability app — here's what I learned about agent automation using OpenClaw
Dev.to · ujja 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
I built my own event bus for a sustainability app — here's what I learned about agent automation using OpenClaw
This is a submission for the OpenClaw Challenge. What I Built PlanetLedger is a...
NeoCognition raises $40M seed to build AI agents that specialise through experience rather than pre-training
The Next Web AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
NeoCognition raises $40M seed to build AI agents that specialise through experience rather than pre-training
The Palo Alto startup, spun out of Ohio State University by Yu Su, argues that current agents complete tasks as intended only half the time, a reliability gap i
The Future of Voice AI in Banking: Amar Kant Jha
Hackernoon 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Future of Voice AI in Banking: Amar Kant Jha
Amar Kant Jha outlines how voice AI is transforming banking through conversational interfaces powered by hybrid edge-cloud systems. Success depends on low laten
The Story of AI: Building the Ultimate Pizza Empire
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Story of AI: Building the Ultimate Pizza Empire
Imagine you want to build the most advanced, automated pizza delivery company in the world. Not just machines baking dough you want them… Continue reading on Me
Automation vs Human Skill: What Still Matters?
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Automation vs Human Skill: What Still Matters?
Automation is getting better at the easy stuff. Repetitive tasks, standard workflows, basic analysis, and routine coordination are exactly… Continue reading on
The Only Thing the AI Clone Doesn’t Have — Yet — Is Your Vote
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Only Thing the AI Clone Doesn’t Have — Yet — Is Your Vote
Use it before “cognitive labor rights” become the civil rights fight you never saw coming Continue reading on The Geopolitical Economist »
The Quiet Revolution of Swarm Robotics: Why the Future of Machines Looks a Lot Like an Ant Colony
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Quiet Revolution of Swarm Robotics: Why the Future of Machines Looks a Lot Like an Ant Colony
Watch a column of ants navigate around an obstacle. No ant is in charge. No one draws up a plan. And yet, within minutes, the colony has… Continue reading on Me
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Eval workflow for agentic builders: fork any prompt through baseline vs scaffolded agents, blind third-party judge.
Built an n8n eval workflow that A/B tests any prompt through plain GPT-4o vs GPT-4o + a reasoning scaffold, judged by a blind Gemini evaluator Solo founder here
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Why Prompts Are Not Enough for Long-Running AI Agents
A small ontology-inspired model for understanding why AI agents fail after the first obstacle Author note: This article is written for AI builders, prompt engin
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Every handle invocation on BizNode gets a WFID — a universal transaction reference for accountability. Full audit trail,...
The future of business is not about working harder; it is about working smarter with intelligence that operates around the clock. Imagine a team of employees wh
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
EcoHabit: AI-Agentic Sustainable Habit Tracker (OpenClaw & Solana Challenge)
🌍 EcoHabit: AI-Agentic Sustainable Habit Tracker EcoHabit is a next-generation habit tracking dashboard that integrates OpenClaw AI Agents to verify and analyz
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Web Data Pipelines: Why AI Needs Eyes Before Hands
Your AI model is blind without structured web context—and that blindness is costing you revenue. Most teams building AI systems focus on the model. They should
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Why your AI builder needs better infrastructure than you think
Why Your AI-Built App Works in the Builder But Breaks in Production You shipped something in Lovable or Bolt that actually works. Your co-founder tested it. A f
From KYC to KYA: Why We Now Need to Verify AI Agents, Not Just People
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
From KYC to KYA: Why We Now Need to Verify AI Agents, Not Just People
For a long time, systems only needed to answer one question: who are you? That’s what KYC, or Know Your Customer, was built around. If you… Continue reading on
The Four Debts of Agentic AI
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Four Debts of Agentic AI
Your AI agent works. It answers questions, calls APIs, completes tasks. The demo was flawless, but … Continue reading on Medium »
The Four Debts of Agentic AI
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Four Debts of Agentic AI
Your AI agent works. It answers questions, calls APIs, completes tasks. The demo was flawless, but … Continue reading on Medium »
How I Built LLM as a Judge Security: Caught a $12K FarahGPT Bug
Dev.to · Umair Bilal 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
How I Built LLM as a Judge Security: Caught a $12K FarahGPT Bug
Your AI agent is live. How do you stop it from going rogue? Here's my battle-tested LLM as a Judge security strategy with Node.js.
Your AI Agent Is Leonard from Memento
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Your AI Agent Is Leonard from Memento
Your AI agent’s brain resets every time you hit send. Here’s how it still functions. Continue reading on Medium »
Your AI Agent Is Leonard from Memento
Medium · Cybersecurity 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Your AI Agent Is Leonard from Memento
Your AI agent’s brain resets every time you hit send. Here’s how it still functions. Continue reading on Medium »
Real-Time Streaming Applications — async for vs for, Implicit Await, and the Hidden Cost of a…
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Real-Time Streaming Applications — async for vs for, Implicit Await, and the Hidden Cost of a…
While building a real-time AI response streaming application using FastAPI WebSockets and an OpenAI-compatible client, I came across a… Continue reading on Medi
Real-Time Streaming Applications — async for vs for, Implicit Await, and the Hidden Cost of a…
Medium · Python 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Real-Time Streaming Applications — async for vs for, Implicit Await, and the Hidden Cost of a…
While building a real-time AI response streaming application using FastAPI WebSockets and an OpenAI-compatible client, I came across a… Continue reading on Medi
Developing an AI Chatbot with Java Spring AI, Gemini, and Virtual Threads
Medium · JavaScript 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Developing an AI Chatbot with Java Spring AI, Gemini, and Virtual Threads
As we move deeper into 2026, the intersection of high-concurrency Java patterns and generative AI has become the gold standard for… Continue reading on Medium »
AI Agents Explained (The AI That Actually Does Things, Not Just Talks)
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
AI Agents Explained (The AI That Actually Does Things, Not Just Talks)
Subtitle: This is where AI stops being a chatbot and starts being an assistant that actually does things. Continue reading on Medium »
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
From Scattershot to Sniper: AI for Smarter Grant Lead Generation
Tired of endless foundation directories and generic outreach that goes unanswered? You know building a qualified pipeline is key, but manual research and follow
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Apple Took 50 Years for 3 CEOs — GUI Agents Went from Paper to Production in One
Yesterday, Apple announced a landmark succession: Tim Cook steps down as CEO to become Executive Chairman, with John Ternus taking over on September 1. In its 5
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Tim Cook Steps Down — Is the Mac Becoming the Next AI Agent Platform?
On April 20, Apple dropped a bombshell. On April 20, Apple announced that Tim Cook will transition from CEO to Executive Chairman, with hardware engineering SVP
Why I used a 50-year-old algorithm instead of embeddings to cut Claude API token costs
Dev.to · Praful Reddy 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Why I used a 50-year-old algorithm instead of embeddings to cut Claude API token costs
I built Prism — a local proxy that routes only relevant knowledge to Claude per query using BM25,...
Data Quality Management is not what it used to be
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Data Quality Management is not what it used to be
How AI-Native and Agentic AI transforming the operating model Continue reading on Medium »
What VAKRA Reveals About Why Agents Actually Fail
Dev.to · Aamer Mihaysi 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
What VAKRA Reveals About Why Agents Actually Fail
Benchmarks tell you what an agent can do. They rarely tell you where it breaks. VAKRA, a new...
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Human-Guided Harm Recovery for Computer Use Agents
arXiv:2604.18847v1 Announce Type: new Abstract: As LM agents gain the ability to execute actions on real computer systems, we need ways to not only prevent harm
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
How Adversarial Environments Mislead Agentic AI?
arXiv:2604.18874v1 Announce Type: new Abstract: Tool-integrated agents are deployed on the premise that external tools ground their outputs in reality. Yet this
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Formally Verified Patent Analysis via Dependent Type Theory: Machine-Checkable Certificates from a Hybrid AI + Lean 4 Pipeline
arXiv:2604.18882v1 Announce Type: new Abstract: We present a formally verified framework for patent analysis as a hybrid AI + Lean 4 pipeline. The DAG-coverage
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AutomationBench
arXiv:2604.18934v1 Announce Type: new Abstract: Existing AI benchmarks for software automation rarely combine cross-application coordination, autonomous API dis
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