Core AI

AI Agents & Automation

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

33,550
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
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All Reads (25,489) Articles (6517)Blog Posts (9743)Tutorials (4406)Research Papers (3593)News (1230)
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AI Driven Development 2026: The Age of Agents
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 2h ago
AI Driven Development 2026: The Age of Agents
From Prompt Engineering to Reasoning Engineering and Beyond. Continue reading on Medium »
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A Simple Framework for Automating Daily Report Pipelines With Claude
Medium · Cybersecurity 🤖 AI Agents & Automation ⚡ AI Lesson 4h ago
A Simple Framework for Automating Daily Report Pipelines With Claude
I’ve been paying attention to how quickly frontier AI capability is moving models like Claude Mythos and Claude Fable are pushing that… Continue reading on Medi
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Agent Gateways Are Becoming The Control Plane For Enterprise AI
Forbes Innovation 🤖 AI Agents & Automation ⚡ AI Lesson 4h ago
Agent Gateways Are Becoming The Control Plane For Enterprise AI
Palo Alto bought Portkey, Solo.io gave agentgateway to the Linux Foundation. Agent gateways are consolidating into a category. A CXO read on MCP governance and
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Building an Autonomous Marketing OS: A Provider-Agnostic, Human-Gated Agent Pipeline for Production
Medium · RAG 🤖 AI Agents & Automation ⚡ AI Lesson 8h ago
Building an Autonomous Marketing OS: A Provider-Agnostic, Human-Gated Agent Pipeline for Production
How we architected a multi-agent system that runs marketing operations continuously — without locking into one LLM vendor, and without… Continue reading on Medi
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When AI Manages Better Than We Do
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 8h ago
When AI Manages Better Than We Do
The greatest disruption of artificial intelligence isn’t automation — it’s the end of management as we know it. Continue reading on Medium »
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Building a Critic-Agent Loop: Scores, Refinement, and Guardrails
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 8h ago
Building a Critic-Agent Loop: Scores, Refinement, and Guardrails
This is the hands-on companion to Part 1: The Critic Agent — Teach Your AI to Check Its Own Work. There, we covered the idea: a separate… Continue reading on To
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Building a Critic-Agent Loop: Scores, Refinement, and Guardrails
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 8h ago
Building a Critic-Agent Loop: Scores, Refinement, and Guardrails
This is the hands-on companion to Part 1: The Critic Agent — Teach Your AI to Check Its Own Work. There, we covered the idea: a separate… Continue reading on To
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Shipping Agentic AI to Production: What Building Aura Taught Me About Orchestration, Tool Calls…
Medium · RAG 🤖 AI Agents & Automation ⚡ AI Lesson 8h ago
Shipping Agentic AI to Production: What Building Aura Taught Me About Orchestration, Tool Calls…
A Cloud Engineer’s field notes from turning a Gen AI demo into a system that writes to the real internet — and has to be trusted while… Continue reading on Medi
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Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 10h ago
Building CivicSense AI: An End-to-End AI Platform for Smarter Urban Monitoring
Every city faces the same challenge — traffic violations and civic issues happen every day, but many go unnoticed until they become… Continue reading on Medium
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The Benefits and Challenges of Artificial Intelligence in Healthcare
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 12h ago
The Benefits and Challenges of Artificial Intelligence in Healthcare
A closer look at where AI is already changing medicine, where the evidence is still thin, and what regulators are doing about it Continue reading on Medium »
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Why Your APM is Useless for AI Agents (And How We Scaled LLM Observability to Billions of Steps)
Medium · Python 🤖 AI Agents & Automation ⚡ AI Lesson 16h ago
Why Your APM is Useless for AI Agents (And How We Scaled LLM Observability to Billions of Steps)
We’ve all seen the architectural slide decks. An AI agent seamlessly plans a multi-step task, invokes three different tools, routes a… Continue reading on Mediu
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The Agent Didn’t Know It Was Doing Anything Wrong
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 20h ago
The Agent Didn’t Know It Was Doing Anything Wrong
Guardrails, routing, and cost limits only work if you stop asking the loop to police itself. Continue reading on Medium »
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Arintoo : Professional Network of AI Agents, Bye MoltBook
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 20h ago
Arintoo : Professional Network of AI Agents, Bye MoltBook
The Missing Link Between AI Agent Discovery and Real Business Results Continue reading on Medium »
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Arintoo : Professional Network of AI Agents, Bye MoltBook
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 20h ago
Arintoo : Professional Network of AI Agents, Bye MoltBook
The Missing Link Between AI Agent Discovery and Real Business Results Continue reading on Medium »
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The Context Engineering Framework: How Modern AI Agents Actually Work
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 22h ago
The Context Engineering Framework: How Modern AI Agents Actually Work
Learn how context engineering, memory systems, RAG, MCP, and AI agent frameworks work together to build reliable, scalable, and… Continue reading on Medium »
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The Context Engineering Framework: How Modern AI Agents Actually Work
Medium · RAG 🤖 AI Agents & Automation ⚡ AI Lesson 22h ago
The Context Engineering Framework: How Modern AI Agents Actually Work
Learn how context engineering, memory systems, RAG, MCP, and AI agent frameworks work together to build reliable, scalable, and… Continue reading on Medium »
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InfoQ AI/ML 🤖 AI Agents & Automation ⚡ AI Lesson 22h ago
Claude Reaches GA on Microsoft Foundry: European Enterprises Cannot Deploy It
Claude models reached GA on Microsoft Foundry with Azure-native billing and governance, but no European data zone exists. Anthropic's own documentation confirms
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Model Context Protocol (MCP): The Standard Connecting AI to Tools
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 22h ago
Model Context Protocol (MCP): The Standard Connecting AI to Tools
Why AI Needs a Common Language Continue reading on Medium »
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An AI Agent Just Ran a Ransomware Attack Start to Finish — No Human at the Keyboard
Medium · Cybersecurity 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
An AI Agent Just Ran a Ransomware Attack Start to Finish — No Human at the Keyboard
A cloud security firm says it has evidence of the first ransomware attack carried out entirely by an AI agent — from the initial break-in… Continue reading on C
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MCP, A2A, and ACP: The Protocols Powering the Next Generation of AI Agents
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
MCP, A2A, and ACP: The Protocols Powering the Next Generation of AI Agents
Why 2026 is the year of AI interoperability, not just bigger language models Continue reading on Medium »
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Titre : L'agent IA qui obéissait à un document caché Sous-titre : Comment une instruction invisible peut détourner un agent IA — et comment s'en prémunirUn employé, excédé par le spam des chasseurs de tête, a un jour caché une instruction dans sa bio…
Medium · Cybersecurity 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Titre : L'agent IA qui obéissait à un document caché Sous-titre : Comment une instruction invisible peut détourner un agent IA — et comment s'en prémunirUn employé, excédé par le spam des chasseurs de tête, a un jour caché une instruction dans sa bio…
L'agent IA qui obéissait à un document caché Continue reading on Medium »
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Agentic AI for Anomaly Detection — (2) Histogram-Based Outlier Score (HBOS)
Medium · Python 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Agentic AI for Anomaly Detection — (2) Histogram-Based Outlier Score (HBOS)
Building Your Own Agentic AI Systems Step by Step Continue reading on Agentic AI for Anomaly Detection »
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Agentic AI for Anomaly Detection — (2) Histogram-Based Outlier Score (HBOS)
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Agentic AI for Anomaly Detection — (2) Histogram-Based Outlier Score (HBOS)
Building Your Own Agentic AI Systems Step by Step Continue reading on Agentic AI for Anomaly Detection »
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The Guardrail Stack: A Practitioner’s Taxonomy of Runtime Security Controls for AI Agents
Medium · Cybersecurity 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
The Guardrail Stack: A Practitioner’s Taxonomy of Runtime Security Controls for AI Agents
What I learned about the guardrail landscape while proposing prompt injection defenses to LangChain4j — and why no single guardrail type… Continue reading on Me
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Outbound OAuth authorization code grant on Amazon Bedrock AgentCore Gateway
Medium · Python 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Outbound OAuth authorization code grant on Amazon Bedrock AgentCore Gateway
When an AI agent acts on behalf of a user — reading their Google Calendar, posting to their Slack, opening Jira tickets in their name —… Continue reading on Lev
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Outbound OAuth authorization code grant on Amazon Bedrock AgentCore Gateway
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Outbound OAuth authorization code grant on Amazon Bedrock AgentCore Gateway
When an AI agent acts on behalf of a user — reading their Google Calendar, posting to their Slack, opening Jira tickets in their name —… Continue reading on Lev
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Architecting a Production-Ready AI Agent Backend: .NET Core vs. FastMCP (Python)
Medium · Python 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Architecting a Production-Ready AI Agent Backend: .NET Core vs. FastMCP (Python)
Why the era of dynamic “vibe coding” is over and how senior engineers are shifting AI tooling to robust backend frameworks. Continue reading on Medium »
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How to Control AI Agent Actions in Real Production Systems
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
How to Control AI Agent Actions in Real Production Systems
AI Engineer Interview Preparation Continue reading on Towards AI »
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Expose agents as MCP tools on Amazon Bedrock AgentCore Gateway
Medium · Python 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Expose agents as MCP tools on Amazon Bedrock AgentCore Gateway
One large agent with thirty tools is harder to operate than five specialist agents with six tools each. Specialists are easier to evaluate… Continue reading on
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Expose agents as MCP tools on Amazon Bedrock AgentCore Gateway
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Expose agents as MCP tools on Amazon Bedrock AgentCore Gateway
One large agent with thirty tools is harder to operate than five specialist agents with six tools each. Specialists are easier to evaluate… Continue reading on
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Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
How to shaping ai agent’s personality?
I. Conceptual foundations: does an LLM “have” a personality? Continue reading on Medium »
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AURA: Handshake the Structure, Then Send the Change
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
AURA: Handshake the Structure, Then Send the Change
Agent traffic has a strange property: almost every byte is a repeat. Two AI systems exchanging MCP tool calls, A2A task updates, or… Continue reading on Medium
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Google Just Released OKF — The Missing Standard AI Agents Have Been Waiting For
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Google Just Released OKF — The Missing Standard AI Agents Have Been Waiting For
Everyone is racing to build smarter AI agents. Continue reading on GoPenAI »
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How AI Agents Coordinate Multiple Tools Without Losing Control
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
How AI Agents Coordinate Multiple Tools Without Losing Control
AI Engineer Interview Preparation Continue reading on Towards AI »
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Designing AI Chatbots with Human Psychology: Why Treating AI as Social Actors Unlocks Better Trust…
Medium · Data Science 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Designing AI Chatbots with Human Psychology: Why Treating AI as Social Actors Unlocks Better Trust…
As AI chatbots weave deeper into enterprise functions and customer touchpoints, understanding how humans psychologically interact with… Continue reading on Medi
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Building OpsPilot AI: Developing a Multi-Agent Incident Command Center with Qwen and Alibaba Cloud
Medium · DevOps 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Building OpsPilot AI: Developing a Multi-Agent Incident Command Center with Qwen and Alibaba Cloud
Over the last few weeks, I’ve been working on a project called OpsPilot AI, an incident command center that combines AI-assisted analysis… Continue reading on M
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Your AI Agrees With You Too Much. That’s Not a Bug.
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Your AI Agrees With You Too Much. That’s Not a Bug.
The most expensive yes-man you’ll ever meet. Continue reading on Medium »
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Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
API vs MCP Servers: Why Every DevOps, MLOps & AI Engineer Should Understand the Difference
If APIs powered the internet, MCP is powering AI agents. Continue reading on Medium »
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OKF + RAG: The Ultimate AI Agent Architecture
Medium · RAG 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
OKF + RAG: The Ultimate AI Agent Architecture
Every AI agent has a memory problem. Ask it a well-known fact, and it answers brilliantly. Ask it about your company’s specific churn rate… Continue reading on
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Top AI Agents for DevOps Online Training | Visualpath
Medium · DevOps 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Top AI Agents for DevOps Online Training | Visualpath
AI Agents in DevOps Training: Build Skills for IT Careers Continue reading on Medium »
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Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
How to Build a Real-Time Voice Agent That Queries Your Database
# How to Build a Real-Time Voice Agent That Queries Your Database Continue reading on Medium »
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Medium · SEO 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
GEO para imobiliárias e corretores: quando o comprador pergunta à IA em que bairro morar
São 23h. Uma pessoa que está pensando em mudar de cidade abre o ChatGPT e digita: “quero morar em São Paulo, tenho orçamento de X… Continue reading on Medium »
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Top 30 Agentic AI Architecture Interview Questions and Answers
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
Top 30 Agentic AI Architecture Interview Questions and Answers
1. What is Agentic AI? Continue reading on Medium »
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Building Agentic Systems with the OpenAI Agents SDK on Amazon Bedrock Mantle
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
Building Agentic Systems with the OpenAI Agents SDK on Amazon Bedrock Mantle
Building a question-answering agent with the OpenAI Agents SDK, incrementally, across six increasingly feature-rich versions Continue reading on Medium »
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The Intent Gateway Pattern
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
The Intent Gateway Pattern
One endpoint. Every backend action. The dispatch pattern that made shipping four AI products from one codebase possible. Continue reading on taskclan »
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Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
The Tool We Built to Measure AI Visibility Couldn’t Find Itself
Two weeks before we launched Relevyn, I opened ChatGPT and asked it a question I already thought I knew the answer to. Continue reading on Medium »
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What a Team of AI Agents Taught Me About Building AI
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
What a Team of AI Agents Taught Me About Building AI
I read a real, open-source multi-agent system end to end. The most useful lessons had nothing to do with stocks. Continue reading on Medium »
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Medium · DevOps 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
What AI Still Can’t Replace in DevSecOps
AI is changing the way we build and secure software, but some responsibilities will always require human judgment. Continue reading on Medium »
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