Core AI

AI Agents & Automation

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

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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
All Reads (25,481) Articles (6516)Blog Posts (9742)Tutorials (4400)Research Papers (3593)News (1230)
Make It a Check: compounding a coding agent's lessons as gates, not CLAUDE.md prose
Dev.to · Vasyl Tretiakov 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Make It a Check: compounding a coding agent's lessons as gates, not CLAUDE.md prose
Compound engineering writes each lesson into the agent's prose. The ones that matter should be checks...
Multi-Agent AI Systems in 2026: How Engineering Teams Are Actually Shipping Faster
Dev.to · Sunil Kumar 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Multi-Agent AI Systems in 2026: How Engineering Teams Are Actually Shipping Faster
Single AI copilots are out. Orchestrated multi-agent systems are the 2026 engineering standard. Here's how teams are structuring them — and what's going wrong.
Understanding Tools in the Agentic Framework
Dev.to · Sandhya Subramani 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Understanding Tools in the Agentic Framework
When I started working with agents, tools were the concept that made the rest of the architecture...
AI agents shouldn't be dumping diagrams on humans
Dev.to · Naor Sabag 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
AI agents shouldn't be dumping diagrams on humans
A note from my coding agent. TL;DR: AI coding agents can generate explanations faster than humans...
AI/ML Research Digest — Jun 20, 2026
Dev.to · Papers Mache 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
AI/ML Research Digest — Jun 20, 2026
Persistent state and memory for embodied agents Linear‑temporal attention lets agents keep a running...
Remogram Beta 0.1.9
Dev.to · John Attebury 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Remogram Beta 0.1.9
Remogram Beta 0.1.9 has been released and improves agent ergonomics on real forge workflows:...
Agent with Vercel's Eve Framework
Dev.to · Johnny Z 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Agent with Vercel's Eve Framework
Vercel recently open-sourced Eve, a framework for building durable AI agents. It takes an...
Why I Think Most AI Agents Are Overengineered
Dev.to · Jaideep Parashar 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Why I Think Most AI Agents Are Overengineered
AI agents are everywhere. Multi-agent systems. Agent swarms. Autonomous teams. Planning...
How I stopped getting ignored and landed interviews using human-in-the-loop AI
Dev.to · Elyasians(elyasians.com) 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
How I stopped getting ignored and landed interviews using human-in-the-loop AI
As a developer, I've been in the trenches of the job search process for what feels like an eternity....
AutoJack Attack Lets One Web Page Hijack AI Agent for Host Code Execution
Dev.to · Mark0 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
AutoJack Attack Lets One Web Page Hijack AI Agent for Host Code Execution
Microsoft researchers have identified a critical exploit chain named 'AutoJack' affecting pre-release...
AI Agent Tenant Isolation: Stop Customer Context From Bleeding Across Workflows
Dev.to · Jack M 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
AI Agent Tenant Isolation: Stop Customer Context From Bleeding Across Workflows
A practical guide for builders to isolate per-customer AI agents with scoped memory, tool permissions, queues, logs, and tests before context leaks become incid
The hard part of agent memory isn't remembering — it's forgetting
Dev.to · BangBoo01 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
The hard part of agent memory isn't remembering — it's forgetting
Everyone building agents obsesses over recall: vector stores, embeddings, RAG pipelines, bigger...
Tasteck ChatGPT MCP: Cut LINE booking transcription from 11 steps to one sentence
Dev.to · edhiblemeer 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Tasteck ChatGPT MCP: Cut LINE booking transcription from 11 steps to one sentence
Built a 50-second demo video showing how Japan's night-leisure industry SaaS "tasteck" uses ChatGPT...
Taming AI Latency: Streaming Responses with Server-Sent Events
Dev.to · zhongqiyue 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Taming AI Latency: Streaming Responses with Server-Sent Events
I was proud of my AI-powered autocomplete feature. Then users started complaining about the...
AI API Price War: DeepSeek V4-Pro Cuts 75% & Gemini 3.5 Flash Lands
Dev.to · yanlong wang 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
AI API Price War: DeepSeek V4-Pro Cuts 75% & Gemini 3.5 Flash Lands
AI API Price War Heats Up: DeepSeek V4-Pro Cuts 75% & Gemini 3.5 Flash Lands May 31,...
60% of My $312 Anthropic Bill Came From One Silent Loop — Here's How I Found It
Dev.to · 강해수 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
60% of My $312 Anthropic Bill Came From One Silent Loop — Here's How I Found It
Claude Code + Cloudflare Workers 12개를 production에서 굴리는 1인 SaaS 운영자가 실제 비용 청구서와 에러 로그를 근거로 정리한 에이전트 디버깅 도구 실전 후기.
Shopify's UCP makes your catalog agent-buyable. The rest of your storefront still isn't — here's where WebMCP fits.
Dev.to · Robert 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Shopify's UCP makes your catalog agent-buyable. The rest of your storefront still isn't — here's where WebMCP fits.
If you run a store, the agentic-commerce wave probably arrived in your inbox this spring as a Shopify...
Stop Telling Your AI to "Be Careful Next Time." It Has No Memory of Yesterday.
Dev.to · Sho Naka 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Stop Telling Your AI to "Be Careful Next Time." It Has No Memory of Yesterday.
I bloated my AI agent's rules file to 56,000 characters trying to make it behave. It stopped working. Cutting it under 1,200 fixed it. The l
Harness Engineering Has No Fixed Address
Dev.to · Saurav Bhattacharya 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Harness Engineering Has No Fixed Address
TL;DR — Harness engineering is one thing: getting reliable judgment out of a reasoner you didn't...
I built an agent health checker, then it flunked itself — here's the audit
Dev.to · AOS Architect 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
I built an agent health checker, then it flunked itself — here's the audit
What you get: The AOS v0.2 post named four ways production agents fail quietly—and patterns to stop...
The Agent Is the Harness, Not the Model — and Why That Reorganizes Software Engineering
Dev.to · Saurav Bhattacharya 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
The Agent Is the Harness, Not the Model — and Why That Reorganizes Software Engineering
Claude Code, Copilot, ChatGPT — none of these are 'the model.' They're harnesses wrapping a model. Once you internalize Agent = Model × Harness, you can see the
From One Tool to a Plan — Multi-Step Agents with NVIDIA NIM
Dev.to · Torkian 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
From One Tool to a Plan — Multi-Step Agents with NVIDIA NIM
Part 5 let the model pick one tool. Real agents chain tools — search, then calculate, then answer. This post builds the ReAct loop (Reason + Act + Observe) on N
Most AI Agents Aren't in Production. Here's What Works.
Dev.to · Matthias | StudioMeyer 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Most AI Agents Aren't in Production. Here's What Works.
One widely-shared survey says 42 percent of companies already run AI agents in production. The most...
Why I Migrated From GPT-4o to DeepSeek — A Backend Engineer's Notes
Dev.to · swift 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Why I Migrated From GPT-4o to DeepSeek — A Backend Engineer's Notes
Why I Migrated From GPT-4o to DeepSeek — A Backend Engineer's Notes Six months ago, my monthly...
Agentic AI Best Practices: Shipping Reliable Agents in Production
Dev.to · Vladyslav Donchenko 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Agentic AI Best Practices: Shipping Reliable Agents in Production
Guardrails, human-in-the-loop approvals, evaluation, and cost control — the engineering discipline that separates a production-grade real estate agent layer fro
Building an Agentic Orchestration Layer for PropTech Platforms
Dev.to · Vladyslav Donchenko 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Building an Agentic Orchestration Layer for PropTech Platforms
How to move beyond isolated LLM features to a governed control plane that coordinates specialized AI agents across real estate workflows — with deterministic or
Self-Improving AI Agents: Why Evolving Agentic Systems Win in Real Estate
Dev.to · Vladyslav Donchenko 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Self-Improving AI Agents: Why Evolving Agentic Systems Win in Real Estate
Self-improving AI agents get better with every run by evolving their orchestration, not retraining the model. How the rollout-and-reflection loop works, and why
Building a real-time desktop AI copilot for calls: the hard parts
Dev.to · Сергей 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Building a real-time desktop AI copilot for calls: the hard parts
Half a year ago I asked a simple question: during an online call, could a short, to-the-point hint...
When Your AI Agent Restarts Mid-Task: Building Durable Workflows in Spring Boot
Dev.to · Henry Li 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
When Your AI Agent Restarts Mid-Task: Building Durable Workflows in Spring Boot
The first agentic feature I shipped looked great in demos. The LLM picked a tool, called it, looked...
How I Cut My AI API Bill From Scratch: What Nobody Tells You
Dev.to · rarenode 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
How I Cut My AI API Bill From Scratch: What Nobody Tells You
Here's the thing: how I Cut My AI API Bill From Scratch: What Nobody Tells You I still remember the...
(new) Bifrost Edge: MCP Visibility and Control for Enterprise Teams and Beyond 🔥
Dev.to · Anthony Max 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
(new) Bifrost Edge: MCP Visibility and Control for Enterprise Teams and Beyond 🔥
Model Context Protocol (MCP) servers have transformed AI from passive chatbots into action-capable...
Why block counts are not enough for agent safety
Dev.to · Armorer Labs 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Why block counts are not enough for agent safety
A block count is not an audit record. If an agent guard says it blocked 200 actions, I still need to...
The boring checklist before running a new local agent
Dev.to · Armorer Labs 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
The boring checklist before running a new local agent
Before I run a new local agent, I want a boring checklist. Not hype. Not a demo video. Just...
Coding agents need branch policy at runtime
Dev.to · Armorer Labs 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Coding agents need branch policy at runtime
Telling a coding agent "do not push to main" is useful. It is not enough. Branch policy has to be a...
Agent guards need receipts, not just block counts
Dev.to · Armorer Labs 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Agent guards need receipts, not just block counts
A lot of AI-agent safety tooling is framed around blocking bad actions. Blocking matters, but it is...
Edge Computing Architecture for Industrial AI: 5 Patterns That Survive the Factory Floor
Dev.to · KGT Solutions 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Edge Computing Architecture for Industrial AI: 5 Patterns That Survive the Factory Floor
Edge computing is now the backbone of industrial AI. Cloud-only architectures consistently fail in...
Agent demos are easy. Agent operations need receipts.
Dev.to · Armorer Labs 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Agent demos are easy. Agent operations need receipts.
I keep seeing the same pattern with AI agents: the demo works, the first workflow is exciting, and...
🚀 Meet JanSahayak AI: Your Personal Guide to Indian Government Schemes
Dev.to · Aritra Mondal 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
🚀 Meet JanSahayak AI: Your Personal Guide to Indian Government Schemes
By Aritra Mondal | Built for the Google Gen AI Academy "Meet the Builders" Campaign 💡 The Everyday...
Give your AI agent its own inbox: Nylas Agent Accounts via API and CLI
Dev.to · Qasim 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Give your AI agent its own inbox: Nylas Agent Accounts via API and CLI
How to provision a real email + calendar identity for an AI agent with the Nylas API and CLI — create, send, receive, RSVP, and guardrail it with policies and r
I opened my first PR to LiveKit's agents repo — here's the bug I found
Dev.to · Diya 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
I opened my first PR to LiveKit's agents repo — here's the bug I found
I've been growing my open source portfolio one contribution at a time, and this week I landed on...
The Pentagon Mandated AI Audit Trails. No One Has Built Them. Until Now.
Dev.to · Jason Reeder 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
The Pentagon Mandated AI Audit Trails. No One Has Built Them. Until Now.
June 21, 2026 The Department of Defense has a problem it cannot solve with firepower. AI agents are...
I Built an Open-Source AI Agent That Benchmarks Itself (And It's Actually Good)
Dev.to · Shakib S. 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
I Built an Open-Source AI Agent That Benchmarks Itself (And It's Actually Good)
No API costs. No VC funding. Just 3,000 lines of Python and a llama.cpp backend. Hello I've build...
I Wish I'd Built My Telegram AI Bot This Way Sooner — Full Breakdown
Dev.to · rarenode 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
I Wish I'd Built My Telegram AI Bot This Way Sooner — Full Breakdown
I Wish I'd Built My Telegram AI Bot This Way Sooner — Full Breakdown Last quarter I bled money. Not...
Every agent passport layer is grading its own exam
Dev.to · Michael "Mike" K. Saleme 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Every agent passport layer is grading its own exam
A new layer is consolidating in the agent stack, and it has a name now: pre-action authorization. The...
Context Engineering for Enterprise AI, Part 3: Multi-Agent Architecture That Survives Production
Dev.to · kirandeepjassal-crypto 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Context Engineering for Enterprise AI, Part 3: Multi-Agent Architecture That Survives Production
Originally published on PrepStack. Most "AI agents" in production are one giant agent with every...
Reverse engineering a DJI Mavic Pro remote: meeting the DUML protocol
Dev.to · Oli 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Reverse engineering a DJI Mavic Pro remote: meeting the DUML protocol
A hobby project on the side. I bought a Mavic Pro Gen1 shell and its GL200A remote for a few euros,...
How to Build Your First AI Loop — A 5-Minute Guide for People Who Don't Write Code
Dev.to · QuickStrats 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
How to Build Your First AI Loop — A 5-Minute Guide for People Who Don't Write Code
Last week I explained what Loop Engineering is. If you missed it: it means giving AI a goal, tools,...
Don't use an LLM to decide what your AI agent is allowed to do
Dev.to · Brian Hall 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Don't use an LLM to decide what your AI agent is allowed to do
I'm in a group called AARM. It's a bunch of people trying to work out how you actually secure what an...