How to Build an AI Appointment Booking Agent for a Hair Salon
One agent, one business workflow Let AI understand “a trim after work with anyone available.” Let rules and live calendar data decide what can actua…
Architecture
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How I Built a Multi-Agent Micro-SaaS Orchestration Engine in n8n (Zero Cloud Subscriptions)
Building scalable, multi-agent AI systems usually means falling into one of two traps: drowning in the spaghetti code of Python-based orchestration…
n8n Hints at End-to-End Design Automation, but Product Scope Remains Unclear
n8n appears to be exploring how end-to-end automation could reduce repetitive design work , but it has not announced a dedicated product for automat…
How I Built an Autonomous B2B Directory Scraping & Enrichment Pipeline with n8n and Python
How I Built an Autonomous B2B Directory Scraping & Enrichment Pipeline with n8n and Python Modern web scraping for B2B intelligence has shifted.…
Как я собрала на n8n SEO-агента для трех сайтов: данные, правила и немного нейросети
После просадки органики я устала вручную сводить Screaming Frog, Метрику и Вебмастер и собрала SEO-агента на n8n. Он хранит историю страниц, очищает…
Building a Sub-Minute Cross-Platform Inventory Sync Engine with n8n, Shopify, WooCommerce & Airtable
Building a Sub-Minute Cross-Platform Inventory Sync Engine with n8n, Shopify, WooCommerce & Airtable Dual-channel e-commerce sounds great on a s…
Why Linear Webhook Bots Fail: The Telegram to n8n Architecture Autopsy
How to Replace a Fragile n8n Telegram Bot with a Decoupled State Machine TL;DR: Direct chat-to-API webhooks create an opaque operational black box t…
The n8n Architecture Validator: Resolving API Rate Limit Conflicts with Sanity MCP (Path 1)
For the Sanity Challenge, I decided to tackle Path One: Ship an agent that queries real content . As someone who builds complex n8n workflows, one o…
Build an AI Email Lead Follow-Up Workflow with n8n, OpenAI & Gmail
Responding to every new business enquiry manually sounds simple until the number of leads starts increasing. A lead sends an email, someone reads it…
Building an Autonomous AI Memory Engine in n8n: Zero-Maintenance RAG Sync for Notion & Airtable
Building an Autonomous AI Memory Engine in n8n: Zero-Maintenance RAG Sync for Notion & Airtable AI agents are only as reliable as their context…
My Google AI API 500 errors stopped being scary when I stopped retrying the whole workflow
I knew something was wrong when one flaky Gemini call turned into: 3 duplicate HubSpot updates 1 duplicate Jira issue 4 Slack messages and a very an…
n8n’s GTC Berlin Session Will Focus on Guardrails for AI Agent Workflows
n8n Director of Engineering Claire Knight is scheduled to speak at NVIDIA GTC Berlin 2026 about bringing stronger controls to AI agent workflows. Th…
I Followed the n8n AWS Docs and It Broke at the First Command
You SSH into a fresh EC2 box, run sudo dnf install -y docker , then the very next command from the guide you're following: docker compose up -d And…
n8n and NVIDIA NemoClaw to Demonstrate Governed AI Agent Actions at GTC Berlin 2026
n8n and NVIDIA will demonstrate a practical approach to governing AI agent actions at NVIDIA GTC Berlin 2026 . The hands-on lab, titled Your Agent D…
ИИ-агенту запретили запись в CRM. Но CRM всё равно изменилась
Почему ограничение полномочий модели ещё не означает, что AI-система действительно стала read-only. Разбираем runtime control на примере n8n + DeepS…
SAP Embeds n8n in Joule Studio to Expand Visual AI Workflow Orchestration
SAP is embedding n8n's visual workflow orchestration capabilities into Joule Studio, extending its Business AI Platform with an environment for buil…
How to Move an n8n Prototype into a LangGraph Production Agent
You already have an n8n workflow that functions. It receives a request, calls APIs, uses an LLM, makes decisions, updates a database, and returns a…
Build an AI Agent Error Triage Pipeline with n8n, Gemini & Slack
When LLM agents hit production traffic, manual error triage stops scaling fast. The same five failure types keep appearing under different traces, e…
How Sentiment Analysis Fixes Broken Lead Triage
It's Q1 2026, and your inbox has 140 unread form submissions. Your best rep spent the first two hours of her day sorting them by hand, copying field…
n8n’s AI Security Monitoring Guide Explains How to Detect Risks in AI Workflows
n8n has published new guidance on AI security monitoring for production environments , arguing that conventional monitoring tools need additional si…
Building a Production RAG Pipeline with n8n, Qdrant, and Gemini: A Step-by-Step Walkthrough
The first version of a RAG system always looks convincing. You connect a document loader, a vector database, and a large model, ask a question, and…
n8n: When AI Writes the Workflow, Who Reviews the Workflow?
The most dangerous AI-generated n8n workflow is not the one that fails immediately. It is the one that runs successfully while doing the wrong thing…
n8n Can Now Build Its Own Workflows — What Could Possibly Go Wrong?
The dangerous part is not that a system can generate an n8n workflow as JSON. The dangerous part is that the JSON can execute. Once an AI assistant,…
AI Business OS Platforms: What We Got Wrong
What We Set Out to Solve In early 2026, we started asking a question that a lot of engineering leads were quietly asking too: what if the multi-tool…
n8n MCP Server Expands Agent Automation From Prompts to Governed Workflows
n8n is expanding its approach to agent-based automation with a native Model Context Protocol (MCP) architecture that connects AI clients to workflow…
n8n and Amazon Bedrock AgentCore Bring Production Agent Harnesses Into the Editor
n8n is extending its role beyond a visual workflow builder with an integration path for running production AI agents through the Amazon Bedrock Agen…
Declarative Edge Orchestration: Cloudflare Workers & n8n for SaaS Automation
Introduction & Industry Context In the rapidly evolving landscape of SaaS, solopreneurs and tech agencies face a unique challenge: scaling opera…
Mole: A Deep Research Agent for Your Terminal
What Happened Mole, a new open‑source project from lajosdeme on GitHub, debuted as a deep research agent . It runs from the terminal, letting users…
Voice‑driven murder mystery: interview AI suspects with your voice
What Happened The new web app at https://www.whodunnitai.com/ turns a murder mystery into a voice‑only game. Players record questions; the audio is…
Show HN: Designing the GUI for AI Agents
What Happened A Show HN thread titled "What should the GUI for AI agents look like?" sparked debate among developers, designers, and ops engineers.…