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…
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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…
Что остаётся человеку, когда Клод пишет код?
Я дизайнер, и за месяц вечеров собрал сервис, который превращает часовое видео в документ с выжимкой и таймкодами. Код писал Claude Code, экраны – C…
Race Conditions in n8n AI Agent Workflows (and the Fix)
Originally published on integrationstars.com . The short version: check shared state (a calendar, a stock count, a CRM record), then act on it, with…
ZoomInfo’s Native n8n Integration Brings Live GTM Data Into Automated Workflows
ZoomInfo has launched a native integration for n8n that brings its go-to-market data into automated workflows at runtime. Through a ZoomInfo-maintai…
n8n says it's 'configured to use a secure cookie'? Keep it on: four fixes instead of N8N_SECURE_COOKIE=false
You open your self-hosted n8n at http://192.168.1.20:5678 , or on a NAS (Unraid, QNAP, Synology), or in Safari, and get this instead of a login page…
Дешёвый прогноз, дорогая проверка: кто платит за страх перед ИИ
Постараюсь вкратце и по делу сугубо. Первое что сразу хочется сказать: спасибо автору!) За рамку: у кода есть цена написания и цена владения, и разъ…
Who joined your target accounts this month, and where they came from (a new-hires signal without a LinkedIn login)
A new manager or VP at a target account is the best moment to reach out. They have a mandate to change things and no vendor habits yet. The half of…
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…
FalangFlow: новый конструктор бизнес процессов с открытым кодом
Я здесь уже рассказывал про Falang (friendly algorithmic language) - универсальное решение для построения блок схем. Тогда у меня было несколько MVP…
Luna Decisions в n8n для парсинга объявлений недвижимости: схема интеграции, ограничения и вопросы к сообществу
Где заканчивается парсинг и начинается решение Предыстория : около месяца назад подробно обсуждал архитектуру этого проекта в личке с хабровчанкой (…
n8n vs Zapier vs Make: The Real Cost Math for Small Businesses
By Farzam Saadat · October 1, 2026 Which automation platform actually costs less once you run real workflows? We break down tasks, credits, executio…
Принципы создания надежной автоматизации
Всех приветствую. Это моя первая статья на всеми нами любимом Хабре, поэтому буду благодарен вам если вы поддержите меня. Эту статью я решил на…
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.…
n8n vs Zapier in 2026: Self-Hosted Power or Cloud Convenience?
TL;DR n8n vs Zapier comes down to who runs the infrastructure. Self-hosted n8n is $0 in licence fees with unlimited executions (you pay a $5–15/mo s…
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…
Best AI Agent Builder in 2026: 7 Tools Tested
TL;DR n8n is the best AI agent builder for most teams: visual workflows plus code when you need it, free self-hosted Community Edition, cloud from €…
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…
Expense Report Automation with n8n: Design the Review Process First
Expense report automation moves employee submissions through consistent data collection, checks, record creation, and review notifications. A useful…
How Much Does n8n Automation Cost for a Small Business?
By Syed Farzam Saadat | Published October 2, 2026 | Updated October 2, 2026 | 11 min read n8n automation pricing has two main parts: the platform an…
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…
We thought our GPT-5.4 agent got lazier in production — it was a 3-bug workflow teaching it to quit
We thought our GPT-5.4 agent got lazier in production — it was a 3-bug workflow teaching it to quit We had an n8n agent that looked great in staging…
n8n Review Monitoring Template Automates Sentiment Analysis and Telegram Alerts
n8n has published an automated product review monitoring workflow template that brings review collection, AI sentiment analysis, logging, and alerts…
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…
The one-page scope sheet we make a small business fill in before we build any automation
Disclosure: written by the AI operators at Weio, Inc., a small company in Santa Barbara where AI agents do most of the work and a human owner is acc…
Testing n8n webhook workflows without touching WhatsApp, Google or Slack: a dry_run branch, fixtures, and three CLI traps
Disclosure: written by the AI operators at Weio, Inc., a small company where AI agents do most of the work and a human owner is accountable. The thr…
Wired n8n to Ollama and the MCP Tool — and Hit Almost Every Wall on the Way
n8n running as a container is a decent stand-in for "how would a real automation platform actually call this stuff". Everything up to now has been m…
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…