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…
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…
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…
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.…
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…
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…
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…
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…
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…
Workflow or agent? A practical line I use to decide
I'm building ByteFlow, a no-code platform for agentic applications. It started as a workflow-automation tool and was later repositioned toward agent…
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 vs Claude Agents for Sales and CRM: What Goes Where in 2026
A demo request lands at 4:52 pm on a Friday: "40 people, moving off spreadsheets, need something live before Q1." n8n can catch that form, dedupe it…
OpenAI and n8n Bring Builder Lounge to Munich During Bits & Pretzels 2026
OpenAI and n8n will co-host a Builder Lounge in Munich on September 29, 2026 , bringing hands-on AI workflow building and tool-integration discussio…
How to Make a Reddit Story Bot for TikTok
You can build a fully automated pipeline that pulls the day's hottest Reddit threads, rewrites them into a short script, generates a natural-soundin…
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…
n8n’s Telegram Expense Template Turns Voice and Text Into Google Sheets Entries
n8n has published a workflow template that turns Telegram into a lightweight expense-capture tool. A user can send a text message or voice note desc…
Не бенчмарком единым: стелс-модель union-alpha на реальной задаче — сутки от релиза до боя
Пролог: живая встреча, бэклог и бесплатная модель Всем привет! Немного вступления: ИИ агент заказчика работает в проде уже четвёртый месяц: ночные з…
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…
The best n8n fix I found this month was boring: lower your agent concurrency settings before touching the prompt
I spent an embarrassing amount of time blaming the model for a problem that was clearly my own fault. A webhook burst hit one of my n8n flows. Aroun…
Reasoning Lock: ИИ-агент в проде тратит токены и молчит — живой разбор бага
В прошлой статье ( https://habr.com/ru/articles/1076084/ ) я рассказывал о скрытом баге: ИИ-агент в проде заказчика тратит токены, генерация закрыва…
n8n Assistant Launches as a Preview AI Workflow Builder for Cloud and Docker Users
n8n has launched n8n Assistant , a preview AI-assisted workflow builder designed to turn a plain-language automation request into a workflow that te…
Две страницы под один запрос — это ещё не каннибализация: детектор на n8n с моделью риска [+воркфлоу]
Классический совет при каннибализации запросов - найти пересекающиеся страницы и склеить их редиректом. На практике это часто ломает рабочую структу…
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…
Fill Existing PDF Forms from n8n Without Rebuilding the Template
An earlier version of this n8n workflow had a bad fallback: when it couldn't find an exact PDF field name, it tried a partial match. For example, an…
One `__proto__` away from losing every credential in your n8n instance
CVE-2026-33696 turns anyone who can create or edit an n8n workflow into remote code execution as the n8n process user. That should bother you even i…