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n8n

@n8n.io

3.1K followers 3K following 771 posts

Workflow automation platform combining AI with business processes. Connect anything to everything. Fair-code, self-hostable.

Posts Replies Media

n8n @n8n.io · 28/09/2026

n8n now has a new kind of Agent 🤖 Describe what an agent should do, give it tools and workflows, and it works out the steps. Use the same agent in Slack, on a schedule, or from any workflow. Full details with a video overview: bit.ly/4dDXTxs

n8n @n8n.io · 18/09/2026

You buy a coffee, tell yourself you'll log it later, you don't. This template does it in Telegram. Hold the button, say "coffee, four euros", walk away. AI transcribes it, picks the category, lands in your sheet. Text and photos work too. 👉 Check it out: bit.ly/4cU5wj7

n8n @n8n.io · 16/09/2026

An AI audit trail is a tamper-resistant record of every action your AI system takes, detailed enough to replay a run months later and see exactly what happened. What it needs to capture, and how to build it in.👇 blog.n8n.io/ai-audit-trail

AI Audit Trail: Logging Data Usage in AI Workflows

Learn how to implement an AI audit trail for production workflows. Discover how execution records and data usage tracking ensures governance.

n8n @n8n.io · 09/09/2026

Error workflow runs are now free on every n8n plan. Your safety net shouldn’t compete with the automations it protects. Set one up to alert Slack, email, or your ticketing tool when a workflow fails. Live on Cloud; self-hosted from v2.38.0. Read more in our Docs: bit.ly/4xJB2se

n8n @n8n.io · 09/09/2026

What does it take to move AI from a promising demo to a workflow your team can rely on? At @HumanXCo, we’ll talk about orchestrating AI in production, connecting LLMs, agents, apps and data end to end, and scaling automation across teams. 📍 Meet n8n at booth G19.

n8n @n8n.io · 08/09/2026

Traditional security monitoring was built for deterministic systems. AI breaks that: outputs vary between runs, prompts carry hidden instructions, and model behavior drifts as weights get retrained. We break down the risks and how your team can catch them. blog.n8n.io/ai-security-monitoring

AI Security Monitoring: Risks, Detection, and Best Practices

Learn how AI security monitoring works from both sides. Discover the unique AI risks and the strategies engineers use to automate detection and response.

n8n @n8n.io · 07/09/2026

Got a small team tracking leave in a Google Sheet? This workflow checks it daily, pings HR in Slack, reminds employees to update their status, and updates the sheet. No new tools, just automation layered on top of Sheets, Slack, and Gmail 👉 bit.ly/4hdNhrh

n8n @n8n.io · 03/09/2026

Fine-tuning or RAG: which one does your LLM actually need? Short answer: it depends on the problem. New post breaks down how each works and why RAG has become the default for most teams 👇 blog.n8n.io/fine-tuning-vs-rag

Fine-Tuning vs. RAG: When to Use Each for Production LLMs

Explore fine-tuning versus RAG to understand how they differ, when each approach works best, and why many production LLM systems use both.

n8n @n8n.io · 01/09/2026

LLMs are stateless by default. Every call starts cold, a real problem for agents running multi-step workflows. New guide: agent memory types, storage, retrieval, and how to build it in n8n.👇 blog.n8n.io/ai-agent-memory

AI Agent Memory: Types, Storage, and Retrieval Guide

Learn how AI agent memory works, from in-context buffers to vector stores. Discover how to build persistent memory into real-world agent workflows at scale.

n8n @n8n.io · 31/08/2026

This week's featured workflow: a daily AI news digest that lands in your inbox. Every morning it pulls from YouTube, r/n8n, X and Perplexity, summarizes it with GPT, and sends you one email. 👉 Check it out here: bit.ly/3SHrpuV

n8n @n8n.io · 25/08/2026

The Amazon Bedrock AgentCore node gives you a managed agent runtime. Memory, code execution and browsing run in your own AWS account, and it provisions itself on the first run. 👉 Our new Verified Node Spotlight builds a support triage team with it: bit.ly/4zUL23J

n8n @n8n.io · 24/08/2026

Drop videos in a Drive folder. Gemini writes TikTok, Reels, and Shorts captions in the video's own language, puts them in a Sheet as drafts. Edit, approve, done. 🙂 Check it out: bit.ly/4wMq1VV

n8n @n8n.io · 21/08/2026

Building a strong LLM prototype is easy. Keeping it stable in production is the hard part. Most builds break the moment they hit a messy API schema. Our guide to the agentic AI design patterns that survive production. 👇🏻 blog.n8n.io/agentic-ai-design-patte…

Agentic AI Design Patterns: A Production Architecture Guide

This practical guide to agentic AI design patterns covers validation, governance, context management, error recovery, and cost control in production.

n8n @n8n.io · 20/08/2026

The n8n ecosystem has never come together like this. Meet the people behind the workflows, see what they’re building, and get a look at what’s next. Last chance: save 30% with Super Early Bird tickets 🎟️ bit.ly/4bVJfRm

n8n @n8n.io · 19/08/2026

MCP servers let LLMs call tools, query data sources, and take action in the real world. Those extra capabilities create new risks. To stay safe, production MCP needs a control plane. How it works, and the auth controls behind it. 👇 blog.n8n.io/mcp-server-security

MCP Server Security: Risks and Controls

Map MCP server security risks and apply the controls that matter: auth, tool-call scoping, observability, and mitigation strategies.

n8n @n8n.io · 18/08/2026

2 days left to propose a talk or workshop for the n8n In the Loop, our first flagship conference talking place on October 14 in Berlin. Closes Aug 20, 23:59 CET. This is the community side of the program: your builds, your lessons, your opinions. 👉 Submit your idea here: bit.ly/3U3eGmM

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n8n @n8n.io · 18/08/2026

New featured template: an n8n AI agent that reads a stock chart, the financials, and the news, then emails you a Buy/Hold/Sell call. Free APIs, 10 min setup. 👉 Check it out here: bit.ly/4i9mKMI

n8n @n8n.io · 17/08/2026

n8n × @Miro hackathon, NYC, September 28 🗽 Map your logic in Miro. Build it into a real n8n automation with AI + MCP. Then watch your workflow write itself back to the board. Five hours, live demos, prizes for the top three. See you there? 🎟️ bit.ly/4xJKrzG

n8n @n8n.io · 17/08/2026

Last chance to get your Super Early Bird ticket. Join the builders shaping the future of AI and automation at In the Loop 2026 in Berlin. 🎟️ Get your ticket for €199 before Super Early Bird ends on 21 August: bit.ly/4bVJfRm

n8n @n8n.io · 14/08/2026

SF, we’re back and with a legendary guest list! 🔥 Join n8n Founder & CEO Jan Oberhauser + Head of Product David Roberts for a fireside chat & Q&A, and meet our new US Community Manager, Jacq Vaca! luma.com/n8n-9sxo

San Francisco n8n Community Meetup with n8n Founder & CEO Jan Oberhauser · Luma

Join us for an n8n Community Meetup in San Francisco! We’re excited to invite you to resume our n8n meetups in San Francisco, hosted by San Francisco…

n8n @n8n.io · 14/08/2026

Adding an MCP server to your agent is a quick OAuth flow. 70 are now available directly from the Node panel, with more on the way. New this round: Airtable, Miro, Grafana, New Relic, Jotform, PandaDoc, and more. Pick a server, sign in, ready to use in your workflow. ➡️ bit.ly/4ga5Uup

n8n @n8n.io · 12/08/2026

A Facebook Messenger chatbot built in n8n 🤖 Powered by GPT-4o-mini, it remembers the last 50 messages and groups quick back-to-back messages into one reply. Built for automated support & engagement. 👉 Check it out: bit.ly/4g3oNRf

n8n @n8n.io · 11/08/2026

Choosing a vector database is a commitment. The wrong one shows up later as query latency and ops overhead. We compared 10 of them on scale, index design, metadata filtering, and how much work each takes to run. blog.n8n.io/best-vector-database

10 Best Vector Databases for Production AI and RAG Pipelines

Compare the 10 best vector databases for RAG and AI pipelines. Evaluate your options on scale ceiling, metadata filtering, overhead, and architectural fit.

n8n @n8n.io · 10/08/2026

200,000 stars on GitHub ⭐ Every single one came from someone who tried n8n, built something real with it, and thought it was worth sharing. Thank you for building with us!

n8n @n8n.io · 06/08/2026

AI pipelines rarely fail loudly. They quietly hand you a wrong answer with total confidence, and everything downstream looks fine. Why that's hard to catch, and how to fix it 👇🏻 blog.n8n.io/ai-hallucinations

What are AI Hallucinations? Causes, Types, and Prevention

Discover what AI hallucinations are, how LLMs generate them, and which types matter in production. Learn how to reduce them and create a reliable pipeline.

n8n @n8n.io · 03/08/2026

This week's featured template compiles your day's top WordPress stories into a vertical video for YouTube Shorts, and publishes it automatically. Great for news sites and content teams repurposing what they already publish. Check here: bit.ly/4gckjqj

n8n @n8n.io · 30/07/2026

This week's featured template automates customer support across Email, Live Chat, WhatsApp, Slack & Discord using RAG-powered AI answers from your docs. Low-confidence or negative replies get escalated to your team, and everything's logged weekly. 🔗 bit.ly/4xvxCsX

n8n @n8n.io · 29/07/2026

Data rarely lives in the same place it was created. Every sync between systems means different schemas, and without solid data mapping, that logic breaks the moment something changes. We break down the techniques, best practices, and failure modes to build it right.👇 bit.ly/4pLKZSP

Data Mapping Best Practices for Cross-System Integration

Discover data mapping best practices for cross-system integration at scale and learn how automating with n8n ensures reliable, production-grade data flows.

n8n @n8n.io · 29/07/2026

Check out our Senior DevRel Leo's latest video on the new n8n AI Assistant. See how you can build, test, and iterate on workflows using natural language, all without leaving n8n. 👉 Watch here: bit.ly/4fHL0To

n8n @n8n.io · 23/07/2026

Building one AI agent is easy. Getting agents on different stacks to coordinate isn't. Google's A2A protocol gives them a common language, no more custom glue code per tool. How it works vs. MCP. blog.n8n.io/agent-to-agent-protocol

Agent-to-Agent (A2A) Protocol: Implementation and Trade-offs

Deep dive into the A2A protocol: Explore specification-level components, failure modes, and how it enables enterprise-grade AI orchestration at scale.

n8n @n8n.io · 22/07/2026

Did you know know self hosted n8n can be configured with ‘Sign In With’ OAuth buttons? Liam just made a full YouTube video explaining how to set up credential overwrites. 🔗 Watch the full video here: bit.ly/3RSGf1j

n8n @n8n.io · 21/07/2026

Most teams pick one LLM and lock in. Works fine at first, but at scale it can drive up costs and hurt output quality. No single model is optimal for every query, user tier, and budget cycle. We broke down the routing strategies worth knowing.👇 blog.n8n.io/llm-routing

LLM routing strategies for quality in AI applications

Learn how LLM routing improves accuracy, latency, and cost with per request model selection. Optimize pipelines, and use the right tool every time.

n8n @n8n.io · 21/07/2026

Docs die the second nobody's watching them. July 28, 5 PM CEST: Kartik (n8n) + Addison (GitBook) go live on fixing that with AI + automation. End-to-end updates, real insights, real demos. 👉Save your spot: bit.ly/4fs9Eai

n8n @n8n.io · 15/07/2026

Remember our AI agent dev tools report? No worries if not. This blog post catches you up on the three things that matter most in agent development right now: Identity. Reliable execution. Intent analysis. Read it NOW. 🙂 bit.ly/4vyDIHt

Agent Identity, Reliable Execution, and Intent are only half-way solved

After spending the past couple of months looking at hundreds of tech docs from n8n, Google, Gumloop, and the rest, I tallied up 75 capabilities you'd expect an agent development tool to offer. But there are so many more things you can, need, or should ...

n8n @n8n.io · 13/07/2026

Choosing a cloud integration platform is a big commitment and hard to walk back. This guide compares several platforms across deployment models, security, and governance to help you pick the right one.👇🏻 bit.ly/4yiYI7y

8 Cloud Integration Platforms for Enterprise IT

Compare the top cloud integration platforms for enterprise IT. Evaluate deployment models, connector depth, and governance, and see where n8n fits.

n8n @n8n.io · 13/07/2026

One product photo in, try on image and fashion video out. AI generates a model wearing the dress and a walking video, then publishes everything to Telegram, Discord, and YouTube. 🔗 Check it here: bit.ly/4wDFAiT

n8n @n8n.io · 09/07/2026

LLM tool calling lets models request external actions instead of guessing answers. How it works, what breaks in production, and how to build it reliably. All in our latest blog post. 👇 blog.n8n.io/tool-calling-llm

LLM Tool Calling: How it works and how to implement it

Learn how LLM tool calling turns conversational AI into actionable agents. Discover execution steps and production reliability to create efficient systems.

n8n @n8n.io · 06/07/2026

You chat, the AI picks the right action: generate a screen, create a project, or pull up an existing design. It remembers context so you can iterate. 🔗 Try it here: bit.ly/4bqJHXo

n8n @n8n.io · 02/07/2026

Something big is happening in Berlin in October. 👀 For the first time, we're bringing the entire n8n ecosystem together to celebrate what we've built and look ahead to what's next. Make sure you're among the first to know what's coming. 👉 Link: n8n.io/intheloop

n8n @n8n.io · 02/07/2026

Orchestration: full visibility, central dependency. Choreography: no bottleneck, harder to debug. The real answer? Many production systems use both. New guide on when each pattern fits. 👇 blog.n8n.io/orchestration-vs-choreo…

Orchestration vs. Choreography: Which One to Choose?

Microservices orchestration vs. choreography: Compare sagas and see how security and observability shape failure modes, hybrid patterns, and decision matrix.

n8n @n8n.io · 02/07/2026

Two weeks until n8n Fest. We're SOLD OUT, but you can still join the waiting list. Can't wait to meet you all soon! luma.com/n8n-fest-2026

n8n @n8n.io · 01/07/2026

PDF in, classified expense out. This featured template uses AI to read invoices, suggest GL codes, and export XML for your accounting system. High value invoices get routed for human review. 🔗 Check it out here: bit.ly/3QPwr7S

n8n @n8n.io · 29/06/2026

Workflow automation handles individual tasks. Orchestration coordinates them when they depend on each other. Most systems need both. New guide on the architectural differences that matter at scale.👇 blog.n8n.io/workflow-vs-orchestrati…

Workflow vs. Orchestration: What Engineers Must Know

Workflow vs. orchestration for engineers: Define terms, avoid tool sprawl, and choose a production control plane with security and reliability.

n8n @n8n.io · 26/06/2026

Building an AI agent that stays coherent over time is harder than it looks. Memory is a design challenge with real trade-offs, and most teams underestimate where it breaks. New guide 👇 blog.n8n.io/llm-memory

LLM Memory: Trade-offs and Implementation Strategies

Learn how to architect persistent, scalable memory into AI systems with this technical breakdown of LLM memory types and failure modes.

n8n @n8n.io · 25/06/2026

Stop Guessing, Start Benchmarking. Our 5-Level AI Maturity Framework shows where your organization stands - from Shadow AI to Transformative- and how to cross the chasm. 🔗 Read part 2 of our series: bit.ly/3R4b6rg

n8n @n8n.io · 24/06/2026

A riverside beach, fireside pit, and arcade games in a container port? That's n8n Fest at SAGE Berlin 😎 We're almost at capacity, so if you haven't registered yet, grab one of the last spots via the link: luma.com/n8n-fest-2026

n8n @n8n.io · 23/06/2026

Jamie runs n8n's Education team solo, managing 200+ partners. His secret? 👀 Automate the busywork, but always stay in the loop. Check out the full conversation on YT here: bit.ly/4g0Tnv9

n8n @n8n.io · 22/06/2026

Community Lead approved. 🫡 The n8n Fest is the only n8n event where the roadmap is "just to have fun." Berlin. July 16. Join us! 👉 luma.com/n8n-fest-2026

n8n @n8n.io · 19/06/2026

Four AI models. One question. They all answer, then peer review each other. A final model synthesizes the consensus. 👉 Try it out here: bit.ly/43JWDUg

n8n @n8n.io · 16/06/2026

Some tasks can't be solved in a single LLM call. ReAct agents think, act, and observe in a loop - every step visible in the execution trace. New guide + n8n walkthrough. blog.n8n.io/react-agent

How to Build a ReAct Agent: Architecture and Tradeoffs

Discover what ReAct agents are how they work. Learn architecture and common constraints, and compare ReAct models against plan-first agents.