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Notes from inside the automations we build.

Production patterns, technical breakdowns, and what actually works when you wire AI agents into real business systems.

Latest · June 11, 2026

The Bot That Reads Every Prozorro Tender So Your Team Does Not Have To

How a Kyiv construction company tripled their government bid volume using an n8n bot that monitors Prozorro every 15 minutes and reads actual specification documents with Claude AI.

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Reddit n8n Workflows — 10,000 Community Patterns | OpsPilots
BlogApril 06, 2026

Reddit n8n Workflows — 10,000 Community Patterns | OpsPilots

You've built your first n8n workflow and it actually worked. Now you're staring at Reddit threads where people casually mention "analyzing 10,000+ workflows" and building "fully-automated market analysis systems" — wondering if you're missing somethi

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SEO Audit on Autopilot. No Analyst Required.
BlogApril 03, 2026

SEO Audit on Autopilot. No Analyst Required.

How we built a fully automated SEO audit pipeline using n8n + AI — cutting audit time by 90% and reducing per-audit cost to near zero. Runs every Monday at 9am without you touching a dashboard.

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The Backend of AI Video Production: Orchestrating an Autonomous Content Factory
BlogApril 03, 2026

The Backend of AI Video Production: Orchestrating an Autonomous Content Factory

Inside the n8n + Claude + FFmpeg stack running a 24/7 autonomous video content factory — from script generation to publishing with zero human touch. Dropped production cost from $60 to $0.68 per video.

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Reddit's n8n Community Just Built 6,500 Workflows — Here's What Actually Works
BlogMarch 30, 2026

Reddit's n8n Community Just Built 6,500 Workflows — Here's What Actually Works

Reddit's n8n builders created 6,500+ production workflows using a free generation tool, revealing which automation patterns actually survive contact with real business problems.

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How we built a fully autonomous AI-Production Pipeline that converts raw scientific data into high-retention YouTube Shorts, reducing production time by 98% and cost by 95%.
BlogMarch 27, 2026

How we built a fully autonomous AI-Production Pipeline that converts raw scientific data into high-retention YouTube Shorts, reducing production time by 98% and cost by 95%.

One text source in, one publish-ready YouTube Short out. Script, voiceover, captions, and final render — fully automated in 7 minutes. Cut production time by 98% and cost per video from $40 to $0.68.

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AI Agents Build n8n Workflows — Reddit's Meta-Automation Revolution | OpsPilots
BlogMarch 23, 2026

AI Agents Build n8n Workflows — Reddit's Meta-Automation Revolution | OpsPilots

You've built 47 n8n workflows this year, but you're still clicking "New Workflow" and staring at that empty canvas wondering where to start. The Reddit n8n community just solved this with something that shouldn't work: AI agents that build the workfl

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n8n Builders Are Automating Everything — Mobile Controls, Job Apps, Social Media
BlogMarch 16, 2026

n8n Builders Are Automating Everything — Mobile Controls, Job Apps, Social Media

--- **TL;DR:** Six new n8n workflows automate job applications, mobile device control, social media posting, outreach emails, and Reddit API access — real production patterns emerging. --- ## What This Actually Does The n8n community just dropped six

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Reddit n8n Builders Are Solving Real Problems — Here's What They Actually Built
BlogMarch 13, 2026

Reddit n8n Builders Are Solving Real Problems — Here's What They Actually Built

Six production n8n workflows from Reddit show real automation patterns: LinkedIn outreach, job applications, mobile management, sentiment analysis, API simplification, and payment reminders.

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The Bot That Asks Permission Before Every Trade.
BlogMarch 13, 2026

The Bot That Asks Permission Before Every Trade.

Every trading signal goes through a real-time Claude AI risk check before execution — position size, volatility, portfolio exposure. Full decision loop in under 3 seconds, logged to Telegram. Zero unauthorized trades.

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BlogMarch 12, 2026

AI Agent OS: 14 n8n Workflows Creating Autonomous Business Operations

An AI agent named AiMe built a complete operational stack using 14 production n8n workflows, achieving 24/7 autonomous business management for content, revenue, and outreach.

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AI-Generated n8n Workflows: Codex-Powered Automation Engineering
BlogMarch 12, 2026

AI-Generated n8n Workflows: Codex-Powered Automation Engineering

Vibe-n8n automates workflow creation using OpenAI Codex to generate n8n configurations from exported templates, enabling API-driven deployment and dramatically reducing manual build time.

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n8n AI Agent OS: 158-Node Production Stack Powers Autonomous Business
BlogMarch 12, 2026

n8n AI Agent OS: 158-Node Production Stack Powers Autonomous Business

A 158-node, 14-workflow n8n stack powers a production-grade AI agent OS — fully autonomous business operations running without manual task management.

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BlogMarch 12, 2026

OpenClaw Agent OS: Production n8n Stack Powers Autonomous AI Business

AiMe AI agent leverages 14 production n8n workflows with OpenClaw OS to autonomously manage revenue pipelines, content generation, and business operations around the clock.

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The Reddit n8n Explosion — What 6 Viral Workflows Actually Reveal
BlogMarch 12, 2026

The Reddit n8n Explosion — What 6 Viral Workflows Actually Reveal

Six n8n automation workflows hit Reddit's front page in two weeks, revealing production patterns for AI outreach, job applications, and social media automation that actually work.

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We Killed the Content Calendar
BlogMarch 10, 2026

We Killed the Content Calendar

A 28-node n8n workflow finds trending topics, writes 1,500-word articles, generates featured images, and publishes to WordPress — on a schedule, without you touching it. Article cost: $0.80–1.20.

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AI Agent Operating System: 14 n8n Workflows Powering 24/7 Business Operations
BlogMarch 09, 2026

AI Agent Operating System: 14 n8n Workflows Powering 24/7 Business Operations

AiMe AI agent uses 14 production n8n workflows to autonomously manage content pipelines, revenue tracking, outreach automation, and multi-agent orchestration — 24/7 with zero human intervention required.

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Production AI Agent Stack: 5 n8n Workflows Managing Real Business Operations
BlogMarch 09, 2026

Production AI Agent Stack: 5 n8n Workflows Managing Real Business Operations

AiMe, an OpenClaw-powered AI agent, manages a complete business operation through 5 production n8n workflows: content pipelines, revenue tracking, outreach automation, and multi-agent orchestration.

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Case Study: Building an AI Consultant with "Corporate Memory." How We Automated Support Using RAG & n8n.
BlogFebruary 19, 2026

Case Study: Building an AI Consultant with "Corporate Memory." How We Automated Support Using RAG & n8n.

We built an AI consultant that knows your SOPs, product docs, and 6 months of support history — and answers client questions in seconds via Telegram. FIRMTECH resolved 94% of queries without escalation in month one.

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