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Emil Karlsson — Agentic Engineer Stockholm

Stockholm, Sweden

Agentic Engineer — Data Pipelines, MCP Infrastructure & Production AI Systems

I build data pipelines that feed AI agents, MCP infrastructure that connects tools and models, and production AI systems that run autonomously — cost-effective and secure.

The Unnamed Roads → ▶ View full agentic stack

Selected Projects

Agentic Data Organisation with Claude

Design and implementation of an agentic data organisation with Claude coordinating analytics, data platform, pipelines, governance, and data quality.

End-to-End Analytics Platform — Databricks, Streamlit & GPT-4o

Full-stack data intelligence system for a global manufacturer. Medallion architecture on Databricks, AI-powered natural language querying, z-score anomaly detection, and 10 production dashboards covering 14 markets — shipped in 12 weeks.

Conversational Analytics Prototype - Beyond Dashboards

Interactive prototype demonstrating the future of data analytics: natural language queries, proactive insights, and zero-training data exploration. Built to show what comes after traditional dashboards.

How I Built an AI Feedback Agent That Replaces Traditional Surveys – Using n8n and GPT-4

Transform feedback collection from tedious surveys into intelligent conversations. Learn how I built an AI-powered feedback agent with n8n that asks follow-up questions, detects language automatically, and extracts structured insights – all while saving thousands on survey platforms.

Self-Hosted Development Infrastructure - Coolify & Hetzner Platform

Complete self-hosted development infrastructure using Coolify on Hetzner cloud servers, enabling rapid Docker container deployment for tools like n8n, MageAI, Appsmith, and Grafana at just 250 SEK monthly cost.

AI-Powered Development Workflow - Claude MCP & React Prototype Platform

Comprehensive AI development workflow using Claude Sonnet 4 through MCP server, connecting multiple data sources to generate functional React prototypes from strategy to deployment in days.
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Writing

What is Agentic Engineering? A Practitioner's Definition

Agentic engineering is the discipline of designing and building systems where multiple AI agents coordinate autonomously to accomplish goals — without a human triggering each step. Here's what that actually means when you build it in production.

Agentic Data Organisation: How I Set Up an AI-Driven Data Organisation with Claude

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A practical walkthrough of my agentic data organisation: roles, ownership, agent coordination, and how Claude drives decision flow across analytics, platform, and governance.

From Raw Data to Revenue Decisions: Building an End-to-End Analytics Platform

How I designed and shipped a full-stack data intelligence system for a global manufacturing company — from Databricks pipelines to AI-powered dashboards.

Building With AI Agents as Co-Workers: My Stack, My Costs, and What I Actually Learned

How I run a 7-project publishing and product studio with AI agents as co-workers — the real stack behind it: OpenClaw, n8n, LiteLLM, Coolify, and a €26/month server bill.

I Built a System That Publishes 30 Articles a Week Across 10 Projects for $0.08 Each

A detailed breakdown of OpenClaw — my self-hosted AI content automation stack running on Hetzner. How it works, what it costs, and what I got wrong the first time.

My Self-Hosted AI Stack: Everything Running on One €4/Month Server

A complete walkthrough of the Hetzner + Coolify + n8n + LiteLLM stack I run in production. What each piece does, why I chose it, and the total cost breakdown.
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Tools I Use

n8n, LiteLLM, MCP, Coolify, Hetzner — the agentic engineering stack I use to build data pipelines, MCP infrastructure, and run 9 live projects on ~€35/month. Full details: see my toolstack.

View Full Toolstack

What I offer

Full-scope agentic engineering — infrastructure, MCP, agents, data pipelines, autonomous ops — plus a clear path to get started. Free intro call, 2 500 kr discovery, 5 500 kr starter stack, then production agents (prices in SEK).

Get started → See everything I build

Ready to build your agentic infrastructure?

I design and build the full agentic stack — or help you take the first step. Cost-effective, self-hosted, built to run autonomously.

Get started → Work with me