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Projects

Selected case studies from agentic engineering, data pipelines, and full-stack work. Each project shows a different layer of what I build—from MCP-connected agents and autonomous content pipelines to conversational analytics and hockey analytics dashboards. Production systems that run without constant hand-holding.

Explore by topic if you're interested in a specific area, or get in touch if you have a similar challenge.

Common outcomes include reduced manual reporting, faster data-driven decisions, and more reliable automation—whether for internal tools, customer-facing analytics, or backend pipelines. The blog goes deeper into the methods and tools behind many of these projects.

Enterprise ML & Data Platform — 100 Jobs, 631 Tables, NLP at Scale

End-to-end data and ML platform for a global manufacturing company. 100 Databricks jobs, 631 Unity Catalog tables, support intelligence across 1.46M cases, production churn models, demand forecasting, and a 17-page Streamlit dashboard — built and operated solo over three years.

The Unnamed Roads: Production-Grade Agentic Platform on ~€35/month

A self-funded, solo-operated agentic engineering platform — LangGraph 24/7 orchestration, 5 specialized agents, LiteLLM routing across 8 models, MCPJungle gateway, pgvector memory, Langfuse observability, and a scraper fleet powering 9 live products. All running on ~€35/month.

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.

Building a Simple Website for Finnboda Hamnplan Housing Association

A quick look at creating a straightforward website solution for our local housing association using modern web technologies.