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Insights, tutorials, and case studies on AI, data science, and churn prevention

MetAgent Local — Running a Multi-Agent Analytics System on Your Own Infrastructure
March 28, 2026Sebastian Cajamarca

MetAgent Local — Running a Multi-Agent Analytics System on Your Own Infrastructure

How to run the full MetAgent multi-agent analytics system on your own infrastructure with Docker Compose. No cloud accounts, no data leaving your network — full LLM observability included.

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Building an AI-Powered SQL Assistant with Metabase
April 15, 2023Sebastian Cajamarca

Building an AI-Powered SQL Assistant with Metabase

How I built a two-agent system inside Metabase that lets anyone query a database in plain English — no SQL required. The first step toward MetAgent.

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AIR: K-Nearest Neighbors
October 26, 2024Sebastian Cajamarca

AIR: K-Nearest Neighbors

I used KNN to figure out the optimal nightly price for our Airbnb in Medellín. A practical walkthrough of scraping, modeling, and making a real investment decision with data.

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Optimizing our Delivery Process with Data Science
August 25, 2018Sebastian Cajamarca

Optimizing our Delivery Process with Data Science

At Mercadoni we were underpaying shoppers 40% of the time. Here's how quantile regression fixed it — cutting transaction costs 70% and manual transfers by 80%.

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