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Applied AI, no hype

What we learn building and operating AI systems for companies across México and Latin America.

August 29, 202621 min read

Production MCP Server in FastAPI: What 22 Tools Taught Me

Production case study: Claude driving a 22-tool MCP server on FastAPI/Postgres, durable agent memory, dual-layer guardrails and a self-grading eval loop.

December 10, 20207 min readOriginally on Medium

Development Environment Set-up for a Custom Elasticsearch Plugin

A guide to set up a simple custom Elasticsearch plugin to rescore documents. Create an index, bulk insert documents and debug line by line.

October 19, 20198 min readOriginally on Towards Data Science

Deep CNN-Based Blind Image Quality Predictor in Python

A step by step guide to implement the Deep CNN-Based Blind Image Quality Predictor (DIQA) in Python

September 6, 201911 min readOriginally on Medium

Image Quality Assessment: A Survey

Description of the most recent methods for image quality assessment

March 14, 20197 min readOriginally on Medium

Improving Image Quality in a Real-Estate Marketplace

How a leading real-estate marketplace in the Middle East used the BRISQUE algorithm to quantitatively detect poor-quality listing images and measure their impact on listing views and leads.

September 15, 20183 min readOriginally on Medium

Setting two GPU in your laptop: eGPU in Ubuntu 18.04 LTS

Step by Step to configure an eGPU in Ubuntu 18.04 LTS

September 10, 20188 min readOriginally on Hacker Noon

Image Feature Extraction: Local Binary Patterns with Cython

An introduction to Local Binary Patterns (LBP) for grayscale and rotation invariant texture classification, with a Cython implementation that runs over 400x faster than pure Python.

August 28, 20186 min readOriginally on Towards Data Science

Automatic Image Quality Assessment in Python

Step by step guide to code BRISQUE method for automatic image quality assessment