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Insights, guides, and build logs from our work with production AI and data systems. Practical knowledge you can apply immediately.

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Data Engineering
December 10, 2025
18 min read

The Data Stack Setup Checklist: 30 Steps to a Production-Ready Analytics Platform

A comprehensive checklist for building a modern data stack with open-source tools. Covers infrastructure, data modeling, transformation, visualization, and deployment.

Data Engineering
dbt
Business Intelligence

Best Practices

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December 10, 2025
15 min read

The RAG Engineering Checklist: 25 Things to Verify Before Deploying Your Retrieval System

A comprehensive checklist for building production-ready RAG systems. Covers ingestion, embedding, retrieval, caching, evaluation, and deployment.

RAG
LLM
Vector Search

Best Practices

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December 5, 2025
15 min read

5 Advanced Strategies to Optimize Your Data Workflows

Go beyond basics with advanced techniques for data pipeline optimization, real-time analytics, and scalable data architecture.

Data Engineering
Analytics
Optimization

Lead Magnet

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December 1, 2025
12 min read

Maximize Business Efficiency with AI & Automation

A practical guide to implementing AI and automation in your business. Learn where to start, what to automate first, and how to measure ROI.

AI
Automation
Productivity

Lead Magnet

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September 1, 2025
20+ pages

Harnessing the Power of AI for Jamaica's Business Transformation

A comprehensive whitepaper exploring AI adoption strategies for Jamaican businesses, from customer engagement to operational excellence.

AI
Digital Transformation
Jamaica

Whitepaper

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March 1, 2025
10 min read

The Production ML Checklist: 20 Things to Verify Before Deploying Your Model

A practical checklist drawn from deploying dozens of ML systems. Use this to catch issues before they cause 3am pages.

Machine Learning
MLOps
Production

Best Practices

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