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Tommy Dang

AI-Ready Data: Why intelligent systems fail in production — and what it takes to make data usable for AI.

AI fails because it doesn’t have access to reliable, relevant, and timely data. AI-ready data is reusable, executable context assembled for a specific intent.

Jan 19, 2026

Guide to accuracy, precision, and recall

Accuracy tells you how many times the ML model was correct overall. Precision is how good the model is at predicting a specific category. Recall tells you how many times the model was able to detect a specific category.

Jan 29, 2025

A mage on the Hero’s Journey: a fantasy epic on how a startup rose from the ashes

Mage pivoted from an AI platform to an open-source data pipeline tool and is making a huge impact on the lives of data engineers around the world.

May 31, 2023

How to build a data pipeline using Delta Lake

Combine powerful database features with the flexibility of an object storage system by using the Delta Lake framework.

May 18, 2023

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Tommy Dang

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Getting started

Quickstart

Get Demo

Pricing

Specs

Product

Data workflows

Developer toolkit

AI Superpowers

Easy integrations

dbt modeling

One-click deploy

Scalability

Extensibility

More…

Solutions

Marketing & Sales

Retail

Financial Services

Healthcare

Energy

Education & Training

Hospitality & Travel

More…

Resources

Documentation

Guides

Help & support

Migration support

Academy

Blog

Changelog

Mage

Community

Partner program

Terms

Privacy Policy

Careers

SOC2 Type II

Made in Silicon Valley © 2026