XYZ Lab Consulting

Strategy, Engineering, and the Color of Success

Menu
  • About
  • Color Technology
  • Blog
Menu

Month: April 2026

About CharData

Posted on April 14, 2026April 14, 2026 by William Li

This app grew out of a need I had to manipulate color characterization data sets. Characterization data sets are sets of color coordinates, typically measured with an instrument such as a spectrophotometer (occasionally synthetically-generated). For reflective data (i.e. printed colors), each data point is usually an association between a set of device colorants and the…

Artificial Productivity

Posted on April 13, 2026 by William Li

Recently I’ve started working on the characterization data (chardata) app and the enclosing website using Claude to handle my workflow. It’s definitely addictive, but there are clear limitations and hazards. I started work on the app as I needed something to do data extraction from CGATS files for another project I’m working on. In the…

Dandelions blooming among weeds in a garden

My Garden Is Choked with Weeds

Posted on April 12, 2026April 14, 2026 by William Li

My garden is choked with weeds. But you can learn from it and avoid choking your code with bugs. All it took was a season of neglect: \“It\’s raining too much.\” \“It\’s too hot out.\” \“I\’ll take care of it when the weather is nicer.\” It\’s like bugs and issues in software. Unlike gardens, bugs…

Recent Posts

  • About CharData
  • Artificial Productivity
  • My Garden Is Choked with Weeds
  • The Unexamined Code Is Not Worth Shipping
  • Fried Dog Sticks, Anyone? Fine-Tuning Isn’t Just for LLMs

Recent Comments

No comments to show.

Archives

  • April 2026
  • March 2026
  • February 2026
  • January 2026
  • December 2025
  • November 2025

Categories

  • AI
  • Color
  • Color Technology
  • Management
  • Software Development
©2026 XYZ Lab Consulting

Send a Message

to William Li