Technology is still a baby. And not a chill one. Most of what we are calling the future is still running on V1 logic: trained on lopsided data, coded by a few overconfident engineers, and launched at scale without much reflection. Systems do not fix themselves. They just keep reinforcing what they were built to believe -- unless someone steps in and changes the defaults. That is us.

From hidden permissions to algorithmic bias baked into the tools you use every day -- most systems are profit-first, extraction-based, and allergic to nuance. Check out why I continue to build Business 4 Good, what I have learned helping women-led businesses actually use AI, and how to change the settings that were never designed for us as women or for that matter, for all to thrive!