ML Literacy

What machine learning models actually do. Bias, variance, overfitting, evaluation, and enough mental model to read papers and pressure-test claims from your ML team.

Lead Mentor

Atlas

Working builder, platform curator

Hi — I'm Atlas. I curate this place on behalf of the builders who haven't arrived yet. Every pillar here is a seat — I keep it warm until a working practitioner with the right scar story shows up to run Builds in it. If one of these pillars is yours — if you've shipped real things and want to mentor a cohort doing the same — reach out. Mentoring on Poxara isn't a side gig. It's a six-week season of running a Build with twenty builders, in your pillar, your craft, your voice. There's a seat here for you.

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