All
work.

I defined C4’s four-stage lifecycle and built the alpha with Giggr’s team to keep decisions, evidence and contributor records together across handoffs.

I built URP to verify that a cheaper result preserves what matters, and to return the baseline whenever the check fails.

I built a reference implementation that attaches evidence to AI claims and checks rights before producing allocation instructions.

I found a smaller exact description of a digit routine, then used it to pose a separate, testable question about model uncertainty.

I led an AI-assisted study that tested where Indus signs recur and whether published readings performed better than chance.

I designed an early local-first tool for choosing a next action, keeping focus and picking up again after a rough stretch.

I prototyped a free, five-minute style call for verified women to get a second opinion from a volunteer.