Current work
Since leaving PowerSchool, I’ve deliberately gone deeper into direct building. The work ranges from product prototypes to AI systems, engineering experiments, and independent research. The common thread is staying close enough to the customer, system, and evidence that reality can change the plan.
These are the most direct extensions of the Product work: build enough of the workflow to test the premise, let discovery change it, and keep consequential output tied to evidence.
A practicing attorney killed the initial intake premise. I rebuilt around the actual discovery/document job: ingestion, OCR fallback, source quality, conflicts, provenance, evidence gates, and a Clio-ready integration plan.
Read the case study →A LiveKit/Next.js speaking-practice product for learners who understand Spanish but freeze in live conversation. I sourced a school directly, met with a board director and Spanish staff, and received verbal agreement to a free pilot in the first stakeholder meeting.
See the product story →Handoff, provenance, evaluation, and human judgment: systems for keeping powerful generators useful without letting fluency silently become evidence.
A self-orienting handoff object that can orient a fresh model, carry a corpus and working context, verify what arrived, expose tools, and record new work without claiming continuity of the model itself.
A human-in-the-loop judgment instrument for distinguishing actual model-output failures from clean-but-suspicious output, with partly-right cases, provenance and solvability classes, signal-detection scoring, and referent-vs-echo probes.
Read the method →I build with AI-assisted implementation and own architecture, decomposition, test design, failure boundaries, and release judgment. The artifacts below make that ownership inspectable.
Claims, checks, caveats, reproduction commands, and the places where the mechanisms lose. The verification record is the shortest path to the technical evidence.
Read the record →A self-contained browser instrument for seeing candidate structure across up to six scalar dimensions. Visible patterns get proposal rights, not proof authority.
Independent mathematical work is the deepest layer of the site. The same operating rule applies here: claim only the status the evidence supports.
A draggable companion to the shifted KMS work: the target triangle, affine singularity web, spectrum, and five-regime conditioning law computed live in the browser.
Explore the companion →The research index keeps proved, empirical, conjectural, and killed claims separate and exposes the work at the depth the evidence supports.
Research index →