an NLP project that flags risk signals in writing and hands it off to a human to review
fine-tuned RoBERTa, benchmarked against DistilBERT, BERT, ELECTRA, and a TF-IDF baseline, served from FastAPI with a person reviewing every flag
Spellbook · projects
the catalogue of inventions
Spellbook
things i've made, from full projects to experiments that took an afternoon
annotation
sketches live under /play so they have room to move
The greater workings
ballotbox: type your address in and get your polling place, early voting sites, and drop boxes
a Next.js app that geocodes your address and pulls polling places, early voting sites, and drop boxes from the Google Civic Information API, mapped with Leaflet
tracks your pose on video and checks your angles against rules i wrote
YOLOv8n-pose fine-tuned on Penn Action tracks 13 keypoints per frame, then a rules layer turns joint angles into a 0-10 score
an Indian-food meal planner with logging, pantry tracking, and AI-generated plans
Next.js and Firebase, with Gemini planning meals only from a filtered, structured Indian-cuisine dataset so it can't invent dishes
Contents
I projects
- 001Ideation Detectionbasically it reads student writing and flags stuff that might be a warning sign, so a real person can go take a closer lookp. 1
- 002Ballotbox (Real Advocacy)ballotbox, a nonpartisan tool for finding where to vote. adopted by the Union City Youth Council for voting initiatives, with planned adoption by a League of Women Voters chapter; helped register 40+ new voters and increased reported JLHS voter turnout by 20%p. 3
- 003Exercise Form Checkerupload a workout video and get your joints tracked frame by frame, plus rule-based feedback on your angles, alignment, and range of motion. the rules are mine and haven't been checked against a coachp. 5
- 004Nutribooma nutrition planner built around Indian food from the ground up, log meals, track your macros and pantry, and get multi-day meal plans that actually stay within your targetsp. 7
- 005This websitea wizard's study you click around in, with the projects as a spellbook, a console that casts spells, a living pixel portrait, and a little wizard who lives behind the windowsp. 9
- 006High school speechthree years on JLHS Forensics, captaining the original oratory team, coaching new speakers, and running service stuff on the side. 2x Glenbrooks semifinalist, 3rd in california, NIETOC semifinalist, 2x NSDA nationals octafinalistp. 11
II experiments
- 007Bend the gridshear and rotate a grid of 169 points and watch the two basis vectors drag everything else along with themp. 13
- 008Prim, on repeatmy NeetCode solution to Min Cost to Connect All Points, replayed on loop as a screensaver, Prim's algorithm growing a minimum spanning tree over and overp. 15
- 009Bloomsymmetric geometric flowers that grow outward one ring at a time, running as a screensaverp. 17