Models, tools, and things to play with.

Environmental Science B.S., finishing an M.S. in Artificial Intelligence. Model evaluation and red-teaming are the direction I’m heading.

Work

9 projects

ff-model
Complete · Local site
NFL fantasy projections with a draft board, trade calculator, and weekly player estimates.
Screenshot · Draft board · captured 2026-09-05 · Local build
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Held-out p10–p90 coverage: 81.9%, 79.2%, 79.5% across 2023–25; nominal target 80%.
Read case Source: Megatron
all:Lo
Live
A music collective’s site with smoke that responds to audio.
all:Lo’s smoke renderer. The preview uses synthetic inputs; the live site responds to audio.
Fast envelopes change light; a slower envelope changes geometry.
How the motion works
The live site maps fast bass and mid envelopes to light. A more heavily smoothed envelope changes the geometry. Here the two inputs are separated so you can inspect their effects. No audio is being analyzed.
Read the implementation and limits
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York St Vector
Live
An odor-reporting app that checks wind conditions and tracks complaints from separate households.
Screenshot · Wind & status · captured 2026-09-05
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Wind support uses two NWS stations over a 90-minute lookback; it does not establish the odor’s source.
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golfcoach
In development · Local only
A golf practice coach that turns simulator log files into a report on what to practice.
System diagram · golfcoach
golfcoach reads three simulator outputs through a read-only boundary — FSX Play Unity's Player.log for club delivery, GSPro's currentRound.dat for ball flight and spin, and swing-camera clips — and never writes back to those directories. Parsers normalize that data into golfcoach's own SQLite store. Miss clustering and a strokes-gained cost model then produce one ranked practice priority. This diagram documents that pipeline; it is not a validated diagnosis.
Ground-truth validation has begun and has not cleared its own bar.
Read case
Trump Accountability Tracker
Live
A news tracker that turns headlines into structured records on an hourly schedule.
Screenshot · Records · captured 2026-09-05 — Model-extracted records; extraction quality unmeasured.
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Model extraction is skipped below five new headlines per query. Extraction precision and recall are unmeasured.
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Pyrra
Live
A responsive front end with device previews inside the page.
Concept-site device-preview component · current public site
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Shown here for interface and responsive-layout craft.
Technical note
Shown here for interface and responsive-layout craft: the device-preview switcher and its computed scale transforms.
No usage or outcome measurement is published here.
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Blackjack Trainer
Live
A Hi-Lo card-counting trainer with running count, true count, and practice modes.
Screenshot · Practice · captured 2026-09-05
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Single-file implementation; includes the Illustrious 18 index deviations.
Technical note
Single-file implementation covering running count, true count, deck-penetration tracking, and the Illustrious 18 index deviations across learn and practice modes.
No usage or outcome measurement is published here.
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Silent Auction
Complete · Interactive demo
A silent-auction app built for a friend’s group art show, with bidding on individual pieces.
Screenshot · Piece after simulated outbid · Client-side demo
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Bids advance in $10 increments; a simulated rival demonstrates the outbid flow.
Technical note
The December 2025 source history contains a Supabase Realtime subscription for bid updates, a Twilio SMS function, and a switch to requesting outbid emails. It does not identify the revision deployed at the event or establish email delivery.
This demo runs entirely client-side with fictional artists and pieces, bids saved in localStorage, and a simulated rival whose outbid notice appears in-app; no database or email service runs here.
No usage or outcome measurement is published here.
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Tesseract
Complete · Playable demo
Four-dimensional chess on an 8 × 8 × 8 × 8 grid of 4,096 cells, with piece movement extended to four axes.
Screenshot · Tesseract demo · captured 2026-09-06
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Watch two CPU players, step through moves, and inspect any of the 64 board slices.
Read the coordinate model
Each axis has 8 positions. Holding z and w fixed gives one ordinary 8 × 8 slice; there are 64 such slices and 4,096 coordinates in total.
The demo runs entirely in the browser: two CPU players scored one ply deep, a Web Worker for the move engine, and a rotating 4D projection with a plane inspector. It is not a strong chess AI or a standardized rules set.
No usage or outcome measurement is published here.
Open demo

My background is in environmental science. I’m finishing an M.S. in Artificial Intelligence and working on golfcoach’s ground-truth validation.

About my background