PROJECTS

$ ls featured/

sprout

Python · uAgents · SpacetimeDB · Next.js · Vercel

Sprout

★ 3rd Place, Fetch.ai Track

Built for MHacks 2026

Asking an LLM to teach you usually gets you a paragraph of jargon. Sprout fixes that.

[github →][live →]

$ man sprout

# problem

Chat assistants start from nothing every conversation, and have no idea what you know. Students keep having to re-explain what they're learning and never get quizzed on the topics they're actually weak at.

# approach

An orchestrator and specialist agents on Fetch.ai Agentverse teach through ASI:One. Learner state lives in SpacetimeDB, where Bayesian Knowledge Tracing estimates mastery, SM-2 schedules reviews, and a bandit picks lesson formats.

# result

Won 3rd place in the Fetch.ai track at MHacks 2026. Cut tap-to-response latency from ~22s to ~9s by folding the Tutor and Curriculum agents into the orchestrator.

>Designed the SpacetimeDB schema: 20 tables and 33 reducers covering courses, concept graphs, mastery, live games and arcade runs
>Live multiplayer games flip questions in sync via scheduled reducers; correct answers sit in a private table and scoring is server-side
>Tracked down agents writing to different SpacetimeDB accounts, which showed "zero entries" despite successful writes
>Untangled duplicated frontends and merge conflicts with interactive rebase so Vercel could deploy reliably

regimon

Rust · Tauri · Win32 · Registry

RegiMon

Real-time Windows Registry monitor that catches the in-memory persistence your antivirus misses.

[github →]

$ man regimon

# problem

On-disk antivirus scanning misses registry changes made in memory, which any sufficiently privileged process is allowed to do.

# approach

A Rust + Tauri backend subscribes to Win32 RegNotifyChangeKeyValue for event-driven detection across a 25-key default set scoped with MITRE ATT&CK. A React UI shows changes and rolls any of them back in one click.

# result

Sub-50ms detection and under 1% CPU while watching 50 keys. Detected and reverted the LoveBug virus's persistence changes, which Windows Defender did not flag.

>Zero polling: event-driven change notifications
>Recursive tracking of modified, added and deleted subkeys
>Detects admin elevation and prompts for HKLM/HKCR keys
>GitHub Actions builds and publishes Windows releases

67-racer

MQTT · AWS DeepRacer · PyTorch

67 Racer

★ 2nd Overall

Built for AcademiesHacks 2026

A CNN learns your driving from hand gestures, then pilots a real AWS DeepRacer in your style.

[github →][live →]

$ man 67-racer

# problem

The official DeepRacer tooling is built for AWS-managed racing, not for cloning a person's driving locally.

# approach

A CNN trains on live hand-gesture driving input, in simulation and on hardware. The deprecated DeepRacer web API was reverse-engineered to get direct ROS 2 control of the car.

# result

Placed 2nd overall at AcademiesHacks 2026, driving two physical DeepRacers live on the contest TV.

>Dual-mode: virtual simulation and physical driving
>Assembled and flashed two DeepRacers with custom Ubuntu images
>Recovered live from a school WiFi ban, dead battery packs and Python version conflicts

acl-oj

Supabase · Next.js · Judge0 · Docker

ACL Online Judge

Offline-first competitive programming judge that runs entirely on a LAN.

[github →][live →]

$ man acl-oj

# problem

Contestants can reach AI tools unless organizers lock down every machine, and a tournament can't depend on internet access.

# approach

Next.js 15 and a self-hosted Supabase stack run from Docker Compose, with Judge0 sandboxing Python, C++ and Java submissions. Verdicts are pushed over Supabase Realtime instead of polled.

# result

~1.5s average verdict across 87 test submissions from 10 concurrent users. UI updates dropped from ~1s polling to under 200ms.

>Codeforces-style rating system and leaderboard
>KaTeX-rendered problem statements with sample I/O
>Timed contests with upcoming, live and ended states
>Admin panel for problem, contest and test-data management

ecospark

Unity · C#

EcoSpark

Run a city as mayor for 30 days, balancing eco score against public approval.

[github →][live →]

$ man ecospark

# problem

Make the trade-offs of sustainability and energy resources something players learn by playing.

# approach

A Unity/C# city builder where players move their city onto renewable energy while managing a five-currency economy and a research tree.

>Wave function collapse generates the city's tiles under neighbor constraints
>Research tree modeled as a prerequisite dependency graph
>Owned shared code architecture that every Unity scene depended on
>Solved line-ending asset corruption and multi-person scene merge conflicts

$ ls more/

nexus

Nexus

★ Best Education

Built for HackFax x PatriotHacks 2026

Multi-agent AI that turns a student's learning gap into a playable game in 3-5 minutes.

React · LangGraph · Supabase · DigitalOcean

[github →]

$ man nexus

# problem

Lecture slides and PDFs are passive. Students need to practice the exact concept they are missing.

# approach

A 7-node LangGraph pipeline (design, plan, develop, evaluate) on a DigitalOcean droplet behind FastAPI generates the game, a Remotion + ElevenLabs tutorial video, and themed assets.

# result

Won Best Education at PatriotHacks 2026.

>Game templates (Tower Defense, Quiz Runner, RPG) keep agents from generating arbitrary code
>RAG over Kaplay.js docs gives agents type-checking context and fewer syntax errors
>Role-based access enforced server-side after client-only checks proved bypassable
>Next.js, Supabase, Remotion and LangGraph joined through designed APIs

winter-warzone

Winter Warzone

★ 1st Place

Built for 100 Coders v. MIT Student

Have a snowball fight with a friend over the internet! Created for a one weekend game jam, but still a blast to play.

Unity · Networking · C#

[github →]

xl-chess

XL Chess

Local multiplayer chess game with customizable boards and pieces. Supports grid sizes up to 14x14, and customizable time controls.

Java · JavaFX

[github →]

falcon9

Falcon 9

A simulation of the Falcon 9 rocket launch, with realistic physics.

Java · AWT

[github →]

$ ls archive/

programming-templatesA collection of reusable code templates for competitive programming. · c++ · java[source →]
hivemind★ 1st PlaceA marketplace where AI agents find each other by capability and self-assemble into a team for any goal. · rust · python[source →]
strategic-tictactoeA twist on the classic tic tac toe game. Local multiplayer with a friend. · c# · .net[source →]
winter-wonderlandA snowy scene with procedurally generated snowflakes, trees, and a cozy cabin. · java · awt[source →]
portfolio-siteWhere you are right now! · next.js · tailwind css[source →][live →]