Ithaca, New York · November 2026AI · ML · Software · Research
Griffins K. LelgutBuilder / Student / Problem Solver

Systems, products, and experiments

Selected Work

Agent Systems · 2026

ORCA

Deterministic policy gate and independent judge agent for AI-agent safety. Screens every action before execution.

Outcome. Blocks unsafe actions via denylist and human approval. Task–judge disagreement freezes the run.

Python · FastAPI · LangGraph · React

AI Productivity · 2026

Noteleaf

Privacy-minded ambient meeting notetaker. On-device transcription, sub-second classification, NVIDIA Nemotron recaps.

Next.js · Fastify · TypeScript · PostgreSQL · Prisma · Docker

Full-Stack · 2025

Nestopia

Rental marketplace with preference-weighted compatibility scores, listings, auth, and landlord–renter workflows.

React · FastAPI · PostgreSQL · Leaflet

Edge AI · 2025

CF AI API Copilot

Cloudflare-native assistant that ingests OpenAPI specs, persists digests in Durable Objects, and answers multi-turn API questions.

Cloudflare Workers · Workers AI · Durable Objects

NLP · 2025

AI News Summarizer

Transformer summaries of long-form articles with fake-news classification in a Django interface.

Django · HuggingFace · T5/BART

Data & ML · 2025

Bank Marketing Analytics

EDA, feature engineering, and models on 40,000+ banking customers to predict campaign subscription.

Python · Pandas · scikit-learn