Projects
2026

Snippet Extraction: Compressing Documents Before They Hit the LLM
A small bidirectional encoder that extracts query-relevant snippets from documents, cutting the context an agent carries by 3–40× while matching full-document retrieval.
Fluent
Voice Transcription Desktop App with Fine-Tuned Cleanup Model
Copilot Debugger
A VS Code extension that exposes Python debug state to AI coding agents.
2025

CodeGrok
Building novel AI interfaces to understand code
RepoText
Convert your codebase to LLM-friendly text, without leaving your IDE.
AutoGen
Open source contributor to Microsoft's multi-agent AI framework.
2024

Easy Dump
A seamless way to brain dump through a mac app.
2023

Snip Notes
Note taking inside VSCode extension.