Custom Transformer Attention
Injects Link Grammar parses into BART's attention to test whether an explicit syntactic bias helps it summarize.

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Building & learning
I'm a computer science undergrad. Right now that means terminal tools for AI coding agents and a research project that feeds grammar parses into a transformer's attention. The code is below. I write up what I learn in the essays.
Injects Link Grammar parses into BART's attention to test whether an explicit syntactic bias helps it summarize.

A TypeScript terminal UI that finds every SKILL.md on your machine and installs skills for Codex, Claude Code, Antigravity, and Pi at once.

A visual editor and CLI for AI coding workflows. Graphs save as YAML and export to Claude Code, Pi, OpenCode, or Codex config.

A Rust terminal timer for study sessions. It keeps a log of each session.
