17MB pronunciation scorer beats human experts at phoneme level
Beats human experts at phoneme scoring while 70x smaller than SOTA models.

Computer vision repurposed to visualize nostalgia and entropy instead of faces and objects.
Digital artists, critical technology scholars, interactive media enthusiasts
Beats human experts at phoneme scoring while 70x smaller than SOTA models.
Art annotation demo, but no product substance—single example, unclear how content is sourced or scaled.
Human-in-the-loop interface for reviewing AI agent code plans before execution.
Claude plan review UI, but only works inside Claude Code's closed ecosystem.
Plan review loop with markup feedback—but agent planning UI is already Claude's bottleneck, not yours.
45 annotation lines replace 130 lines of getopts—no dependencies, bash 3.2+ compatible.