SkinDeepRESEARCHSteve Seguin

Use case · Idea to test

Commands on a small device

Use a short path for familiar commands.

  1. Command text
  2. Check an early answer
  3. Act or continue processing
Illustration of the proposed workflow.

A local tool may only need a few commands such as pause, next or cancel. It could handle familiar inputs quickly and continue processing when a command is unclear.

Where the small model fits

Intermediate classifiers share the early part of one model. A stopping rule chooses whether to accept a command, continue through more layers, or return an unknown-command result.

What would need to work

Test wrong actions, unknown commands, full latency and device energy. Speech recognition, if used, has a separate cost; a text-command classifier does not eliminate that work.

Related experiments and evidence