HCI Nerdz
Grounded tokens added to the repertoire
Visual provenance for AI assistant output - heuristic dashed warm underlines, researched solid cool underlines - with essay, docs, and an interactive fork-name desk.
Grounded tokens entered the repertoire: salient assistant spans carry how they were produced inline, so guesses read as guesses before they cost turns.
Heuristic tokens get a dashed warm underline; researched tokens get a solid cool underline with source on hover. The Bitwarden fork-name case study (AMDphreak/clients versus AMDphreak/bitwarden-clients) anchors the demo.
- Essay - Making model assumptions transparent
- Docs - Grounded tokens
- Demo - Grounded tokens desk