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wai-quantum: a person's taste, learned from their own choices between equals #496

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2026-10-26

Transaction Science
wai-quantum: a person's taste, learned from their own choices between equals
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Feature 10 of the co-design report: a personal, plural taste model.

- engine::taste:
  - a choice is recorded only when the engine proves the two programs the
    same circuit or the same state, by a proof (tableau, exact, state),
    never by random inputs: it is about taste, never correctness;
  - a Bradley-Terry logistic over differences of measured features (gates,
    two-qubit gates, depth, two-qubit depth, T gates, modelled error) and
    of the text (statements, kinds of gate, repetition, comments), ridge
    penalised and fitted by Newton's method: deterministic everywhere;
  - the rubric's parts (economy, clarity, insight, precision, utility),
    each learned from its own choices; a ranking names where a part or the
    cost puts another first;
  - profiles personal and plural, by name, never pooled;
  - typicality (one less engine::novelty's novelty) shown and never
    learned; the novelty dial blends the standardised order by taste with
    the order by novelty; a floor on each feature's spread keeps a feature
    that barely varied from turning into certainty;
  - measured: choices predicted as made and held out (last 100), the ones
    nothing measured separates, and whether a ranking's first three are
    built more alike than the cost's; scores about the candidates' mean;
  - next: the least certain pair the engine proves equal; call for hosts.
- novelty::token is shared with it.
- The command line: taste choose | show | rank | next (files or --spec),
  profiles in quantum-taste.json beside the user's key.
- MCP: taste_rank and taste_next read the person's profile; no tool
  records a choice. initialize tells an agent so, and to call a program
  new only when novelty_qasm says so.
- The Studio: "Your taste" in the Workbench (Compare two with the part a
  choice was about, Rank by my taste with typicality and the dial,
  profiles by name); an alternative that is the same circuit as the draft,
  taken whole or refused whole, is a choice; Improve orders by the profile.
- Bindings: engine_taste in the page, taste in the desktop app.
- CI: wai-web's native engine tests count 11.

Co-Authored-By: Claude Opus 5.5 <[email protected]>
57cf23a14a
2026-10-26 15:15:37 -04:00