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

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dcharlot commented 2026-10-26 15:16:12 -04:00
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Feature 10 of the co-design report: a personal, plural taste model.

Stacked on #495 (its one commit is the parent here); once #495 merges, this PR is the single commit 57cf23a14.

Engine (engine::taste)

  • Only between equals. A choice is recorded only when the engine proves the two programs the same circuit, or the same state. The proof must be a tableau, exact or state check, never random inputs. So a choice is about taste, never correctness.
  • The model. A Bradley–Terry logistic over differences of measured features: gates, two-qubit gates, depth, two-qubit depth, T gates and the modelled error, plus the text's statements, gate kinds, repetition and comments. It is fitted by ridge-penalised Newton's method, so the same choices give the same weights everywhere. A floor on each feature's spread stops a feature that barely varied from extrapolating to certainty.
  • Decomposed. Each of economy, clarity, insight, precision and utility is learned from its own choices. A ranking names where a part, or the cost, puts another first.
  • Plural and personal. Profiles are kept by name and never pooled.
  • Typicality is shown, never learned. Typicality is 1 − novelty (#495). The novelty dial blends the standardised order by taste with the order by novelty.
  • Measured.
    • Choices predicted as made (each from the ones before it) and held out (over the last 100).
    • Choices that nothing measured separates.
    • Whether a ranking's first three are built more alike than the first three by cost: the collapse check.
  • next: the least certain pair that the engine proves equal.

CLI and MCP

  • wai-quantum taste choose | show | rank | next, over files or a specification's elites (--spec). Profiles are kept 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. At initialize, an agent is told so, and told to call a program new only when novelty_qasm says so.

Studio

  • "Your taste" in the Workbench:
    • Compare two, with the part the choice was about;
    • Rank by my taste, with each program's typicality and the dial;
    • profiles by name.
  • In Alternatives, an alternative that is the same circuit as the draft, taken whole or refused whole, counts as a choice. Improve orders its candidates by the profile.
  • Bindings: engine_taste in the page, taste in the desktop app.

CI: wai-web's native engine test count goes from 10 to 11.

Checked on the build host:

  • engine engine:: 105 pass, 7 of them new;
  • CLI 15 pass, clippy clean with default and no default features;
  • wai-web native engine tests: 11 pass;
  • desktop: 5 pass, clippy clean;
  • Studio e2e: 121 checks pass, 10 of them new;
  • the public-names check is clean.

🤖 Generated with Claude Code

Feature 10 of the co-design report: a personal, plural taste model. **Stacked on #495** (its one commit is the parent here); once #495 merges, this PR is the single commit 57cf23a14. **Engine (`engine::taste`)** - **Only between equals.** A choice is recorded only when the engine proves the two programs the same circuit, or the same state. The proof must be a tableau, exact or state check, never random inputs. So a choice is about taste, never correctness. - **The model.** A Bradley–Terry logistic over differences of measured features: gates, two-qubit gates, depth, two-qubit depth, T gates and the modelled error, plus the text's statements, gate kinds, repetition and comments. It is fitted by ridge-penalised Newton's method, so the same choices give the same weights everywhere. A floor on each feature's spread stops a feature that barely varied from extrapolating to certainty. - **Decomposed.** Each of economy, clarity, insight, precision and utility is learned from its own choices. A ranking names where a part, or the cost, puts another first. - **Plural and personal.** Profiles are kept by name and never pooled. - **Typicality is shown, never learned.** Typicality is 1 − novelty (#495). The novelty dial blends the standardised order by taste with the order by novelty. - **Measured.** - Choices predicted as made (each from the ones before it) and held out (over the last 100). - Choices that nothing measured separates. - Whether a ranking's first three are built more alike than the first three by cost: the collapse check. - **`next`:** the least certain pair that the engine proves equal. **CLI and MCP** - `wai-quantum taste choose | show | rank | next`, over files or a specification's elites (`--spec`). Profiles are kept 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. At initialize, an agent is told so, and told to call a program new only when `novelty_qasm` says so. **Studio** - "Your taste" in the Workbench: - Compare two, with the part the choice was about; - Rank by my taste, with each program's typicality and the dial; - profiles by name. - In Alternatives, an alternative that is the same circuit as the draft, taken whole or refused whole, counts as a choice. Improve orders its candidates by the profile. - Bindings: `engine_taste` in the page, `taste` in the desktop app. **CI:** wai-web's native engine test count goes from 10 to 11. **Checked on the build host:** - engine `engine::` 105 pass, 7 of them new; - CLI 15 pass, clippy clean with default and no default features; - wai-web native engine tests: 11 pass; - desktop: 5 pass, clippy clean; - Studio e2e: 121 checks pass, 10 of them new; - the public-names check is clean. 🤖 Generated with [Claude Code](https://claude.com/claude-code)
wai-quantum: what is new, what is a known construction found again, and aberrations
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4e815d1a23 
Feature 9 of the co-design report: a novelty, rediscovery and serendipity
ledger.

- engine::novelty:
  - the inspiring set: GHZ by a chain, by doubling and by fan-out, the
    uniform superposition and the toolchain's QFT, at the program's width
    (to 12 qubits), and programs the caller adds;
  - a structural distance, 0 to 1: weighted Jaccard over gate tokens (kind,
    qubits relative to the first) and consecutive pairs of them;
  - rediscovery: a program proved to make the same state (a preparation) or
    the same circuit as a known construction, never on random inputs alone,
    is named for it; built unlike it (distance >= 0.5) it is a different
    route to a known result; a program that is itself one known
    construction is not a different route to another;
  - with a reference, the measures it beats it on that the cost does not
    weigh; call is the JSON dispatch for hosts.
- engine::discover:
  - an aberration: a candidate that breaks only the specification's rules
    is judged again without them; verified there, its evaluation carries
    the rule (broke: the gate, or the line), the reason, and the cost, axes
    and strength it would have. Never kept. judge returns the rule broken
    instead of marking the failure text;
  - novelty: one entry at the largest size against the other elites.
- The command line: novelty (--against, --reference, --weigh, --input) and
  discover novelty; discover eval and submit print an aberration.
- MCP: novelty_qasm and discover_novelty.
- The Studio:
  - Alternatives cards say what is new in each, against the known
    constructions and the draft, and mark a different route;
  - the Workbench names each kept generator, shows it on the entry with
    what it beats the reference on unasked, and logs an aberration with
    "Try without that rule", which loosens the specification;
  - Found keeps different routes, aberrations and verified entries far from
    everything compared, to open, save with a note, or dismiss, counting
    what was flagged and saved;
  - the assistant has novelty_qasm, and may call a program new only when
    the engine says so.
- Bindings: engine_novelty and engine_discover_novelty in the page; novelty
  and discover_novelty in the desktop app, which builds quantum_toolchain.
- CI: wai-web's native engine tests count 10.

Co-Authored-By: Claude Opus 5.5 <[email protected]>
wai-quantum: a person's taste, learned from their own choices between equals
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57cf23a14a 
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]>
dcharlot closed this pull request 2026-10-26 15:50:17 -04:00
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