Claude Code Settings#13
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Rewrite six `f.comp g` call sites to the Mathlib infix `f ∘L g` (defined in `Mathlib.Topology.Algebra.Module.LinearMap`). Paper-style notation aligns with how operator-algebra literature writes composition of continuous linear maps. Build verified via `lake env lean` on the touched file.
New skill `.claude/skills/paper-notation-refactor/` that rewrites Lean code toward publication-style notation. Two modes: - Mode A applies existing Mathlib notation from a static table (inner product brackets, BigOperators, norm, Complex.I, Real.pi, ∘L / ∘ₗ for linear-map composition, adjoint, star). - Mode B consumes the project's ingested paper knowledge under `references/<slug>/` (output of pdf-to-knowledge) to extract the paper's own symbol, then designs matching `scoped notation` / `syntax` + `macro_rules` declarations with companion `Coe` instances when bundled subtypes hide a type gap. Key design decisions baked in: - Paper is source of truth — the skill never invents a glyph the cited paper does not use. Restraint is part of correctness. - Placeholder precedence `:max` is documented as the default for separators that overlap with Lean operators (`‖`, `|`, etc.). - Lexer-gotcha escape (`α[g]` for subscripted prefixes) documented because Lean lexes `α_g` as one identifier. - `meta def` requirement for `app_unexpander` under `module` + `@[expose] public section` promoted to notation-map.md. - LaTeX → Unicode table includes Fraktur (𝔄 𝔉 𝔐) and script (𝒪 𝒩) glyphs needed for AQFT / operator-algebra papers.
Force-add the skill's inner references/notation-map.md (root .gitignore pattern `references/` matches nested paths; only the skill's own reference material belongs in-tree). Contents: - Part 1 — Mode A mapping table (inner product, BigOperators, norm, adjoint, star, Complex / Real scalars, .comp → ∘L with caveats). - Part 2 — Mode B crib sheet + extraction recipe from references/<slug>/, LaTeX-to-Unicode table (Greek + Fraktur + script), lexer-gotcha escape for subscripted prefixes, `meta def` mandate, Coe companion checklist, colocation rule, paper-reference policy.
Rewrite the frontmatter description to cover Japanese phrasings
("記法 付けて / 付与 / 抽出", "paper styleにしたい", "読みやすく")
and verb variants ("convert / replace / swap / substitute") that were
empirically under-triggered in a manual `scripts.run_eval` optimization
pass (20 queries, 10 should-trigger + 10 should-not-trigger,
3 runs each).
Result on 20-query trigger-eval with claude-opus-4-7:
- Average trigger rate for should-trigger queries: 0.20 → 0.27 (+35%).
- Queries totally cold (rate 0.00): 6 → 1.
- should-not-trigger pass rate: 10/10 maintained across all iterations.
Binary pass rate regressed from 4/10 to 0/10 but this is an artifact of
raising runs-per-query from 2 to 3 under the default 0.5 threshold
(1/2 passes, 1/3 fails). Continuous trigger rate is the honest metric
and moved in the right direction.
Fundamental limit: claude-opus-4-7 triggers this skill probabilistically
and rarely hits ≥ 67% on any single query regardless of wording. Full
optimization to reliable triggering would require the skill-creator's
run_loop.py with an API key — out of scope for this session.
See skill-creator-tests/paper-notation-refactor/description-opt/SUMMARY.md
for per-query rates and the three descriptions tried.
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fix #12