Shorten the README skill section

CHANGELOG.md

@@ -17,7 +17,7 @@ folds: `research/notes.md`.
 ## [0.4.0] - 2026-09-20
 
 Pegged against [`typesafe-ai/skills` v0.5.7](https://github.com/typesafe-ai/skills/tree/v0.5.7)
-(`65a39f3`, 2026-09-12). Live HEAD of that repo is still this commit —
+(`65a39f3`, 2026-09-12). Live HEAD of that repo is still this commit,
 the only tagged official-skill revision.
 
 Twenty-eight commits on `main` after the v0.3.0 tag (merged #2–#30,
@@ -35,7 +35,7 @@ branch and is not part of this release.
   encoder zero-shot classifiers.
 - **Encoder / ZS lineage (Merve Noyan, `notes.md` §112).** Institutional
   HF voice: BERTForXYZ → DeBERTa → ModernBERT. Many problems solved with
-  LLMs could have been solved with zero-shot classifiers — it was a
+  LLMs could have been solved with zero-shot classifiers. It was a
   skill issue. Prefer DeBERTa and ModernBERT heads. Jev vs GPT-5.6
   bakeoffs are a category error. Softmax / ZS scores still ≠ calibrated
   Noul; soft scores ≠ hard gates. Multimodal image↔text ZS is a
@@ -152,7 +152,7 @@ Pegged against [`typesafe-ai/skills` v0.5.7](https://github.com/typesafe-ai/skil
   (jev-gate-student-b 148k corpus, jp-sns-jev7 ONNX, open-jev-deberta,
   mini-jev-runs 27.9k logits, jev-tree-choice-cap); device/harness
   (jev-mobile MCP, jev-macos-loop, jev-harness, routeKit); HacksonClark
-  SREGym-Lite 20/50→24/50 — rank tests, do not diagnose
+  SREGym-Lite 20/50→24/50: rank tests, do not diagnose
 - Hourly ~11:59 Boise fold (`research/notes.md` §42): Archer still
   Watch. Three open paths (encoder / AR constrained decode / trained
   decision-only). Native constrained serving
@@ -178,7 +178,7 @@ Pegged against [`typesafe-ai/skills` v0.5.7](https://github.com/typesafe-ai/skil
   for Hypothesis mapping cards; complements `evaluate_decisions.py`. Not a
   jevals how-to (`research/notes.md` §24; one sentence in `validation.md`)
 - Mental-models card: Augustus is design judgment across AI, SWE,
-  business, knowledge work, and life — not SWE-only. Pillars: expected
+  business, knowledge work, and life, not SWE-only. Pillars: expected
   utility / selective classification, calibration and cost-sensitive
   thresholds, VOI, MCDA, search/control substitutions, signal detection,
   Leveson org/safety, NATM/snap-fit/Norman/Kent/Shirky as general
@@ -194,11 +194,11 @@ Pegged against [`typesafe-ai/skills` v0.5.7](https://github.com/typesafe-ai/skil
   when-to-use table; FAQ confidence / surfaces questions.
 - Entropy as allocator (**Hypothesis**, `judgment-class.md`): Atallah's
   low / medium / high buckets place System One on typed decisions and a
-  frontier decoder on high-entropy synthesis — same axis as marginals
+  frontier decoder on high-entropy synthesis, same axis as marginals
   vs joint and as VOI. "Review this PR" as medium is still partly
   generative; "first model ever" is a claim. `research/notes.md` §38
 - Marginals, not a probabilistic program (`judgment-class.md`, FAQ):
-  Erik Meijer — Jev is a cool API and not a PPL; Kleisli qualifications
+  Erik Meijer: Jev is a cool API and not a PPL; Kleisli qualifications
   exaggerate; "Jev gives you the marginals; a decoder gives you the
   joint." Joints and invariants stay with TLA+ / Alloy / contracts.
   `research/notes.md` §34
@@ -236,7 +236,7 @@ Pegged against [`typesafe-ai/skills` v0.5.7](https://github.com/typesafe-ai/skil
   choice including GLiNER/GLiClass/listwise/vision) plus an explicit `not_for`
   against the official `typesafe-ai` skill
 - Identity lock vs neighbor skills (`typesafe-ai`, `tenbin`, `decision-first`)
-  so Augustus stays the design-judgment layer — class-wide, not TypeSafe-only
+  so Augustus stays the design-judgment layer, class-wide, not TypeSafe-only
 - Design cards name hole, family, and typed judgment provider (Jev default;
   other family only with self-eval)
 - Protocol fan-out step is family-aware (Jev batch, GLiClass one-pass,
@@ -305,7 +305,7 @@ Pegged against [`typesafe-ai/skills` v0.5.7](https://github.com/typesafe-ai/skil
 ## [0.1.0] - 2026-09-18
 
 Pegged against [`typesafe-ai/skills` v0.5.7](https://github.com/typesafe-ai/skills/tree/v0.5.7)
-(`65a39f3`, 2026-09-12) — the only tagged revision of the official skill at
+(`65a39f3`, 2026-09-12), the only tagged revision of the official skill at
 Augustus launch.
 
 ### Added

CODE_OF_CONDUCT.md

@@ -7,6 +7,6 @@ This is a small MIT project. Maintainers may reject contributions that
 are hostile, that invent metrics, or that treat a soft score as a hard
 safety gate.
 
-Report conduct problems the same way as other repo issues — or privately
+Report conduct problems the same way as other repo issues, or privately
 via GitHub Security Advisories if the report itself should stay off the
 public tracker. There is no separate conduct email.