feat: M4 文风 + M5 生成/多provider/Skill + Kimi Code 订阅接入 + 本地联调修复

M4（文风）: style-auditor 双轨（提取指纹/漂移第四审）+ jobs 长任务框架(zombie reaper) + 回炉 refine + GET /style read-back。
M5（生成+扩展）: worldbuilder/character-gen（入库 continuity 409 gate + partition_writes 白名单 + schema→JSONB 形变）；
  网关多 provider 回退链/熔断/能力降级（Anthropic/Gemini 适配器）；Skill registry + 表权限沙箱 + 规则；
  前端 角色生成器/世界观/Codex/规则页/技能库/⌘K 命令面板。
K1（Kimi Code 订阅接入）: OAuth device-flow（kimi-code）+ 静态 Console key（kimi-code-key）两路径；
  coding 端点 KimiCLI 伪造头（实测 UA allow-list 门禁，缺则 403）+ JSON 模式结构化（thinking ⊥ tool_choice）。
本地联调修复: CORS 中间件；assemble 注入 premise+「写第N章」指令（修空 prompt 400）；
  GET /outline·/draft read-back + 大纲/工作台/审稿页重载；写页 client/server 常量边界 + notFound 健壮化；
  字数 toLocaleString locale 水合；审稿页终稿从已存草稿 seed（修 accept 422）。
门禁: backend ruff/mypy(157)/alembic 无漂移/pytest 451 · frontend lint/tsc/vitest/build。

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

apps/web/lib/style/style.ts

@@ -0,0 +1,129 @@
+// 文风纯逻辑：指纹归一（dims+evidence）、漂移归一（从 chapter_reviews.style）、
+// 学文风/回炉请求体组装。纯逻辑，便于 node 环境单测（C3 扩 T4.3 / C4 扩 T4.2）。
+
+import type {
+  ReviewHistoryItem,
+  StyleFingerprintResponse,
+  StyleLearnRequest,
+  RefineRequest,
+} from "@/lib/api/types";
+import type { StyleDriftReport, StyleDriftSegment } from "@/lib/review/sse";
+
+export type { StyleDriftReport, StyleDriftSegment } from "@/lib/review/sse";
+
+// ── 指纹（16 维 + 证据，UX §6.9）─────────────────────────────────
+// 后端 dimensions={name:value}、evidence={name:[quotes]}（松散 JSONB）。
+export interface FingerprintDimension {
+  name: string;
+  value: string;
+  evidence: string[];
+}
+
+export interface Fingerprint {
+  dimensions: FingerprintDimension[];
+  version: number;
+}
+
+function asStringArray(v: unknown): string[] {
+  if (!Array.isArray(v)) return [];
+  return v.filter((x): x is string => typeof x === "string");
+}
+
+function asDisplayValue(v: unknown): string {
+  if (typeof v === "string") return v;
+  if (typeof v === "number" || typeof v === "boolean") return String(v);
+  return "";
+}
+
+// 把松散 GET /style 响应收窄成 Fingerprint。
+// dimensions 的 key 顺序即维度顺序（身份）；evidence 按维度名对齐。
+export function normalizeFingerprint(
+  resp: StyleFingerprintResponse | undefined,
+): Fingerprint | null {
+  if (!resp) return null;
+  const dims = resp.dimensions ?? {};
+  const evid = resp.evidence ?? {};
+  const names = Object.keys(dims);
+  const dimensions: FingerprintDimension[] = names.map((name) => ({
+    name,
+    value: asDisplayValue(dims[name]),
+    evidence: asStringArray(evid[name]),
+  }));
+  return { dimensions, version: resp.version };
+}
+
+// ── 漂移（第四审，C4 扩 T4.2）────────────────────────────────────
+// chapter_reviews.style = {score:int, segments:[{idx,score,label?}]}。
+// 类型 StyleDriftReport/StyleDriftSegment 在 lib/review/sse.ts（reduce 复用），上面已 re-export。
+
+function asInt(v: unknown, fallback = 0): number {
+  return typeof v === "number" && Number.isFinite(v) ? Math.round(v) : fallback;
+}
+
+function asOptionalString(v: unknown): string | null {
+  return typeof v === "string" ? v : null;
+}
+
+// 把松散 style dict 收窄成漂移报告；缺失/非 dict → null（不渲染）。
+export function normalizeStyleDrift(
+  item: ReviewHistoryItem | undefined,
+): StyleDriftReport | null {
+  const raw = item?.style;
+  if (typeof raw !== "object" || raw === null) return null;
+  const dict = raw as Record<string, unknown>;
+  const segRaw = Array.isArray(dict["segments"]) ? dict["segments"] : [];
+  const segments: StyleDriftSegment[] = segRaw
+    .filter((s): s is Record<string, unknown> => typeof s === "object" && s !== null)
+    .map((s) => ({
+      idx: asInt(s["idx"]),
+      score: asInt(s["score"], 100),
+      label: asOptionalString(s["label"]),
+    }));
+  // score 缺省 100（无指纹降级态，对齐后端默认）。
+  return { score: asInt(dict["score"], 100), segments };
+}
+
+// 同 style SSE 事件 data 也用此收窄（reduceReview case "style" 复用）。
+export function narrowStyleEvent(data: unknown): StyleDriftReport {
+  if (typeof data !== "object" || data === null) {
+    return { score: 100, segments: [] };
+  }
+  const dict = data as Record<string, unknown>;
+  const segRaw = Array.isArray(dict["segments"]) ? dict["segments"] : [];
+  const segments: StyleDriftSegment[] = segRaw
+    .filter((s): s is Record<string, unknown> => typeof s === "object" && s !== null)
+    .map((s) => ({
+      idx: asInt(s["idx"]),
+      score: asInt(s["score"], 100),
+      label: asOptionalString(s["label"]),
+    }));
+  return { score: asInt(dict["score"], 100), segments };
+}
+
+// ── 请求体组装 ──────────────────────────────────────────────────
+export type StyleLearnMode = "create" | "update";
+
+// 组装学文风请求体：去掉空白样本；mode 透传（首学/更新仅前端语义）。
+export function buildLearnRequest(
+  samples: readonly string[],
+  mode: StyleLearnMode,
+): StyleLearnRequest {
+  const cleaned = samples.map((s) => s.trim()).filter((s) => s.length > 0);
+  return { samples: cleaned, mode };
+}
+
+// 至少一条非空样本才可提交（对齐后端 min_length=1）。
+export function hasUsableSamples(samples: readonly string[]): boolean {
+  return samples.some((s) => s.trim().length > 0);
+}
+
+// 组装回炉请求体（段去空白；空指令省略）。
+export function buildRefineRequest(
+  segment: string,
+  instruction?: string | null,
+): RefineRequest {
+  const body: RefineRequest = { segment: segment.trim() };
+  const trimmed = instruction?.trim();
+  if (trimmed) body.instruction = trimmed;
+  return body;
+}