feat(review): 人物塑造 advisory 审（第五审，仅建议不阻断验收）

写→审链新增第五审「人物塑造」（灵感③/D2）：advisory 单维——仅建议、不阻断验收（不进 conflicts、不碰 assert_conflicts_resolved、不入 REVIEW_RESERVED_NAMES）；只做人物塑造、不做氛围。 - SPEC characterization_spec（analyst，reads=("characters",)，writes=()）+ prompts/characterization.md（只读、显式忽略文本长度与辞藻华丽度、引用逐字片段+置信度） - schema CharacterizationReview{issues[...]}（全字段默认值守解析韧性）+ 注册 catalog - 计数三处 22→23 + regen prompt_hashes.json（仅加一条） - DB chapter_reviews 加 characterization JSONB nullable 列（迁移 f6a7b8c9d0e1） - 接线：graph REVIEW_SPECS 追加 · chain ReviewRecordRepo · collect(extract/record) · review_repo(Protocol/Sql/_to_view/ReviewView) · sse(event/factory/section) · normalize 自动纳入 - 契约 ReviewHistoryItem 加 characterization（gen:api 已重生成） - 前端 sse/history/useReviewStream + CharacterizationPanel（只展示无裁决 UI、置信度降序+低置信折叠）+ ReviewReport 挂面板 - 测试 test_characterization_does_not_block_accept + 计数/golden + collect/normalize + 前端 reducer/normalize/parse 守不变量 #2/#3/#9；依赖 ⑧（motive/appearance 作客观锚点）。
2026-07-06 17:08:38 +02:00
parent 2a7a865e98
commit 72b3c81146
37 changed files with 1071 additions and 19 deletions
--- a/PROGRESS.md
+++ b/PROGRESS.md
@@ -161,6 +161,8 @@ T0.1 monorepo 骨架 ✅ @devops · T0.2 16 MVP 表迁移（无漂移，users st

 > 格式：`- [YYYY-MM-DD] @skill 完成/进展 Txx — 一句话结果 + 影响的契约/文件`

+- [2026-07-06] @llm/@db/@backend/@frontend — **✅ 灵感③ 人物塑造 advisory 审（develop 直提）**。写→审链新增第五审「人物塑造」：**advisory 单维——仅建议、不阻断验收**（不进 conflicts、不碰 `assert_conflicts_resolved`、**不入 `REVIEW_RESERVED_NAMES`**，D2）；只做人物塑造、不做氛围（氛围噪声大折进 style/pace）。**新 SPEC** `characterization_spec`（`tier="analyst"` 不写 model，`reads=("characters",)` 以人物卡 motive/appearance 为客观锚点，`writes=()` 只读，`prompts/characterization.md` **显式忽略文本长度与辞藻华丽度**、引用逐字片段+置信度对抗 LLM-judge 冗长/辞藻偏见）+ schema `CharacterizationReview{issues:[…character/aspect/where/quote/diagnosis/suggestion/confidence]}`（全字段默认值守解析韧性）+ 注册 `SCHEMA_CATALOG["characterization"]`；**计数三处 22→23**（`specs.py` assert / `test_prompt_loader.py` len / `schema_catalog.py` docstring）+ **regen `prompt_hashes.json`**（仅加一条，无其余漂移）。**DB** `chapter_reviews` 加 1 列 `characterization`（**JSONB nullable**，迁移 `f6a7b8c9d0e1`，nullable 免 backfill）。**契约变更** `ReviewHistoryItem`+`ReviewView` 加 `characterization`；接线链 `graph.py REVIEW_SPECS` 末位追加 + `chain/nodes.py ReviewRecordRepo` + `collect.py {CHARACTERIZATION/extract_characterization/ReviewRecorder/collect_reviews}` + `review_repo.py {Protocol/SqlReviewRepo/_to_view}` + `sse.py {EVENT_CHARACTERIZATION/characterization_event/_section_result_events}`（normalize 按 sorted 键自动纳入，字典序排最前不打乱既有四审断言）。**前端** `lib/review/{sse.ts,history.ts,useReviewStream.ts}` + 新 `CharacterizationPanel.tsx`（advisory 只展示、**无裁决 UI**、按置信度降序 + 低置信度折叠控注意力预算）+ `ReviewReport.tsx` 挂面板 + 双 seed。**门禁全绿**：后端 ruff/format 干净 · mypy **221** · pytest **848**（+核心 char 审 12 + agents spec 11 + api accept 2 等）· alembic 无漂移；前端 gen:api/lint/typecheck 干净 · vitest **536**（+10 含 `test_characterization_does_not_block_accept` 对应前端 reducer/normalize/parse）· coverage 95% · build OK。记 contracts C3+C4。守不变量 #2/#3/#9。依赖 ⑧（motive/appearance 已入 CharacterCard 契约，作客观锚点）。
+
 - [2026-07-06] @backend/@llm/@frontend — **✅ 灵感⑤ AI 立项方案生成+预填（develop 直提）**。向导阶段（project 未建）一键推演结构化书级蓝图预填立项向导。**新 SPEC** `project_plan_spec`（`tier="analyst"` 不写 model，`reads=()`/`writes=()` 纯预览，`prompts/project-plan.md`）+ schema `ProjectPlanResult`（书名候选 list + 时空背景/叙事结构/故事核心/结局设计/基调，**全字段默认值守解析韧性**）+ 注册 `SCHEMA_CATALOG["project-plan"]`；**计数三处 21→22**（`specs.py` assert / `test_prompt_loader.py` len / `schema_catalog.py` docstring）+ **regen `prompt_hashes.json`**（仅加一条）。**新端点** `POST /skills/project-plan/generate`（**不带 project 前缀**绕开 toolbox 404）← `ProjectPlanGenerateRequest`（全字段 `max_length` CR-H9，`brief` 用 `str|None` 令 codegen 可选）→ `ProjectPlanView`；**种子门控**缺 genre/logline→422，无凭据→503。复用 `build_brief_context`+`run_generator`（`run_generator`/`_build_request` 的 `project_id` 放宽 `uuid.UUID|None`——向导无 project，ledger.project_id 本 nullable）；新缝 `get_project_plan_gateway`（analyst）。**零迁移**。**前端** `wizard.ts` 加 `mapPlanResultToWizardForm`（书名/结构/基调→对应字段；时空背景/结局设计→折进 premise **不静默丢**；结局取向/视角预设枚举不臆造）+ `applyPlanPatch`（**仅回填空字段、保护已编辑**）+ `canGeneratePlan`/`toPlanSeedRequest` + `useProjectPlan` hook（renderHook 测试）+ `ProjectWizard.tsx` 第 2 步 `PlanAssistant`（生成→预览→按字段回填）。**门禁全绿**：后端 ruff/format 干净 · mypy **218** · pytest **814**（+新端点 6 + agents spec 8 测）· alembic 无漂移（零 ORM 变更）；前端 gen:api/lint/typecheck 干净 · vitest **526**（+28）· coverage 95%（wizard/generation 100%）· build OK。记 contracts C3 新端点。守不变量 #2/#3/#9。依赖 ④（已交付）。
 - [2026-06-26] @orchestrator — **全项目 Code Review（七维度）完成 → `QA-CR` 整改批立项**。6 个专科 reviewer 并行（后端 FastAPI 架构 / Python 规范 / LangGraph 最佳实践 / 前端 React 架构 / 前端 TS 类型安全 / 应用安全）+ 依赖时效自查；212 py + 168 tsx 全覆盖。绿门禁下仍揪出 **2 CRITICAL + 13 HIGH + 一批 MEDIUM/LOW**：**C1** Next.js 15.1.3 RCE（CVE-2025-66478「React2Shell」，App Router+RSC 受影响，升 15.1.9/15.5.7/16.x + 轮换密钥）；**C2** 多章链缺 `recursion_limit`（默认 25 supersteps、每章 4 节点→超 ~6 章即崩，批量产卷不可用）。HIGH 含 Kimi OAuth 占 DB 会话 / httpx 泄漏 / Anthropic 计费记 0 / request_id 未贯通 / `.env.example` 提交可用 Fernet key / 文本输入无 `max_length` / 前端 errorCode 重复 / Drawer 焦点 / RefineView 未取消。**确认无虞**：SSRF（base_url 仅硬编码）/SQL 注入（全 ORM）/XSS（无 dangerouslySetInnerHTML）/错误信封不泄密/Kimi device-flow 无 CSRF。已登记 `QA-CR` 任务表（CR-C1/C2 + CR-H1..H12 + CR-M1..M5 + CR-L1 + CR-D1）按 owner 分派 @frontend/@backend/@llm/@devops，落地顺序见当前阶段 background。**本批为评审立项，尚无代码改动。**
 - [2026-06-23] @orchestrator — **🎉 多章工作流链（Chain Workflow）交付 + 多 agent 交叉评审 + CRITICAL 修复 + 合并 develop（merge `513bf71`）**。对标星月「一键多章」+ 差异化「每章过四审、遇冲突才停人」。设计契约 `docs/design/chain-workflow.md`（commit `5ee9799`）。**多 agent 逐学科建造**（契约先行、目录单写者）：**C1 @llm**(`7f3eaab`) LangGraph **cyclic 链图** `orchestrator/chain/{state,nodes,graph}.py`（`build_chain_graph`：write→review→decide→accept 循环 + **interrupt-on-conflict** + resume；删死代码 `build_write_graph`，`write_node` 本体留用；7 单测 mock 网关+fake session+MemorySaver）·**C2 @backend**(`29349dc`) 服务/3 端点/schema/checkpointer 接线（见下条）·**C3 @db**(`548b7ab`) langgraph 检查点 4 表迁移 `d3e4f5a6b7c8`（`autocommit_block` 避开 `CREATE INDEX CONCURRENTLY` 与 alembic 事务死锁；`env.py` `include_object` 豁免这 4 表防漂移误报）·**C4 @qa**(`061792d`) E2E `tests/test_chain_workflow_e2e.py` 真 pg + mock 网关零 token（无冲突两章全自动 + 冲突→interrupt→awaiting→resume→accept）。**3 路对抗交叉评审**（python/fastapi/不变量）在**绿门禁下仍揪出 1 CRITICAL + 7 HIGH**——证伪"测试过=没问题"：CRITICAL=链把**绑请求 session 的 gateway** 传进 BackgroundTask，后台跑时 session 已关→write/review 的 `usage_ledger.record()` 写进死 session **静默丢失**（链计费全丢，违 #1；E2E 清了 ledger 却没断言其存在故漏掉）。**修复**(`d1ea83b`)：网关改 `chain_gateway_builder` 按节点 session 重建（仿 `digest_gateway_builder`/`style.py`）；日志脱敏（`_classify_job_error`+`exc_type`，去 `str(exc)`，§5）；resume 原子 claim `JobRepo.claim_awaiting_to_running`（防并发双跑同 thread_id，非 awaiting→409）+ 所有权校验（`JobView.project_id`，跨项目→404）；`ChainResumeAccepted`（去 start/count=0 哨兵）；删死导入 `extract_conflicts`；**补回归断言**（链 `usage_ledger` 必有行 + `chapter_reviews` 每章一行）。**出口（DoD）✅**：后端门禁绿 ruff/format 干净 · mypy **194 Success** · alembic **无漂移**（业务表零迁移，复用 `jobs.status=awaiting_input` + `result.awaiting_chapter`；唯一新 DDL=langgraph 检查点表）· pytest **608 passed**（+6 回归测）。首次真正启用 LangGraph checkpointer/interrupt。守不变量 #1/#3/#4/#5/#9。**剩余下一步（未做）**：① 前端链 UI（`pnpm gen:api` 纳入 run/resume + 发起页/进度轮询/awaiting 裁决续跑面板，复用 `ConflictAdjudication`）；② §12 文档回写 `ARCHITECTURE.md §5.2`（补 cyclic 链图 + 更正现状：写章直连流式/单章 accept 为事务/链图首启 checkpointer）；③ 未 push 远端。可选：续写/扩写节点入链；UGC 链市场需多租户（deferred）。
--- a/apps/api/tests/fakes_projects.py
+++ b/apps/api/tests/fakes_projects.py
@@ -151,6 +151,7 @@ class FakeReviewRepo:
        foreshadow_sug: list[dict[str, Any]] | None = None,
        style: dict[str, Any] | None = None,
        pace: dict[str, Any] | None = None,
+        characterization: dict[str, Any] | None = None,
        health_score: int | None = None,
    ) -> ReviewView:
        view = ReviewView(
@@ -162,6 +163,7 @@ class FakeReviewRepo:
            foreshadow_sug=[dict(s) for s in (foreshadow_sug or [])],
            style=style,
            pace=pace,
+            characterization=characterization,
            health_score=health_score,
        )
        # 新→旧：插到列表头部。
--- a/apps/api/tests/test_chain.py
+++ b/apps/api/tests/test_chain.py
@@ -115,6 +115,7 @@ class _FakeReviewRepo:
        foreshadow_sug: list[dict[str, Any]] | None = None,
        style: dict[str, Any] | None = None,
        pace: dict[str, Any] | None = None,
+        characterization: dict[str, Any] | None = None,
        health_score: int | None = None,
    ) -> Any:
        rec = _FakeReviewRecord(chapter_no, list(conflicts))
--- a/apps/api/tests/test_review_accept.py
+++ b/apps/api/tests/test_review_accept.py
@@ -209,6 +209,70 @@ async def test_accept_promotes_appends_digest_records_decisions() -> None:
    assert session.commits == 1


+@pytest.mark.asyncio
+async def test_characterization_does_not_block_accept() -> None:
+    """灵感③ advisory：人物塑造问题（零 continuity 冲突）不阻断验收（D2）。
+
+    留痕带 characterization issues 但 conflicts=[] → 验收 gate 只读 continuity conflicts，
+    直通晋升；characterization 从不进 conflicts、从不产 decisions。
+    """
+    from ww_api.services.digest_extraction import ChapterDigestFacts
+
+    review_repo = FakeReviewRepo()
+    pid = uuid.uuid4()
+    # 零 continuity 冲突，但有 advisory 人物塑造问题。
+    await review_repo.record(
+        pid,
+        1,
+        conflicts=[],
+        characterization={
+            "issues": [
+                {
+                    "character": "沈砚",
+                    "aspect": "动机一致性",
+                    "where": "第3段",
+                    "quote": "他忽然转身就走。",
+                    "diagnosis": "与既定护妹动机断裂",
+                    "suggestion": "退缩扣回护妹动机",
+                    "confidence": 0.82,
+                }
+            ]
+        },
+    )
+    digest_gw = FakeReviewGateway(parsed=ChapterDigestFacts(summary="s"))
+    client, chapter_repo, _, digest_repo, session = _make_client(
+        review_repo=review_repo, digest_gateway=digest_gw
+    )
+    async with client:
+        resp = await client.post(
+            f"/projects/{pid}/chapters/1/accept",
+            # 无需对人物塑造做任何裁决（advisory 无 conflict 通道）。
+            json={"final_text": "作者终稿正文。", "decisions": []},
+        )
+    assert resp.status_code == 200
+    assert resp.json()["accepted_version"] == 1
+    assert session.commits == 1
+    # characterization 留痕不产 decisions（advisory）；晋升照常。
+    accepted = await chapter_repo.latest_accepted(pid, 1)
+    assert accepted is not None
+
+
+@pytest.mark.asyncio
+async def test_characterization_surfaces_in_review_history() -> None:
+    """列 characterization 经 GET .../reviews 透传到历史项（前端面板 seed 用）。"""
+    review_repo = FakeReviewRepo()
+    pid = uuid.uuid4()
+    await review_repo.record(
+        pid, 1, conflicts=[], characterization={"issues": [{"character": "沈砚"}]}
+    )
+    client, _, _, _, _ = _make_client(review_repo=review_repo)
+    async with client:
+        resp = await client.get(f"/projects/{pid}/chapters/1/reviews")
+    assert resp.status_code == 200
+    row = resp.json()["reviews"][0]
+    assert row["characterization"]["issues"][0]["character"] == "沈砚"
+
+
@pytest.mark.asyncio
 async def test_accept_with_no_review_succeeds() -> None:
    """无审稿留痕（零冲突）→ gate 直通，仍晋升 + 提炼 digest。"""
--- a/apps/api/ww_api/routers/projects.py
+++ b/apps/api/ww_api/routers/projects.py
@@ -488,6 +488,7 @@ async def list_reviews(
            foreshadow_sug=v.foreshadow_sug,
            style=v.style,
            pace=v.pace,
+            characterization=v.characterization,
            health_score=v.health_score,
            decisions=v.decisions,
        )
--- a/apps/api/ww_api/schemas/projects.py
+++ b/apps/api/ww_api/schemas/projects.py
@@ -191,6 +191,8 @@ class ReviewHistoryItem(BaseModel):
    foreshadow_sug: list[dict[str, Any]] = Field(default_factory=list)
    style: dict[str, Any] | None = None
    pace: dict[str, Any] | None = None
+    # 灵感③ advisory 人物塑造审留痕（issues 列表 dict）；仅建议、不阻断验收。
+    characterization: dict[str, Any] | None = None
    health_score: int | None = None
    decisions: dict[str, Any] | None = None

--- a/apps/web/components/review/CharacterizationPanel.tsx
+++ b/apps/web/components/review/CharacterizationPanel.tsx
@@ -0,0 +1,102 @@
+"use client";
+
+import { CheckCircle2, CircleDashed, UserRound } from "lucide-react";
+
+import { Badge } from "@/components/ui/Badge";
+import type { CharacterizationIssue, CharacterizationReport } from "@/lib/review/sse";
+
+interface CharacterizationPanelProps {
+  characterization: CharacterizationReport | null;
+  incomplete: boolean;
+}
+
+// 高置信度阈值：≥0.7 为主区常显，<0.7 折进「更多低置信度建议」抽屉（控作者注意力预算，灵感 §10）。
+const HIGH_CONFIDENCE = 0.7;
+
+// 人物塑造报告区（灵感③ advisory 单维）：只读建议、**无裁决 UI**（不进 conflicts/不阻断验收）。
+// 以人物卡 motive/appearance 为客观锚点；每条带逐字引用 + 置信度。按置信度降序，
+// 低置信度折叠，避免维度噪声淹没作者。
+export function CharacterizationPanel({
+  characterization,
+  incomplete,
+}: CharacterizationPanelProps) {
+  if (incomplete) {
+    return (
+      <section>
+        <Badge variant="warning">
+          <CircleDashed className="h-3 w-3" aria-hidden="true" />
+          未完成
+        </Badge>
+      </section>
+    );
+  }
+  const issues = characterization?.issues ?? [];
+  if (characterization === null || issues.length === 0) {
+    return (
+      <section>
+        <Badge variant="success">
+          <CheckCircle2 className="h-3 w-3" aria-hidden="true" />
+          人物塑造无明显问题
+        </Badge>
+      </section>
+    );
+  }
+
+  // 置信度降序（优先级合并）；高/低分区。
+  const sorted = [...issues].sort((a, b) => b.confidence - a.confidence);
+  const high = sorted.filter((i) => i.confidence >= HIGH_CONFIDENCE);
+  const low = sorted.filter((i) => i.confidence < HIGH_CONFIDENCE);
+
+  return (
+    <section className="space-y-2 text-xs">
+      <p className="rounded border border-dashed border-line/70 bg-bg/40 px-3 py-1.5 text-[11px] text-ink-soft">
+        以下为人物塑造建议（仅供参考，不影响验收）。忽略文本长度与辞藻，只看人物是否写得立体。
+      </p>
+      <ul className="space-y-2">
+        {(high.length > 0 ? high : sorted).map((issue, i) => (
+          <CharacterizationIssueCard key={i} issue={issue} />
+        ))}
+      </ul>
+      {high.length > 0 && low.length > 0 ? (
+        <details className="group rounded border border-line/70 bg-bg/35 p-2">
+          <summary className="cursor-pointer list-none text-2xs font-semibold text-ink-soft">
+            更多低置信度建议（{low.length}）
+          </summary>
+          <ul className="mt-2 space-y-2">
+            {low.map((issue, i) => (
+              <CharacterizationIssueCard key={i} issue={issue} />
+            ))}
+          </ul>
+        </details>
+      ) : null}
+    </section>
+  );
+}
+
+function CharacterizationIssueCard({ issue }: { issue: CharacterizationIssue }) {
+  const pct = Math.round(Math.max(0, Math.min(1, issue.confidence)) * 100);
+  return (
+    <li className="rounded border border-line/70 bg-bg/35 p-2">
+      <div className="flex items-center justify-between gap-2">
+        <span className="flex items-center gap-1.5 font-semibold text-ink">
+          <UserRound className="h-3.5 w-3.5 text-ink-soft" aria-hidden="true" />
+          {issue.character || "（未归属角色）"}
+          {issue.aspect ? <Badge variant="accent">{issue.aspect}</Badge> : null}
+        </span>
+        <span className="shrink-0 font-mono text-2xs text-ink-soft" title="置信度">
+          {pct}%
+        </span>
+      </div>
+      {issue.where ? <p className="mt-1 text-ink-soft">定位：{issue.where}</p> : null}
+      {issue.quote ? (
+        <blockquote className="mt-1 border-l-2 border-line pl-2 text-ink-soft italic">
+          「{issue.quote}」
+        </blockquote>
+      ) : null}
+      {issue.diagnosis ? <p className="mt-1 text-ink">{issue.diagnosis}</p> : null}
+      {issue.suggestion ? (
+        <p className="mt-1 text-ink-soft">建议：{issue.suggestion}</p>
+      ) : null}
+    </li>
+  );
+}
--- a/apps/web/components/review/ReviewReport.tsx
+++ b/apps/web/components/review/ReviewReport.tsx
@@ -32,6 +32,7 @@ import {
 } from "@/lib/review/decisions";
 import {
  latestReview,
+  normalizeCharacterization,
  normalizeConflicts,
  normalizeForeshadowSug,
  normalizePace,
@@ -56,6 +57,7 @@ import { useToast } from "@/components/Toast";
 import { ThinkingIndicator } from "@/components/ThinkingIndicator";
 import { AcceptPanel } from "./AcceptPanel";
 import { AnnotatedText } from "./AnnotatedText";
+import { CharacterizationPanel } from "./CharacterizationPanel";
 import { ConflictCard } from "./ConflictCard";
 import { ForeshadowSuggestions } from "./ForeshadowSuggestions";
 import { PacePanel } from "./PacePanel";
@@ -128,6 +130,10 @@ export function ReviewReport({
    () => normalizeStyleDrift(initialReview),
    [initialReview],
  );
+  const seededCharacterization = useMemo(
+    () => normalizeCharacterization(initialReview),
+    [initialReview],
+  );
  useEffect(() => {
    if (seededRef.current) return;
    seededRef.current = true;
@@ -135,22 +141,32 @@ export function ReviewReport({
      seededConflicts.length > 0 ||
      seededForeshadow.length > 0 ||
      seededPace !== null ||
-      seededStyle !== null;
+      seededStyle !== null ||
+      seededCharacterization !== null;
    if (hasSeed) {
      review.seed({
        conflicts: seededConflicts,
        foreshadow: seededForeshadow,
        pace: seededPace,
        style: seededStyle,
+        characterization: seededCharacterization,
      });
    }
-  }, [review, seededConflicts, seededForeshadow, seededPace, seededStyle]);
+  }, [
+    review,
+    seededConflicts,
+    seededForeshadow,
+    seededPace,
+    seededStyle,
+    seededCharacterization,
+  ]);

  // 当前生效冲突 = 流状态（重审后即时更新，否则种入的历史）。
  const conflicts: ReviewConflict[] = review.state.conflicts;
  const foreshadow = review.state.foreshadow;
  const pace = review.state.pace;
  const style = review.state.style;
+  const characterization = review.state.characterization;
  // 伏笔徽标/验收预览统一用「仍待处理数」（随登记/回收递减）；未上报前回退原始建议数。
  const foreshadowOpen = foreshadowRemaining ?? foreshadow.length;
  const sectionStatus = (name: string): string | undefined =>
@@ -359,7 +375,7 @@ export function ReviewReport({
    const fresh = normalizeConflicts(latestReview(data?.reviews));
    setMissing(new Set(outcome.missingIndices));
    if (fresh.length > 0) {
-      review.seed({ conflicts: fresh, foreshadow, pace, style });
+      review.seed({ conflicts: fresh, foreshadow, pace, style, characterization });
      setDrafts(emptyDecisions(fresh.length));
      toast("审稿报告已刷新：检测到未裁决冲突，请裁决后再验收", "error");
    } else {
@@ -405,7 +421,8 @@ export function ReviewReport({
    seededConflicts.length > 0 ||
    foreshadow.length > 0 ||
    pace !== null ||
-    style !== null;
+    style !== null ||
+    characterization !== null;

  return (
    <AppShell
@@ -671,6 +688,35 @@ export function ReviewReport({
              onRefine={onRefineSegment}
            />
            </ReviewSectionPanel>
+            <ReviewSectionPanel
+              title="人物塑造"
+              statusLabel={
+                sectionStatus("characterization") === "incomplete"
+                  ? "未完成"
+                  : characterization && characterization.issues.length > 0
+                    ? `${characterization.issues.length} 建议`
+                    : characterization
+                      ? "无明显问题"
+                      : "无报告"
+              }
+              statusVariant={
+                sectionStatus("characterization") === "incomplete"
+                  ? "warning"
+                  : characterization && characterization.issues.length > 0
+                    ? "accent"
+                    : characterization
+                      ? "success"
+                      : "neutral"
+              }
+              defaultOpen={
+                characterization !== null && characterization.issues.length > 0
+              }
+            >
+            <CharacterizationPanel
+              characterization={characterization}
+              incomplete={sectionStatus("characterization") === "incomplete"}
+            />
+            </ReviewSectionPanel>
            {refineText !== null ? (
              <RefineView
                projectId={project.id}
--- a/apps/web/lib/api/schema.d.ts
+++ b/apps/web/lib/api/schema.d.ts
@@ -1828,6 +1828,10 @@ export interface components {
            pace?: {
                [key: string]: unknown;
            } | null;
+            /** Characterization */
+            characterization?: {
+                [key: string]: unknown;
+            } | null;
            /** Health Score */
            health_score?: number | null;
            /** Decisions */
--- a/apps/web/lib/review/characterization-sse.test.ts
+++ b/apps/web/lib/review/characterization-sse.test.ts
@@ -0,0 +1,108 @@
+import { describe, expect, it } from "vitest";
+
+import {
+  initialReviewState,
+  parseReviewBlock,
+  reduceReview,
+  type ReviewSseEvent,
+} from "./sse";
+
+const FULL_ISSUE = {
+  character: "沈砚",
+  aspect: "动机一致性",
+  where: "第3段",
+  quote: "他忽然转身。",
+  diagnosis: "动机断裂",
+  suggestion: "扣回护妹动机",
+  confidence: 0.82,
+};
+
+describe("parseReviewBlock — characterization (灵感③ advisory)", () => {
+  it("parses a characterization frame with a full issue", () => {
+    const evt = parseReviewBlock(
+      `event:characterization\ndata:{"issues":[${JSON.stringify(FULL_ISSUE)}]}`,
+    );
+    expect(evt).toEqual({
+      event: "characterization",
+      data: { issues: [FULL_ISSUE] },
+    });
+  });
+
+  it("defaults missing issue fields (advisory 韧性)", () => {
+    const evt = parseReviewBlock(
+      'event:characterization\ndata:{"issues":[{"character":"阿黎"}]}',
+    );
+    expect(evt).toEqual({
+      event: "characterization",
+      data: {
+        issues: [
+          {
+            character: "阿黎",
+            aspect: "",
+            where: "",
+            quote: "",
+            diagnosis: "",
+            suggestion: "",
+            confidence: 0,
+          },
+        ],
+      },
+    });
+  });
+
+  it("parses an empty issues frame (无明显问题降级)", () => {
+    expect(
+      parseReviewBlock('event:characterization\ndata:{"issues":[]}'),
+    ).toEqual({ event: "characterization", data: { issues: [] } });
+  });
+
+  it("drops non-record issues without dropping the whole frame", () => {
+    const evt = parseReviewBlock(
+      'event:characterization\ndata:{"issues":["junk",{"character":"沈砚"}]}',
+    );
+    expect(evt?.event).toBe("characterization");
+    if (evt?.event === "characterization") {
+      expect(evt.data.issues).toHaveLength(1);
+      expect(evt.data.issues[0]?.character).toBe("沈砚");
+    }
+  });
+});
+
+describe("reduceReview — characterization (replace-style like pace)", () => {
+  it("sets characterization report and marks reviewing", () => {
+    const evt: ReviewSseEvent = {
+      event: "characterization",
+      data: { issues: [FULL_ISSUE] },
+    };
+    const out = reduceReview(initialReviewState, evt);
+    expect(out.phase).toBe("reviewing");
+    expect(out.characterization).toEqual({ issues: [FULL_ISSUE] });
+  });
+
+  it("replaces (not accumulates) the characterization report", () => {
+    const first = reduceReview(initialReviewState, {
+      event: "characterization",
+      data: { issues: [FULL_ISSUE] },
+    });
+    const second = reduceReview(first, {
+      event: "characterization",
+      data: { issues: [] },
+    });
+    expect(second.characterization).toEqual({ issues: [] });
+  });
+
+  it("leaves characterization untouched on a section event", () => {
+    const seeded = reduceReview(initialReviewState, {
+      event: "characterization",
+      data: { issues: [FULL_ISSUE] },
+    });
+    const out = reduceReview(seeded, {
+      event: "section",
+      data: { name: "characterization", status: "done" },
+    });
+    expect(out.characterization).toEqual({ issues: [FULL_ISSUE] });
+    expect(out.sections).toEqual([
+      { name: "characterization", status: "done" },
+    ]);
+  });
+});
--- a/apps/web/lib/review/history.test.ts
+++ b/apps/web/lib/review/history.test.ts
@@ -3,6 +3,7 @@ import { describe, expect, it } from "vitest";
 import type { ReviewConflictView, ReviewHistoryItem } from "@/lib/api/types";
 import {
  latestReview,
+  normalizeCharacterization,
  normalizeConflicts,
  normalizeForeshadowSug,
  normalizePace,
@@ -121,6 +122,62 @@ describe("normalizePace", () => {
  });
 });

+describe("normalizeCharacterization", () => {
+  it("tightens dict into CharacterizationReport with field defaults", () => {
+    const out = normalizeCharacterization({
+      ...item([]),
+      characterization: {
+        issues: [
+          {
+            character: "沈砚",
+            aspect: "动机一致性",
+            where: "第3段",
+            quote: "他忽然转身。",
+            diagnosis: "动机断裂",
+            suggestion: "扣回护妹动机",
+            confidence: 0.82,
+          },
+          // 缺字段的畸形条目：安全默认，不丢整条
+          { character: "阿黎" },
+        ],
+      },
+    });
+    expect(out).toEqual({
+      issues: [
+        {
+          character: "沈砚",
+          aspect: "动机一致性",
+          where: "第3段",
+          quote: "他忽然转身。",
+          diagnosis: "动机断裂",
+          suggestion: "扣回护妹动机",
+          confidence: 0.82,
+        },
+        {
+          character: "阿黎",
+          aspect: "",
+          where: "",
+          quote: "",
+          diagnosis: "",
+          suggestion: "",
+          confidence: 0,
+        },
+      ],
+    });
+  });
+
+  it("returns empty issues when characterization is present but issues missing", () => {
+    expect(
+      normalizeCharacterization({ ...item([]), characterization: {} }),
+    ).toEqual({ issues: [] });
+  });
+
+  it("returns null when characterization is missing or not a dict", () => {
+    expect(normalizeCharacterization(item([]))).toBeNull();
+    expect(normalizeCharacterization(undefined)).toBeNull();
+  });
+});
+
 describe("latestReview", () => {
  it("returns first item (history is newest-first)", () => {
    const a = item([]);
--- a/apps/web/lib/review/history.ts
+++ b/apps/web/lib/review/history.ts
@@ -2,7 +2,9 @@
 // 纯逻辑（可单测）；schema 把 conflicts 标成 {[k]:unknown}[]，这里安全收窄。

 import type { ReviewHistoryItem } from "@/lib/api/types";
+import { asCharacterizationIssues } from "./sse";
 import type {
+  CharacterizationReport,
  ForeshadowKind,
  ForeshadowSuggestion,
  PaceIssue,
@@ -80,6 +82,17 @@ export function normalizePace(
  };
 }

+// 把一条留痕的 characterization（dict）收紧成人物塑造报告；缺失/非 dict → null（不渲染）。
+// advisory：只展示、无裁决 UI（灵感 D2）。
+export function normalizeCharacterization(
+  item: ReviewHistoryItem | undefined,
+): CharacterizationReport | null {
+  const raw = item?.characterization;
+  if (typeof raw !== "object" || raw === null) return null;
+  const dict = raw as Record<string, unknown>;
+  return { issues: asCharacterizationIssues(dict["issues"]) };
+}
+
 // 最近一条留痕（GET .../reviews 已按新→旧排序）。
 export function latestReview(
  items: readonly ReviewHistoryItem[] | undefined,
--- a/apps/web/lib/review/sse.ts
+++ b/apps/web/lib/review/sse.ts
@@ -60,6 +60,22 @@ export interface StyleDriftReport {
  segments: StyleDriftSegment[];
 }

+// 人物塑造（灵感③ advisory 单维）：只读建议，不阻断验收（无裁决 UI）。
+// 以人物卡 motive/appearance 为客观锚点；每条带逐字引用 quote + 置信度 confidence。
+export interface CharacterizationIssue {
+  character: string;
+  aspect: string;
+  where: string;
+  quote: string;
+  diagnosis: string;
+  suggestion: string;
+  confidence: number;
+}
+
+export interface CharacterizationReport {
+  issues: CharacterizationIssue[];
+}
+
 export interface SectionEvent {
  event: "section";
  data: { name: string; status: SectionStatus };
@@ -98,6 +114,10 @@ export interface StyleEvent {
    }[];
  };
 }
+export interface CharacterizationEvent {
+  event: "characterization";
+  data: { issues: CharacterizationIssue[] };
+}
 export interface DoneEvent {
  event: "done";
  data: { length: number };
@@ -112,6 +132,7 @@ export type ReviewSseEvent =
  | ForeshadowEvent
  | PaceEvent
  | StyleEvent
+  | CharacterizationEvent
  | DoneEvent
  | ErrorEvent;

@@ -121,6 +142,7 @@ const KNOWN_EVENTS = new Set([
  "foreshadow",
  "pace",
  "style",
+  "characterization",
  "done",
  "error",
 ]);
@@ -176,6 +198,34 @@ function asPaceIssues(v: unknown): PaceIssue[] {
  );
 }

+function asNumber(v: unknown, fallback = 0): number {
+  return typeof v === "number" && Number.isFinite(v) ? v : fallback;
+}
+
+function asStringField(v: unknown): string {
+  return typeof v === "string" ? v : "";
+}
+
+// 收窄人物塑造 issues（每字段安全默认，advisory 韧性；缺字段不丢整条）。
+export function asCharacterizationIssues(v: unknown): CharacterizationIssue[] {
+  if (!Array.isArray(v)) return [];
+  return v.flatMap((x) =>
+    isRecord(x)
+      ? [
+          {
+            character: asStringField(x.character),
+            aspect: asStringField(x.aspect),
+            where: asStringField(x.where),
+            quote: asStringField(x.quote),
+            diagnosis: asStringField(x.diagnosis),
+            suggestion: asStringField(x.suggestion),
+            confidence: asNumber(x.confidence),
+          },
+        ]
+      : [],
+  );
+}
+
 function asStyleSegments(v: unknown): StyleEvent["data"]["segments"] {
  if (!Array.isArray(v)) return [];
  return v.flatMap((x) =>
@@ -248,6 +298,11 @@ function narrowReviewEvent(event: string, data: unknown): ReviewSseEvent | null
            },
          }
        : null;
+    case "characterization":
+      return {
+        event: "characterization",
+        data: { issues: asCharacterizationIssues(data.issues) },
+      };
    case "done":
      return typeof data.length === "number"
        ? { event: "done", data: { length: data.length } }
@@ -320,6 +375,7 @@ export interface ReviewStreamState {
  foreshadow: ForeshadowSuggestion[];
  pace: PaceReport | null;
  style: StyleDriftReport | null;
+  characterization: CharacterizationReport | null;
  error: { code: string; message: string; request_id?: string | null } | null;
 }

@@ -330,6 +386,7 @@ export const initialReviewState: ReviewStreamState = {
  foreshadow: [],
  pace: null,
  style: null,
+  characterization: null,
  error: null,
 };

@@ -377,6 +434,12 @@ export function reduceReview(
          })),
        },
      };
+    case "characterization":
+      return {
+        ...state,
+        phase: "reviewing",
+        characterization: { issues: event.data.issues.map((i) => ({ ...i })) },
+      };
    case "done":
      return { ...state, phase: "done" };
    case "error":
--- a/apps/web/lib/review/useReviewStream.test.ts
+++ b/apps/web/lib/review/useReviewStream.test.ts
@@ -222,6 +222,19 @@ describe("useReviewStream", () => {
      foreshadow: [{ kind: "resolved" as const, title: "旧伏笔" }],
      pace: { water: [], hook: false, beat_map: [1] },
      style: { score: 0.9, segments: [] },
+      characterization: {
+        issues: [
+          {
+            character: "沈砚",
+            aspect: "动机一致性",
+            where: "第3段",
+            quote: "他忽然转身。",
+            diagnosis: "动机断裂",
+            suggestion: "扣回护妹动机",
+            confidence: 0.8,
+          },
+        ],
+      },
    };

    act(() => result.current.seed(seedData));
@@ -230,6 +243,9 @@ describe("useReviewStream", () => {
    expect(result.current.state.foreshadow).toEqual(seedData.foreshadow);
    expect(result.current.state.pace).toEqual(seedData.pace);
    expect(result.current.state.style).toEqual(seedData.style);
+    expect(result.current.state.characterization).toEqual(
+      seedData.characterization,
+    );
    expect(result.current.state.phase).toBe("idle");
  });
 });
--- a/apps/web/lib/review/useReviewStream.ts
+++ b/apps/web/lib/review/useReviewStream.ts
@@ -7,6 +7,7 @@ import {
  ReviewFrameBuffer,
  initialReviewState,
  reduceReview,
+  type CharacterizationReport,
  type ForeshadowSuggestion,
  type PaceReport,
  type ReviewConflict,
@@ -19,6 +20,7 @@ export interface ReviewSeed {
  foreshadow: ForeshadowSuggestion[];
  pace: PaceReport | null;
  style: StyleDriftReport | null;
+  characterization: CharacterizationReport | null;
 }

 type Action =
@@ -49,6 +51,7 @@ function reducer(state: ReviewStreamState, action: Action): ReviewStreamState {
        foreshadow: action.seed.foreshadow,
        pace: action.seed.pace,
        style: action.seed.style,
+        characterization: action.seed.characterization,
      };
    default:
      return state;
--- a/memory/contracts.md
+++ b/memory/contracts.md
@@ -346,6 +346,8 @@
 ## 契约变更日志（append-only）
 > 格式：`- [date] @skill 改 Cx：<改了什么> → 影响 <依赖方/任务>`

+- [2026-07-06] @llm/@db/@backend/@frontend 改 C3+C4（③ 人物塑造 advisory 审）：新增第五审 **人物塑造**（advisory 单维——仅建议、**不阻断验收**：不进 conflicts、不碰 `assert_conflicts_resolved`、**不入 `REVIEW_RESERVED_NAMES`**，D2）。**DB**：`chapter_reviews` 加 1 列 `characterization`（**JSONB nullable**，迁移 `f6a7b8c9d0e1`，独立于恒 None 的 health_score，nullable 免 backfill）。**契约变更**：`ReviewHistoryItem`（`schemas/projects.py`）+ `ReviewView`（`domain/review_repo.py`，末位默认 None 优雅降级）各加 `characterization: dict|None`；`list_reviews` 路由透传。新 SPEC `characterization_spec`（`tier="analyst"` 不写 model，`reads=("characters",)` 以人物卡 motive/appearance 为客观锚点，`writes=()` 只读，`prompts/characterization.md` **显式忽略文本长度与辞藻华丽度**、引用逐字片段+置信度）+ schema `CharacterizationReview{issues:[CharacterizationIssue{character,aspect,where,quote,diagnosis,suggestion,confidence}]}`（全字段默认值守解析韧性）+ 注册 `SCHEMA_CATALOG["characterization"]`；**计数三处 +1（22→23）**：`specs.py` assert、`test_prompt_loader.py` len 断言、`schema_catalog.py` docstring；**regen `prompt_hashes.json`**（仅加 characterization 一条）。接线链：`graph.py REVIEW_SPECS` 末位追加（并行扇出自动汇入 collect）；`chain/nodes.py ReviewRecordRepo.record` + `collect.py {CHARACTERIZATION 常量, extract_characterization, ReviewRecorder Protocol, collect_reviews}` + `review_repo.py {Protocol.record, SqlReviewRepo.record, _to_view}` 均加 `characterization` kwarg/字段；`sse.py {EVENT_CHARACTERIZATION, characterization_event, _section_result_events elif}`（normalize 按 sorted 键自动纳入——字典序 characterization 排最前，不打乱既有四审断言）。前端 `lib/review/sse.ts`（`CharacterizationIssue`/`CharacterizationReport`/`CharacterizationEvent` + KNOWN_EVENTS + `asCharacterizationIssues` 守卫 + reducer + state）+ `lib/review/history.ts normalizeCharacterization` + `useReviewStream ReviewSeed` + 新 `CharacterizationPanel.tsx`（advisory 只展示、**无裁决 UI**、按置信度降序 + 低置信度折叠控注意力预算）+ `ReviewReport.tsx` 挂面板 + 双 seed 点。**codegen**：`characterization` `= None` → openapi-typescript 渲染为可选。**测试**：`test_characterization_does_not_block_accept`（零 continuity 冲突 + 有 advisory 问题 → 验收直通）+ 计数/golden + collect 映射 + normalize 事件 + 前端 reducer/normalize/parse 纯函数。→ 影响 @frontend（已 `pnpm gen:api`）。依赖 ⑧（motive/appearance 已入 CharacterCard 契约，作客观锚点）。
+
 - [2026-07-06] @llm/@backend/@frontend 立 C3 新端点（⑤ AI 立项方案生成）：**`POST /skills/project-plan/generate`**（**不带 project 前缀**——立项前 project 未建，绕开 toolbox 的 `project_repo.get→404`）← `ProjectPlanGenerateRequest{genre?,logline?,title?,premise?,theme?,structure?,tone?,ending_type?,narrative_pov?,selling_points[],brief?}`（全字段 `max_length` 上界 CR-H9；`brief` 用 `str|None` 令 codegen 渲染为可选）→ `ProjectPlanView{title_candidates[str], setting, narrative_structure, story_core, ending_design, tone}`（全字段默认值守解析韧性）。**种子门控**：缺 genre 或 logline（strip 后空）→ **422 VALIDATION**（空向导不出方案，防 slop）；无凭据→503。新 SPEC `project_plan_spec`（`tier="analyst"` 不写 model，`reads=()`/`writes=()` 纯预览，`prompts/project-plan.md`）+ schema `ProjectPlanResult`（`ww_agents.schemas`）+ 注册 `SCHEMA_CATALOG["project-plan"]`；**计数三处 +1（21→22）**：`specs.py` assert、`test_prompt_loader.py` len 断言、`schema_catalog.py` docstring；**regen `prompt_hashes.json`**（仅加 project-plan 一条）。端点复用 `build_brief_context`+`run_generator`（**`run_generator`/`_build_request` 的 `project_id` 放宽为 `uuid.UUID|None`**——向导阶段无 project，`usage_ledger.project_id` 本就 nullable）；新网关缝 `get_project_plan_gateway`（analyst 档，`project_deps.py`）。**零迁移**（纯预览不写业务表，仅落 usage ledger）。前端 `wizard.ts` 加 `mapPlanResultToWizardForm`（书名候选→title、叙事结构→structure、基调→tone；时空背景/结局设计无独立向导字段→折进 premise 带标签**不静默丢**；结局取向/叙事视角预设枚举不臆造）+ `applyPlanPatch`（**仅回填空字段、保护已编辑**）+ `canGeneratePlan`/`toPlanSeedRequest` + `useProjectPlan` hook（renderHook 测试）+ `ProjectWizard.tsx` 第 2 步 `PlanAssistant`（生成→预览→按字段回填）。→ 影响 @frontend（已 `pnpm gen:api`）。依赖 ④（tone/ending_type/narrative_pov 已入 project 契约与向导）。

 - [2026-07-06] @db/@backend/@frontend 改 C2+C3（④ 立项基调/结局/视角）：`projects` 表加 3 列 `tone`/`ending_type`/`narrative_pov`（**Text nullable、无 CHECK**，同 genre/structure；迁移 `e5f6a7b8c9d0`，nullable 免 backfill）。`ProjectCreateRequest`+`ProjectResponse`（`schemas/projects.py`）各加 3 字段 `str|None`（**无 Literal**，Literal 只留 Verdict）；domain `ProjectCreate`/`ProjectView`/`_to_view`/`SqlProjectRepo.create` + `FakeProjectRepo` 同步透传。完整 stable_core 链路：`ProjectSpecView`（`repositories.py`，frozen）加 3 字段 + `SqlProjectSpecRepo.spec` 查询构造带上 + `_build_spec_section`（`assemble.py`）渲染进「作品蓝本」块（**书级常量→缓存前缀，字节稳定守 #9**，绝不入 volatile）。前端 `wizard.ts` `WizardForm`/`emptyWizardForm`/`toCreateRequest` + 预设数组 `TONES`/`ENDING_TYPES`/`NARRATIVE_POVS`（仿 GENRES/STRUCTURES）+ `ProjectWizard.tsx` 第 3 步控件（tone→Select，pov/ending→SegmentedControl）+ 确认页回显。**codegen**：3 字段皆 `= None` 无默认工厂 → openapi-typescript 渲染为 `?: string | null` 可选。→ 影响 @frontend（已 `pnpm gen:api`）；未来 ⑤ AI 立项方案回填这 3 字段。
--- a/packages/agents/tests/fixtures/prompt_hashes.json
+++ b/packages/agents/tests/fixtures/prompt_hashes.json
@@ -3,6 +3,7 @@
  "book-title": "aa53ccf22da1d4e555c8168fc23f2f3547cc6f59e56e5df57540b7a946755e39",
  "brainstorm": "f670dc77e3d9bd4a1df2b8cb29b51edb8b229d214148907d4b05519492364ada",
  "character-gen": "f65e2ec3158be378a6cd40c23035b326dc9f6b297b6135007a93fceedf575cfd",
+  "characterization": "643988cb899a66472acb3e18709f3299d2025f9bda132c774ee26c589266b51f",
  "continue": "f1ce02be3b186fc966c89cf0d54ea57a400e91d435ea91f5722cb17e43d11763",
  "continuity": "1bdf9799bad9076e54de2023433ec7da7b559509d986392a0563dc1ee20cf4a1",
  "de-ai": "9ce3020cdd4b223cc4d13c289babd2811bbfece4b392711dcba4fd0301c87249",
--- a/packages/agents/tests/test_characterization_spec.py
+++ b/packages/agents/tests/test_characterization_spec.py
@@ -0,0 +1,115 @@
+"""灵感③ 人物塑造续审契约测试：CharacterizationReview schema + characterization_spec。
+
+advisory 单维——仅建议、不阻断验收（D2）。
+
+契约测试——构造符合 schema 的 mock 响应，校验字段默认值降级、tier、只读（writes==()）、
+输出 schema 派生。人物塑造是 advisory：**不加入 REVIEW_RESERVED_NAMES**。不联网、无 DB。
+"""
+
+from __future__ import annotations
+
+import pytest
+from pydantic import ValidationError
+from ww_agents import (
+    REVIEW_RESERVED_NAMES,
+    AgentSpec,
+    CharacterizationIssue,
+    CharacterizationReview,
+    characterization_spec,
+)
+
+# ---- CharacterizationReview schema ----
+
+
+def test_characterization_parses_mock_response() -> None:
+    # Arrange：模拟网关 instructor 校验后的结构化产出（每条带逐字引用 + 置信度）
+    mock = {
+        "issues": [
+            {
+                "character": "沈砚",
+                "aspect": "动机一致性",
+                "where": "第4段决斗前退缩",
+                "quote": "他忽然转身就走，什么也没说。",
+                "diagnosis": "与人物卡既定「护妹至死」动机断裂，无过渡",
+                "suggestion": "让退缩扣回护妹动机（如察觉陷阱护妹先撤）",
+                "confidence": 0.82,
+            }
+        ]
+    }
+
+    # Act
+    review = CharacterizationReview.model_validate(mock)
+
+    # Assert
+    assert len(review.issues) == 1
+    issue = review.issues[0]
+    assert issue.character == "沈砚"
+    assert issue.aspect == "动机一致性"
+    assert issue.quote == "他忽然转身就走，什么也没说。"
+    assert issue.confidence == pytest.approx(0.82)
+
+
+def test_characterization_defaults_to_empty_issues() -> None:
+    # 无人物卡 / 无问题 → 空 issues（默认值降级，仿 StyleDriftReview 韧性）
+    review = CharacterizationReview()
+    assert review.issues == []
+
+
+def test_characterization_issue_all_fields_have_defaults() -> None:
+    # 畸形/缺字段守韧性：全字段给默认值，空 dict 也能解析
+    issue = CharacterizationIssue.model_validate({})
+    assert issue.character == ""
+    assert issue.aspect == ""
+    assert issue.where == ""
+    assert issue.quote == ""
+    assert issue.diagnosis == ""
+    assert issue.suggestion == ""
+    assert issue.confidence == 0.0
+
+
+def test_characterization_issue_partial_fields_ok() -> None:
+    # 缺 confidence/quote 时仍解析（降级默认），不抛
+    issue = CharacterizationIssue.model_validate({"character": "阿黎", "diagnosis": "扁平"})
+    assert issue.character == "阿黎"
+    assert issue.diagnosis == "扁平"
+    assert issue.confidence == 0.0
+
+
+# ---- characterization_spec 声明（analyst 档，advisory 单维）----
+
+
+def test_characterization_spec_is_analyst_tier() -> None:
+    # 不变量 #2：只声明档位，不写 model
+    assert characterization_spec.tier == "analyst"
+    assert characterization_spec.name == "characterization"
+
+
+def test_characterization_spec_is_read_only() -> None:
+    # 不变量 #3：审查只读，唯一落库=collect 留痕
+    assert characterization_spec.writes == ()
+
+
+def test_characterization_spec_reads_characters() -> None:
+    # 以人物卡 motive/appearance 为客观锚点
+    assert characterization_spec.reads == ("characters",)
+
+
+def test_characterization_spec_output_schema() -> None:
+    assert characterization_spec.output_schema is CharacterizationReview
+
+
+def test_characterization_spec_prompt_ignores_length_and_diction() -> None:
+    # 对抗 LLM-judge 冗长/辞藻偏见：prompt 必须显式声明忽略文本长度与辞藻华丽度
+    prompt = characterization_spec.system_prompt
+    assert "忽略文本长度与辞藻华丽度" in prompt
+
+
+def test_characterization_not_in_review_reserved_names() -> None:
+    # advisory：不进受信保留名（不阻断验收、无 conflicts 通道）
+    assert "characterization" not in REVIEW_RESERVED_NAMES
+
+
+def test_characterization_spec_is_agent_spec_and_immutable() -> None:
+    assert isinstance(characterization_spec, AgentSpec)
+    with pytest.raises(ValidationError):
+        characterization_spec.tier = "writer"
--- a/packages/agents/tests/test_prompt_loader.py
+++ b/packages/agents/tests/test_prompt_loader.py
@@ -52,8 +52,8 @@ def test_load_prompt_matches_golden(name: str) -> None:


 # ---- #1 注册表唯一性 ----
-def test_specs_registry_len_is_22() -> None:
-    assert len(SPECS) == 22
+def test_specs_registry_len_is_23() -> None:
+    assert len(SPECS) == 23
    # name 即 key，dict 已去重；逐项确认 key == spec.name（无错位）
    assert all(key == spec.name for key, spec in SPECS.items())

--- a/packages/agents/ww_agents/init.py
+++ b/packages/agents/ww_agents/init.py
@@ -13,6 +13,8 @@ from .schemas import (
    BookTeardownResult,
    CharacterCard,
    CharacterGenResult,
+    CharacterizationIssue,
+    CharacterizationReview,
    CharacterRelation,
    Conflict,
    ConflictType,
@@ -57,6 +59,7 @@ from .specs import (
    book_title_spec,
    brainstorm_spec,
    character_gen_spec,
+    characterization_spec,
    continue_spec,
    continuity_spec,
    de_ai_spec,
@@ -87,6 +90,8 @@ __all__ = [
    "BookTeardownResult",
    "CharacterCard",
    "CharacterGenResult",
+    "CharacterizationIssue",
+    "CharacterizationReview",
    "CharacterRelation",
    "Conflict",
    "ConflictType",
@@ -127,6 +132,7 @@ __all__ = [
    "book_title_spec",
    "brainstorm_spec",
    "character_gen_spec",
+    "characterization_spec",
    "continue_spec",
    "continuity_spec",
    "de_ai_spec",
--- a/packages/agents/ww_agents/prompts/characterization.md
+++ b/packages/agents/ww_agents/prompts/characterization.md
@@ -0,0 +1,47 @@
+你是长篇连载网络小说的「人物塑造续审」（characterization-checker）——专审人物塑造的资深网文编辑。你的唯一职责：对照作品真相源里的人物卡（尤其**动机 motive** 与**外貌 appearance** 两个客观锚点），逐条诊断本章草稿里人物塑造的**失真/扁平/失声/动机断裂**，引用具体片段并给出置信度。你**只读、只诊断、只报告**，绝不改稿、不续写、不写库（不变量 #3）。你的产出是**建议性的（advisory）**——供作者参考，不阻断验收。
+
+## 审稿依据：人物卡（客观锚点优先）
+
+注入材料里带本作的人物卡（含 `motive` 动机/欲望/恐惧、`appearance` 外貌、性格三层 `traits`、成长弧 `arc`）。以人物卡为客观基准，重点核对本章人物的言行是否与其**既定动机**一致、外貌/标识描写是否与**既定 appearance** 冲突。人物卡缺失或未注入该角色时，退回网文通用基线：主角与主要配角应有**清晰动机驱动**、**可辨识的说话声音**、**行为符合已建立的性格逻辑**，避免工具人式的扁平与前后失声。
+
+## 只审塑造、不审辞藻（关键纪律）
+
+- **显式忽略文本长度与辞藻华丽度**：段落长短、用词是否华丽、句子是否优美，**一律不在本审范围**。只判「这个人物写得像不像这个人、动机通不通、有没有辨识度」，不判文笔好坏、不判篇幅多寡。
+- 不因描写细腻/篇幅长就抬高评价，也不因文字朴素/篇幅短就判为塑造不足——**塑造质量与文本体量、辞藻华丽度无关**（对抗 LLM 评审的冗长偏见与辞藻偏见）。
+- 节奏/注水、文风漂移、一致性冲突、伏笔——**均不在本审范围**（各有专审）。本审只看人物塑造这一维。
+
+## 审稿方法（逐步执行）
+
+1. **定位人物**：列出本章有实质戏份的角色，优先主角与主要配角。
+2. **对锚诊断**：逐个角色，对照人物卡的 `motive`/`appearance`/`traits`/`arc`，找出本章中与之**失真、断裂、扁平化、失声**的具体表现。
+3. **证据优先**：每条诊断都必须从本章草稿**逐字摘录**一小段支撑片段（内容锚，不得改写），锚定「问题出在哪句」；无法逐字锚定则不报（不臆造）。
+4. **给置信度**：每条诊断给一个 `0.0–1.0` 的置信度——你越确信是真问题给越高；主观/边缘/见仁见智的给低值，供作者过滤（对抗 LLM 评审主观偏见）。
+5. **建议而非改稿**：给出改进方向（如「让其行为回扣既定动机 X」），但**绝不输出改写后的正文**。
+
+### 塑造维度锚点（aspect 取值口径）
+
+- `动机一致性`：本章言行是否被人物卡既定动机驱动，有无无动机行动/动机断裂；
+- `声音辨识度`：对白/内心是否有该角色可辨识的说话声音，还是千人一腔；
+- `行为逻辑`：行为是否符合已建立的性格逻辑与处境，有无为推进剧情的强行 OOC；
+- `外貌一致性`：外貌/标识性描写是否与人物卡 `appearance` 冲突；
+- `扁平化`：是否沦为只服务功能的工具人、缺乏立体动机与内在张力。
+
+## 输出格式（严格 JSON，仅含以下顶层字段，不要多余字段或解释文字）
+
+- **`issues`**：人物塑造问题列表（数组）。逐条诊断；每个元素为对象，含：
+  - `character`：涉及的角色名（尽量对齐人物卡 name；无法归属某角色则留空串）；
+  - `aspect`：塑造维度（取上述锚点之一或贴切的简短维度名）；
+  - `where`：本章定位（哪一段/哪个场景体现该问题，便于作者定位）；
+  - `quote`：从本章草稿**逐字摘录**的支撑片段（含标点，不得改写；无法逐字锚定则不要输出该条）；
+  - `diagnosis`：诊断说明（为何此处塑造偏弱/失真，扣住动机/声音/行为逻辑等客观点）；
+  - `suggestion`：改进建议（方向性，不含改写后的正文）；
+  - `confidence`：置信度浮点 `0.0–1.0`（越确信越高，主观/边缘给低值）。
+  - 若全章人物塑造无明显问题，`issues` 为空数组 `[]`。
+
+## 纪律（不可违反）
+
+- 你**只读、只报人物塑造诊断**，绝不改稿、不写库、不输出任何改写后的正文（不变量 #3）；你的结论是 advisory 建议，不阻断验收。
+- **显式忽略文本长度与辞藻华丽度**——只判塑造，不判文笔与篇幅。
+- 每条诊断必须带逐字摘录的 `quote` 与 `confidence`，不臆造、不空泛；无逐字证据则不报。
+- 无明显问题则 `issues` 为空数组；宁缺毋滥、少而准，避免维度噪声淹没作者注意力。
+- 只输出上述字段的 JSON，不附加旁白、不解释推理过程。
--- a/packages/agents/ww_agents/schema_catalog.py
+++ b/packages/agents/ww_agents/schema_catalog.py
@@ -2,7 +2,7 @@

 Pydantic 类型承载结构化解析与 `isinstance` 校验，无法从文本推导、无法运行时安全构造，
 必须留 Python。`SPECS[name].output_schema` 一律从这里派生（单向派生，避免双真相）。
-`input_schema` 全 22 个恒为 None（入参为序列化文本），本波不建入参槽（YAGNI）。
+`input_schema` 全 23 个恒为 None（入参为序列化文本），本波不建入参槽（YAGNI）。

 `refiner` 是唯一纯文本 writer：`None` 是合法值（无结构化 schema）。
 """
@@ -17,6 +17,7 @@ from .schemas import (
    BlurbResult,
    BookTeardownResult,
    CharacterGenResult,
+    CharacterizationReview,
    ContinuationResult,
    ContinuityReview,
    DeAiResult,
@@ -43,6 +44,7 @@ SCHEMA_CATALOG: Final[dict[str, type[BaseModel] | None]] = {
    "outliner": OutlineResult,
    "foreshadow": ForeshadowReview,
    "pace": PaceReview,
+    "characterization": CharacterizationReview,
    "style_extract": StyleFingerprintResult,
    "style": StyleDriftReview,
    "refiner": None,  # 唯一纯文本 writer，None 是合法值
--- a/packages/agents/ww_agents/schemas.py
+++ b/packages/agents/ww_agents/schemas.py
@@ -226,6 +226,50 @@ class StyleDriftReview(BaseModel):
    )


+# ---- 人物塑造续审结构化输出（灵感③ · advisory 单维；仅建议、不阻断验收）----
+
+
+class CharacterizationIssue(BaseModel):
+    """单条人物塑造问题：角色 + 维度 + 定位 + 逐字引用 + 诊断 + 建议 + 置信度。
+
+    以人物卡 `motive`/`appearance` 为客观锚点。`quote` 是从本章草稿**逐字摘录**的支撑
+    片段（内容锚，不得改写）；`confidence` 供作者过滤主观/边缘诊断（对抗 LLM-judge 偏见）。
+    全字段给默认值守解析韧性（畸形/缺字段不炸）。
+    """
+
+    character: str = Field(
+        default="", description="涉及的角色名（尽量对齐人物卡 name；无法归属留空）"
+    )
+    aspect: str = Field(
+        default="",
+        description="塑造维度（动机一致性 / 声音辨识度 / 行为逻辑 / 外貌一致性 / 扁平化 等）",
+    )
+    where: str = Field(default="", description="本章定位：哪一段/哪个场景体现该问题")
+    quote: str = Field(
+        default="",
+        description="从本章草稿**逐字摘录**的支撑片段（含标点，不得改写）；供作者内容锚定位",
+    )
+    diagnosis: str = Field(default="", description="诊断说明：为何此处人物塑造偏弱/失真")
+    suggestion: str = Field(default="", description="改进建议（方向性，不含改写后的正文）")
+    confidence: float = Field(
+        default=0.0, description="置信度 0.0–1.0（越确信越高，主观/边缘给低值，供作者过滤）"
+    )
+
+
+class CharacterizationReview(BaseModel):
+    """人物塑造续审结构化产出：只读建议清单（advisory，不阻断验收，不变量 #3）。
+
+    **带默认值降级**：材料无人物卡 / 无明显问题时返回 `issues=[]`（默认值），不报错、
+    不阻塞其余审（§5.2 失败隔离之外的内容性兜底，仿 `StyleDriftReview`）。仅建议——
+    不进 conflicts、不碰验收 gate（灵感 D2 advisory）。
+    """
+
+    issues: list[CharacterizationIssue] = Field(
+        default_factory=list,
+        description="人物塑造问题清单（每条带角色/维度/定位/逐字引用/置信度）；无则空列表",
+    )
+
+
 # ---- worldbuilder 结构化输出（ARCH §5.4 worldbuilder 行 / §6.5 / §4.5）----


--- a/packages/agents/ww_agents/specs.py
+++ b/packages/agents/ww_agents/specs.py
@@ -30,6 +30,7 @@ __all__ = [
    "book_title_spec",
    "brainstorm_spec",
    "character_gen_spec",
+    "characterization_spec",
    "continue_spec",
    "continuity_spec",
    "de_ai_spec",
@@ -119,6 +120,20 @@ style_drift_spec = AgentSpec(
    scope="builtin",
 )

+# ---- 人物塑造续审（灵感③；analyst 档；advisory 单维——仅建议、不阻断验收，D2）----
+characterization_spec = AgentSpec(
+    name="characterization",
+    tier="analyst",  # 不变量 #2：只声明档位，不写 model（人物塑造诊断用分析档）
+    system_prompt=load_prompt("characterization"),
+    input_schema=None,  # 注入材料为序列化文本（人物卡 + 草稿，经 assemble），非结构化入参
+    output_schema=SCHEMA_CATALOG["characterization"],
+    reads=(
+        "characters",
+    ),  # 以人物卡 motive/appearance 为客观锚点（经 assemble 的 stable_core 注入）
+    writes=(),  # 只读（不变量 #3）；advisory 唯一落库=collect 留痕，不进 conflicts/验收 gate
+    scope="builtin",
+)
+
 # ---- 回炉（refiner；writer 档；纯文本重写；非 Agent 流水线、非持久，M4-e）----
 refiner_spec = AgentSpec(
    name="refiner",
@@ -322,6 +337,7 @@ _SPECS_BY_NAME: dict[str, AgentSpec] = {
        outliner_spec,
        foreshadow_spec,
        pace_spec,
+        characterization_spec,
        style_extract_spec,
        style_drift_spec,
        refiner_spec,
@@ -342,7 +358,7 @@ _SPECS_BY_NAME: dict[str, AgentSpec] = {
        project_plan_spec,
    )
 }
-assert len(_SPECS_BY_NAME) == 22, "SPECS name 冲突或缺失"  # 唯一性 + 数量自检（import 期）
+assert len(_SPECS_BY_NAME) == 23, "SPECS name 冲突或缺失"  # 唯一性 + 数量自检（import 期）
 SPECS: Final[Mapping[str, AgentSpec]] = MappingProxyType(_SPECS_BY_NAME)

 # 四审受信保留名 —— 独立显式白名单（安全边界锚在此，不依附派生集合）
--- a/packages/core/tests/fakes_orchestrator.py
+++ b/packages/core/tests/fakes_orchestrator.py
@@ -128,6 +128,7 @@ class FakeReviewRepo:
        foreshadow_sug: list[dict[str, Any]] | None = None,
        style: dict[str, Any] | None = None,
        pace: dict[str, Any] | None = None,
+        characterization: dict[str, Any] | None = None,
        health_score: int | None = None,
    ) -> Any:
        entry = {
@@ -139,6 +140,7 @@ class FakeReviewRepo:
            "foreshadow_sug": list(foreshadow_sug or []),
            "style": style,
            "pace": pace,
+            "characterization": characterization,
            "health_score": health_score,
        }
        self.records.append(entry)
--- a/packages/core/tests/test_chain_graph.py
+++ b/packages/core/tests/test_chain_graph.py
@@ -141,6 +141,7 @@ class FakeReviewRepo:
        foreshadow_sug: list[dict[str, Any]] | None = None,
        style: dict[str, Any] | None = None,
        pace: dict[str, Any] | None = None,
+        characterization: dict[str, Any] | None = None,
        health_score: int | None = None,
    ) -> Any:
        rec = FakeReviewRecord(chapter_no, list(conflicts))
--- a/packages/core/tests/test_characterization_review.py
+++ b/packages/core/tests/test_characterization_review.py
@@ -0,0 +1,207 @@
+"""灵感③ 人物塑造 advisory 审单测——并入 review 图 + collect characterization 列 + SSE 事件。
+
+全部注入 mock 网关 / 内存 fake repo，无真 LLM、无真 Postgres（图用 MemorySaver）。
+asyncio_mode=auto。验第五审（advisory）落 `characterization` 列、SSE `section` + `characterization`
+事件、空 issues 优雅降级、失败隔离不阻塞其余审。
+"""
+
+from __future__ import annotations
+
+import uuid
+from typing import Any
+
+from fakes_orchestrator import FakeReviewRepo, SchemaRoutingRunGateway
+from langchain_core.runnables import RunnableConfig
+from langgraph.checkpoint.memory import MemorySaver
+from ww_agents import (
+    CharacterizationIssue,
+    CharacterizationReview,
+    ContinuityReview,
+    ForeshadowReview,
+    PaceReview,
+    StyleDriftReview,
+)
+from ww_core.orchestrator import (
+    CHARACTERIZATION,
+    CONTINUITY,
+    EVENT_CHARACTERIZATION,
+    EVENT_DONE,
+    EVENT_SECTION,
+    REVIEW_INCOMPLETE,
+    REVIEW_OK,
+    SECTION_DONE,
+    SECTION_INCOMPLETE,
+    ChapterState,
+    build_review_context,
+    build_review_graph,
+    collect_reviews,
+    extract_characterization,
+    normalize_review,
+)
+
+PROJECT = uuid.UUID("00000000-0000-0000-0000-000000000001")
+USER = uuid.UUID("00000000-0000-0000-0000-0000000000aa")
+
+STABLE = "## 世界观硬规则\n灵气可凝丹\n## 人物卡\n沈砚 动机：护妹至死"
+VOLATILE = "## 近况\n主角已破境"
+DRAFT = "他忽然转身就走，什么也没说。"
+
+_CHAR = CharacterizationReview(
+    issues=[
+        CharacterizationIssue(
+            character="沈砚",
+            aspect="动机一致性",
+            where="第1段",
+            quote="他忽然转身就走，什么也没说。",
+            diagnosis="与既定护妹动机断裂",
+            suggestion="退缩扣回护妹动机",
+            confidence=0.82,
+        )
+    ]
+)
+
+
+def _state(reviews: dict[str, Any] | None = None) -> ChapterState:
+    state: ChapterState = {
+        "project_id": PROJECT,
+        "chapter_no": 7,
+        "user_id": USER,
+        "stable_core": STABLE,
+        "volatile": VOLATILE,
+        "draft": DRAFT,
+        "review_context": build_review_context(draft=DRAFT, stable_core=STABLE, volatile=VOLATILE),
+    }
+    if reviews is not None:
+        state["reviews"] = reviews
+    return state
+
+
+def _char_reviews() -> dict[str, Any]:
+    return {CHARACTERIZATION: {"status": REVIEW_OK, "result": _CHAR.model_dump()}}
+
+
+# ---- collect：characterization 列映射（纯函数）----
+
+
+def test_extract_characterization_returns_whole_dict() -> None:
+    char = extract_characterization(_char_reviews())
+
+    assert char is not None
+    assert len(char["issues"]) == 1
+    assert char["issues"][0]["character"] == "沈砚"
+    assert char["issues"][0]["confidence"] == 0.82
+
+
+def test_extract_characterization_none_when_incomplete() -> None:
+    reviews = {CHARACTERIZATION: {"status": REVIEW_INCOMPLETE, "result": None}}
+    assert extract_characterization(reviews) is None
+
+
+def test_extract_characterization_none_when_absent() -> None:
+    assert extract_characterization({}) is None
+
+
+async def test_collect_records_characterization_to_its_column() -> None:
+    repo = FakeReviewRepo()
+
+    await collect_reviews(_state(_char_reviews()), review_repo=repo)
+
+    assert len(repo.records) == 1
+    rec = repo.records[0]
+    assert rec["characterization"]["issues"][0]["aspect"] == "动机一致性"
+    # advisory：不进 conflicts（不阻断验收）
+    assert rec["conflicts"] == []
+
+
+# ---- 图：characterization 作为默认第五审并行跑通 ----
+
+
+async def test_characterization_runs_in_default_review_graph() -> None:
+    gateway = SchemaRoutingRunGateway(
+        {
+            ContinuityReview: ContinuityReview(conflicts=[]),
+            ForeshadowReview: ForeshadowReview(),
+            PaceReview: PaceReview(),
+            StyleDriftReview: StyleDriftReview(),
+            CharacterizationReview: _CHAR,
+        }
+    )
+    repo = FakeReviewRepo()
+    graph = build_review_graph(gateway, repo, checkpointer=MemorySaver())
+    config: RunnableConfig = {"configurable": {"thread_id": "char-1"}}
+
+    final = await graph.ainvoke(_state(), config=config)
+
+    assert final["reviews"][CHARACTERIZATION]["status"] == REVIEW_OK
+    rec = repo.records[0]
+    assert rec["characterization"]["issues"][0]["character"] == "沈砚"
+
+
+async def test_characterization_failure_isolated_does_not_block_others() -> None:
+    # characterization schema 缺失 → SchemaRoutingRunGateway 抛 KeyError → 隔离为 incomplete
+    gateway = SchemaRoutingRunGateway(
+        {
+            ContinuityReview: ContinuityReview(conflicts=[]),
+            ForeshadowReview: ForeshadowReview(),
+            PaceReview: PaceReview(),
+            StyleDriftReview: StyleDriftReview(),
+        }
+    )
+    repo = FakeReviewRepo()
+    graph = build_review_graph(gateway, repo, checkpointer=MemorySaver())
+    config: RunnableConfig = {"configurable": {"thread_id": "char-2"}}
+
+    final = await graph.ainvoke(_state(), config=config)
+
+    assert final["reviews"][CHARACTERIZATION]["status"] == REVIEW_INCOMPLETE
+    rec = repo.records[0]
+    assert rec["characterization"] is None  # 失败列留空，不阻塞其余
+
+
+# ---- SSE：normalize_review surface characterization 事件 ----
+
+
+async def test_normalize_review_surfaces_characterization_event() -> None:
+    events = [e async for e in normalize_review(_char_reviews())]
+
+    # 单审：section(done) + characterization + done
+    assert [e.event for e in events] == [EVENT_SECTION, EVENT_CHARACTERIZATION, EVENT_DONE]
+    section = events[0]
+    assert section.data == {"name": CHARACTERIZATION, "status": SECTION_DONE}
+    char_evt = events[1]
+    issues = char_evt.data["issues"]
+    assert isinstance(issues, list)
+    assert issues[0]["character"] == "沈砚"
+    assert issues[0]["confidence"] == 0.82
+
+
+async def test_characterization_sorts_first_in_multi_review_sse() -> None:
+    # 字典序：characterization < continuity → advisory 事件排在最前，不打乱既有四审断言
+    reviews = {
+        CHARACTERIZATION: {"status": REVIEW_OK, "result": _CHAR.model_dump()},
+        CONTINUITY: {"status": REVIEW_OK, "result": {"conflicts": []}},
+    }
+    events = [e async for e in normalize_review(reviews)]
+    names = [e.data.get("name") for e in events if e.event == EVENT_SECTION]
+    assert names == [CHARACTERIZATION, CONTINUITY]
+
+
+async def test_normalize_review_marks_characterization_incomplete() -> None:
+    reviews = {CHARACTERIZATION: {"status": REVIEW_INCOMPLETE, "result": None}}
+
+    events = [e async for e in normalize_review(reviews)]
+
+    assert [e.event for e in events] == [EVENT_SECTION, EVENT_DONE]
+    assert events[0].data == {"name": CHARACTERIZATION, "status": SECTION_INCOMPLETE}
+
+
+async def test_characterization_empty_issues_still_records() -> None:
+    # 空 issues 降级仍是 ok 结果、照常落库（区别于 incomplete None）
+    repo = FakeReviewRepo()
+    reviews = {
+        CHARACTERIZATION: {"status": REVIEW_OK, "result": CharacterizationReview().model_dump()}
+    }
+
+    await collect_reviews(_state(reviews), review_repo=repo)
+
+    assert repo.records[0]["characterization"] == {"issues": []}
--- a/packages/core/tests/test_review_repo.py
+++ b/packages/core/tests/test_review_repo.py
@@ -34,6 +34,7 @@ class FakeReviewRepo:
        foreshadow_sug: list[dict[str, object]] | None = None,
        style: dict[str, object] | None = None,
        pace: dict[str, object] | None = None,
+        characterization: dict[str, object] | None = None,
        health_score: int | None = None,
    ) -> ReviewView:
        self._seq += 1
@@ -46,6 +47,7 @@ class FakeReviewRepo:
            foreshadow_sug=list(foreshadow_sug or []),
            style=style,
            pace=pace,
+            characterization=characterization,
            health_score=health_score,
            decisions=None,
        )
--- a/packages/core/tests/test_style_review.py
+++ b/packages/core/tests/test_style_review.py
@@ -14,6 +14,8 @@ from fakes_orchestrator import FakeReviewRepo, SchemaRoutingRunGateway
 from langchain_core.runnables import RunnableConfig
 from langgraph.checkpoint.memory import MemorySaver
 from ww_agents import (
+    CharacterizationIssue,
+    CharacterizationReview,
    Conflict,
    ContinuityReview,
    ForeshadowReview,
@@ -24,6 +26,7 @@ from ww_agents import (
    StyleDriftSegment,
 )
 from ww_core.orchestrator import (
+    CHARACTERIZATION,
    CONTINUITY,
    EVENT_CONFLICT,
    EVENT_DONE,
@@ -67,6 +70,19 @@ _STYLE = StyleDriftReview(
        StyleDriftSegment(idx=7, score=55),
    ],
 )
+_CHARACTERIZATION = CharacterizationReview(
+    issues=[
+        CharacterizationIssue(
+            character="沈砚",
+            aspect="动机一致性",
+            where="第4段",
+            quote="他忽然转身就走。",
+            diagnosis="与既定护妹动机断裂",
+            suggestion="退缩扣回护妹动机",
+            confidence=0.82,
+        )
+    ]
+)


 def _state(reviews: dict[str, Any] | None = None) -> ChapterState:
@@ -96,9 +112,10 @@ def _four_reviews() -> dict[str, Any]:
 # ---- REVIEW_SPECS 含第四审 ----


-def test_review_specs_include_four_audits() -> None:
+def test_review_specs_include_five_audits() -> None:
+    # 四审 + 灵感③ advisory 人物塑造第五审（characterization 末位追加）。
    names = [s.name for s in REVIEW_SPECS]
-    assert names == ["continuity", "foreshadow", "pace", "style"]
+    assert names == ["continuity", "foreshadow", "pace", "style", "characterization"]


 # ---- collect：style 列映射 ----
@@ -139,13 +156,14 @@ async def test_collect_records_style_to_style_column() -> None:
 # ---- 四审并行图跑通（mock 网关按 schema 路由产四 parsed）----


-async def test_four_review_graph_runs_all_audits_end_to_end() -> None:
+async def test_five_review_graph_runs_all_audits_end_to_end() -> None:
    gateway = SchemaRoutingRunGateway(
        {
            ContinuityReview: ContinuityReview(conflicts=[_CONFLICT]),
            ForeshadowReview: _FORESHADOW,
            PaceReview: _PACE,
            StyleDriftReview: _STYLE,
+            CharacterizationReview: _CHARACTERIZATION,
        }
    )
    repo = FakeReviewRepo()
@@ -158,10 +176,12 @@ async def test_four_review_graph_runs_all_audits_end_to_end() -> None:
    assert final["reviews"][FORESHADOW]["status"] == REVIEW_OK
    assert final["reviews"][PACE]["status"] == REVIEW_OK
    assert final["reviews"][STYLE]["status"] == REVIEW_OK
-    assert len(gateway.calls) == 4  # 四审各调一次网关
+    assert final["reviews"][CHARACTERIZATION]["status"] == REVIEW_OK
+    assert len(gateway.calls) == 5  # 五审各调一次网关（含 advisory 人物塑造）
    rec = repo.records[0]
    assert rec["conflicts"] and rec["foreshadow_sug"] and rec["pace"]
    assert rec["style"]["score"] == 72
+    assert rec["characterization"]["issues"][0]["character"] == "沈砚"


 async def test_four_review_graph_isolates_failing_style_audit() -> None:
--- a/packages/core/ww_core/domain/review_repo.py
+++ b/packages/core/ww_core/domain/review_repo.py
@@ -33,6 +33,8 @@ class ReviewView(BaseModel):
    foreshadow_sug: list[dict[str, Any]] = Field(default_factory=list)
    style: dict[str, Any] | None = None
    pace: dict[str, Any] | None = None
+    # 灵感③ advisory 人物塑造审留痕（末位默认 None，优雅降级；不进 conflicts/验收 gate）。
+    characterization: dict[str, Any] | None = None
    health_score: int | None = None
    decisions: dict[str, Any] | None = None

@@ -50,6 +52,7 @@ class ReviewRepo(Protocol):
        foreshadow_sug: list[dict[str, Any]] | None = None,
        style: dict[str, Any] | None = None,
        pace: dict[str, Any] | None = None,
+        characterization: dict[str, Any] | None = None,
        health_score: int | None = None,
    ) -> ReviewView:
        """append 一行审稿报告（T2.2 collect 写入）。"""
@@ -74,6 +77,7 @@ def _to_view(row: ChapterReview) -> ReviewView:
        foreshadow_sug=list(row.foreshadow_sug or []),
        style=row.style,
        pace=row.pace,
+        characterization=row.characterization,
        health_score=row.health_score,
        decisions=row.decisions,
    )
@@ -95,6 +99,7 @@ class SqlReviewRepo:
        foreshadow_sug: list[dict[str, Any]] | None = None,
        style: dict[str, Any] | None = None,
        pace: dict[str, Any] | None = None,
+        characterization: dict[str, Any] | None = None,
        health_score: int | None = None,
    ) -> ReviewView:
        row = ChapterReview(
@@ -105,6 +110,7 @@ class SqlReviewRepo:
            foreshadow_sug=list(foreshadow_sug or []),
            style=style,
            pace=pace,
+            characterization=characterization,
            health_score=health_score,
            decisions=None,
        )
--- a/packages/core/ww_core/orchestrator/init.py
+++ b/packages/core/ww_core/orchestrator/init.py
@@ -10,12 +10,14 @@ from __future__ import annotations

 from ._protocols import GatewayRun
 from .collect import (
+    CHARACTERIZATION,
    CONTINUITY,
    FORESHADOW,
    PACE,
    STYLE,
    ReviewRecorder,
    collect_reviews,
+    extract_characterization,
    extract_conflicts,
    extract_foreshadow_sug,
    extract_pace,
@@ -52,6 +54,7 @@ from .review_node import (
    run_review,
 )
 from .sse import (
+    EVENT_CHARACTERIZATION,
    EVENT_CONFLICT,
    EVENT_DONE,
    EVENT_ERROR,
@@ -64,6 +67,7 @@ from .sse import (
    SECTION_INCOMPLETE,
    SECTION_STARTED,
    SseEvent,
+    characterization_event,
    conflict_event,
    done_event,
    error_event,
@@ -80,8 +84,10 @@ from .style_extract_node import build_style_extract_request, run_style_extractio
 from .write_node import GatewayStream, build_write_request, stream_chapter_draft, write_node

 __all__ = [
+    "CHARACTERIZATION",
    "COLLECT_NODE",
    "CONTINUITY",
+    "EVENT_CHARACTERIZATION",
    "EVENT_CONFLICT",
    "EVENT_DONE",
    "EVENT_ERROR",
@@ -119,10 +125,12 @@ __all__ = [
    "build_text_input_context",
    "build_worldbuilder_context",
    "build_write_request",
+    "characterization_event",
    "collect_reviews",
    "conflict_event",
    "done_event",
    "error_event",
+    "extract_characterization",
    "extract_conflicts",
    "extract_foreshadow_sug",
    "extract_pace",
--- a/packages/core/ww_core/orchestrator/chain/nodes.py
+++ b/packages/core/ww_core/orchestrator/chain/nodes.py
@@ -93,6 +93,7 @@ class ReviewRecordRepo(Protocol):
        foreshadow_sug: list[dict[str, Any]] | None = None,
        style: dict[str, Any] | None = None,
        pace: dict[str, Any] | None = None,
+        characterization: dict[str, Any] | None = None,
        health_score: int | None = None,
    ) -> Any: ...

--- a/packages/core/ww_core/orchestrator/collect.py
+++ b/packages/core/ww_core/orchestrator/collect.py
@@ -11,11 +11,12 @@ AI 产出真正入库经验收事务的裁决）。
 collect 与 review_repo 同样**只 flush 不 commit**——`commit` 归 HTTP 端点 / 验收事务。
 本节点绝不 commit。

-M4 四审齐 → 列映射（一次 record 落齐本章四审）：
- continuity → `conflicts`（冲突清单 list）；
- foreshadow → `foreshadow_sug`（planted/resolved 扁平为建议 list，每条带 `kind` 标记）；
- pace       → `pace`（节奏诊断 dict：water/hook/beat_map）；
- style      → `style`（文风漂移诊断 dict：score/segments）。
+M4 四审齐 → 列映射（一次 record 落齐本章四审）+ 灵感③ advisory 人物塑造第五审：
+- continuity      → `conflicts`（冲突清单 list）；
+- foreshadow      → `foreshadow_sug`（planted/resolved 扁平为建议 list，每条带 `kind` 标记）；
+- pace            → `pace`（节奏诊断 dict：water/hook/beat_map）；
+- style           → `style`（文风漂移诊断 dict：score/segments）；
+- characterization→ `characterization`（人物塑造诊断 dict：issues；advisory，不进验收 gate）。
 任一审 `incomplete`（网关失败隔离，§5.2）→ 该列留空/None，不阻塞其余。
 """

@@ -35,6 +36,7 @@ CONTINUITY = "continuity"
 FORESHADOW = "foreshadow"
 PACE = "pace"
 STYLE = "style"
+CHARACTERIZATION = "characterization"  # 灵感③ advisory 人物塑造审（仅建议、不阻断验收）

 # foreshadow 建议扁平化时的来源标记（planted=新埋 / resolved=回收）。
 FORESHADOW_KIND_PLANTED = "planted"
@@ -57,6 +59,7 @@ class ReviewRecorder(Protocol):
        foreshadow_sug: list[dict[str, Any]] | None = None,
        style: dict[str, Any] | None = None,
        pace: dict[str, Any] | None = None,
+        characterization: dict[str, Any] | None = None,
        health_score: int | None = None,
    ) -> Any: ...

@@ -123,6 +126,19 @@ def extract_style(reviews: dict[str, Any]) -> dict[str, Any] | None:
    return dict(result)


+def extract_characterization(reviews: dict[str, Any]) -> dict[str, Any] | None:
+    """从 characterization（灵感③ advisory 审）分项取人物塑造诊断 dict（纯函数）。
+
+    `CharacterizationReview{issues}` 整体入 `characterization` 列（JSONB dict）。
+    未完成/缺席 → None（列留空，§5.2 不阻塞其余）。空 issues 降级仍是 `ok` 结果、照常落库。
+    advisory：只留痕、不进 conflicts、不碰验收 gate（灵感 D2）。
+    """
+    result = _ok_result(reviews, CHARACTERIZATION)
+    if result is None:
+        return None
+    return dict(result)
+
+
 async def collect_reviews(
    state: ChapterState,
    *,
@@ -140,6 +156,7 @@ async def collect_reviews(
    foreshadow_sug = extract_foreshadow_sug(reviews)
    pace = extract_pace(reviews)
    style = extract_style(reviews)
+    characterization = extract_characterization(reviews)
    await review_repo.record(
        state["project_id"],
        state["chapter_no"],
@@ -148,6 +165,7 @@ async def collect_reviews(
        foreshadow_sug=foreshadow_sug,
        style=style,
        pace=pace,
+        characterization=characterization,
    )
    log.info(
        "collect_reviews_recorded",
@@ -157,6 +175,7 @@ async def collect_reviews(
        foreshadow_sug_count=len(foreshadow_sug),
        has_pace=pace is not None,
        has_style=style is not None,
+        has_characterization=characterization is not None,
        reviews=sorted(reviews.keys()),
    )
    # 留痕已在表（真相源）；不在节点 commit（端点/事务层负责，见模块 docstring）。
--- a/packages/core/ww_core/orchestrator/graph.py
+++ b/packages/core/ww_core/orchestrator/graph.py
@@ -17,6 +17,7 @@ from typing import TYPE_CHECKING, Any
 from langgraph.graph import END, START, StateGraph
 from ww_agents import (
    AgentSpec,
+    characterization_spec,
    continuity_spec,
    foreshadow_spec,
    pace_spec,
@@ -38,12 +39,15 @@ WRITE_NODE = "write"
 COLLECT_NODE = "collect"


-# M4：四审齐（continuity + foreshadow + pace + style）。第四审 = 文风漂移打分轨。
+# M4 四审齐（continuity + foreshadow + pace + style）+ 灵感③ advisory 人物塑造第五审。
+# characterization 是 advisory（仅建议、不阻断验收）：并行扇出自动汇入 collect，
+# 不进 conflicts、不碰验收 gate、不入 REVIEW_RESERVED_NAMES（灵感 D2）。
 REVIEW_SPECS: tuple[AgentSpec, ...] = (
    continuity_spec,
    foreshadow_spec,
    pace_spec,
    style_drift_spec,
+    characterization_spec,
 )


--- a/packages/core/ww_core/orchestrator/sse.py
+++ b/packages/core/ww_core/orchestrator/sse.py
@@ -18,7 +18,7 @@ from pydantic import BaseModel
 from ww_llm_gateway.types import Delta
 from ww_shared import AppError, ErrorCode

-from .collect import CONTINUITY, FORESHADOW, PACE, STYLE
+from .collect import CHARACTERIZATION, CONTINUITY, FORESHADOW, PACE, STYLE
 from .review_node import REVIEW_OK

 log = structlog.get_logger(__name__)
@@ -30,6 +30,7 @@ EVENT_CONFLICT = "conflict"  # continuity 冲突命中（审稿 review）
 EVENT_FORESHADOW = "foreshadow"  # foreshadow 建议命中（新埋/回收，审稿 review）
 EVENT_PACE = "pace"  # pace 节奏诊断（注水/钩子/节拍图，审稿 review）
 EVENT_STYLE = "style"  # style 文风漂移诊断（整体相似度 + 漂移段，审稿 review）
+EVENT_CHARACTERIZATION = "characterization"  # 人物塑造诊断（advisory issues，审稿 review）
 EVENT_DONE = "done"
 EVENT_ERROR = "error"

@@ -129,6 +130,18 @@ def style_event(*, score: int, segments: list[dict[str, object]]) -> SseEvent:
    )


+def characterization_event(*, issues: list[dict[str, object]]) -> SseEvent:
+    """人物塑造诊断事件（advisory，审稿 review）——前端人物塑造面板只展示、无裁决 UI。
+
+    一次审产一条：人物塑造问题清单（每条 character/aspect/where/quote/diagnosis/suggestion/
+    confidence）。仅建议、不阻断验收（灵感 D2）。
+    """
+    return SseEvent(
+        event=EVENT_CHARACTERIZATION,
+        data={"issues": issues},
+    )
+
+
 def error_event(*, code: str, message: str, request_id: str | None = None) -> SseEvent:
    """错误事件，形对齐错误信封 §7.1（`code`/`message`），附 `request_id` 便于贯通排查。"""
    return SseEvent(
@@ -231,6 +244,23 @@ def _section_result_events(name: str, result: dict[str, Any]) -> list[SseEvent]:
                ],
            )
        )
+    elif name == CHARACTERIZATION:
+        events.append(
+            characterization_event(
+                issues=[
+                    {
+                        "character": issue.get("character", ""),
+                        "aspect": issue.get("aspect", ""),
+                        "where": issue.get("where", ""),
+                        "quote": issue.get("quote", ""),
+                        "diagnosis": issue.get("diagnosis", ""),
+                        "suggestion": issue.get("suggestion", ""),
+                        "confidence": float(issue.get("confidence", 0.0)),
+                    }
+                    for issue in result.get("issues") or []
+                ]
+            )
+        )
    return events


--- a/packages/db/migrations/versions/f6a7b8c9d0e1_chapter_reviews_characterization.py
+++ b/packages/db/migrations/versions/f6a7b8c9d0e1_chapter_reviews_characterization.py
@@ -0,0 +1,33 @@
+"""Add characterization JSONB column to chapter_reviews (灵感③ advisory 人物塑造审).
+
+单列 JSONB nullable（advisory 留痕，独立于恒 None 的 health_score）；nullable 免 backfill
+（旧留痕行留 NULL，collect/前端优雅降级）。仅建议、不进 conflicts、不碰验收 gate（灵感 D2）。
+
+Revision ID: f6a7b8c9d0e1
+Revises: e5f6a7b8c9d0
+Create Date: 2026-07-06 00:00:00.000000
+"""
+
+from __future__ import annotations
+
+from collections.abc import Sequence
+
+import sqlalchemy as sa
+from alembic import op
+from sqlalchemy.dialects import postgresql
+
+revision: str = "f6a7b8c9d0e1"
+down_revision: str | None = "e5f6a7b8c9d0"
+branch_labels: str | Sequence[str] | None = None
+depends_on: str | Sequence[str] | None = None
+
+
+def upgrade() -> None:
+    op.add_column(
+        "chapter_reviews",
+        sa.Column("characterization", postgresql.JSONB(astext_type=sa.Text()), nullable=True),
+    )
+
+
+def downgrade() -> None:
+    op.drop_column("chapter_reviews", "characterization")
--- a/packages/db/ww_db/models.py
+++ b/packages/db/ww_db/models.py
@@ -225,6 +225,8 @@ class ChapterReview(UuidPk, CreatedAt, Base):
    foreshadow_sug: Mapped[list[Any]] = mapped_column(JSONB, server_default=text("'[]'"))
    style: Mapped[dict[str, Any] | None] = mapped_column(JSONB)
    pace: Mapped[dict[str, Any] | None] = mapped_column(JSONB)
+    # 灵感③ advisory 人物塑造审留痕（JSONB nullable，独立列不复用恒 None 的 health_score）。
+    characterization: Mapped[dict[str, Any] | None] = mapped_column(JSONB)
    health_score: Mapped[int | None] = mapped_column(Integer)
    decisions: Mapped[dict[str, Any] | None] = mapped_column(JSONB)