diff --git a/PROGRESS.md b/PROGRESS.md
index be5e47a..8fb1ed2 100644
--- 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)。
diff --git a/apps/api/tests/fakes_projects.py b/apps/api/tests/fakes_projects.py
index cfe6c49..7806a45 100644
--- 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。
diff --git a/apps/api/tests/test_chain.py b/apps/api/tests/test_chain.py
index d4a82b6..109c0e8 100644
--- 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))
diff --git a/apps/api/tests/test_review_accept.py b/apps/api/tests/test_review_accept.py
index 96de313..37826ee 100644
--- 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。"""
diff --git a/apps/api/ww_api/routers/projects.py b/apps/api/ww_api/routers/projects.py
index bca5581..eeeaa60 100644
--- 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,
)
diff --git a/apps/api/ww_api/schemas/projects.py b/apps/api/ww_api/schemas/projects.py
index 5744573..3ec27d6 100644
--- 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
diff --git a/apps/web/components/review/CharacterizationPanel.tsx b/apps/web/components/review/CharacterizationPanel.tsx
new file mode 100644
index 0000000..3ad982f
--- /dev/null
+++ 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 (
+
+ );
+ }
+ const issues = characterization?.issues ?? [];
+ if (characterization === null || issues.length === 0) {
+ return (
+
+ );
+ }
+
+ // 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 (
+
+
+ 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。
+
+
+ {(high.length > 0 ? high : sorted).map((issue, i) => (
+
+ ))}
+
+ {high.length > 0 && low.length > 0 ? (
+
+
+ 更多低置信度建议({low.length})
+
+
+ {low.map((issue, i) => (
+
+ ))}
+
+
+ ) : null}
+
+ );
+}
+
+function CharacterizationIssueCard({ issue }: { issue: CharacterizationIssue }) {
+ const pct = Math.round(Math.max(0, Math.min(1, issue.confidence)) * 100);
+ return (
+
+
+
+
+ {issue.character || "(未归属角色)"}
+ {issue.aspect ? {issue.aspect} : null}
+
+
+ {pct}%
+
+
+ {issue.where ? 定位:{issue.where}
: null}
+ {issue.quote ? (
+
+ 「{issue.quote}」
+
+ ) : null}
+ {issue.diagnosis ? {issue.diagnosis}
: null}
+ {issue.suggestion ? (
+ 建议:{issue.suggestion}
+ ) : null}
+
+ );
+}
diff --git a/apps/web/components/review/ReviewReport.tsx b/apps/web/components/review/ReviewReport.tsx
index 002377f..79d2630 100644
--- 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 (
+ 0
+ ? `${characterization.issues.length} 建议`
+ : characterization
+ ? "无明显问题"
+ : "无报告"
+ }
+ statusVariant={
+ sectionStatus("characterization") === "incomplete"
+ ? "warning"
+ : characterization && characterization.issues.length > 0
+ ? "accent"
+ : characterization
+ ? "success"
+ : "neutral"
+ }
+ defaultOpen={
+ characterization !== null && characterization.issues.length > 0
+ }
+ >
+
+
{refineText !== null ? (
{
+ it("parses a characterization frame with a full issue", () => {
+ const evt = parseReviewBlock(
+ `event:characterization\ndata:{"issues":[${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" },
+ ]);
+ });
+});
diff --git a/apps/web/lib/review/history.test.ts b/apps/web/lib/review/history.test.ts
index 6e36760..4c4f745 100644
--- 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([]);
diff --git a/apps/web/lib/review/history.ts b/apps/web/lib/review/history.ts
index dbe86c5..1c9121e 100644
--- 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;
+ 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,
diff --git a/apps/web/lib/review/sse.ts b/apps/web/lib/review/sse.ts
index 87da3e6..9704ca4 100644
--- 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":
diff --git a/apps/web/lib/review/useReviewStream.test.ts b/apps/web/lib/review/useReviewStream.test.ts
index 850bc05..bf11d76 100644
--- 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");
});
});
diff --git a/apps/web/lib/review/useReviewStream.ts b/apps/web/lib/review/useReviewStream.ts
index 42c311e..5a2a597 100644
--- 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;
diff --git a/memory/contracts.md b/memory/contracts.md
index 87848d8..5e231eb 100644
--- 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。
diff --git a/packages/agents/tests/fixtures/prompt_hashes.json b/packages/agents/tests/fixtures/prompt_hashes.json
index 1ad4635..e7dba0e 100644
--- 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",
diff --git a/packages/agents/tests/test_characterization_spec.py b/packages/agents/tests/test_characterization_spec.py
new file mode 100644
index 0000000..ba2946c
--- /dev/null
+++ 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"
diff --git a/packages/agents/tests/test_prompt_loader.py b/packages/agents/tests/test_prompt_loader.py
index 7907c2a..e39cf83 100644
--- 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())
diff --git a/packages/agents/ww_agents/__init__.py b/packages/agents/ww_agents/__init__.py
index 7d6dbea..c6a80aa 100644
--- 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",
diff --git a/packages/agents/ww_agents/prompts/characterization.md b/packages/agents/ww_agents/prompts/characterization.md
new file mode 100644
index 0000000..fc74114
--- /dev/null
+++ 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。
diff --git a/packages/agents/ww_agents/schema_catalog.py b/packages/agents/ww_agents/schema_catalog.py
index abd305c..48b5867 100644
--- 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
diff --git a/packages/agents/ww_agents/schemas.py b/packages/agents/ww_agents/schemas.py
index 35c321b..2fd8aca 100644
--- 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)----
diff --git a/packages/agents/ww_agents/specs.py b/packages/agents/ww_agents/specs.py
index a830221..f18426b 100644
--- 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)
diff --git a/packages/core/tests/fakes_orchestrator.py b/packages/core/tests/fakes_orchestrator.py
index 648c197..f82ae21 100644
--- 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)
diff --git a/packages/core/tests/test_chain_graph.py b/packages/core/tests/test_chain_graph.py
index b4f6166..a89934c 100644
--- 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))
diff --git a/packages/core/tests/test_characterization_review.py b/packages/core/tests/test_characterization_review.py
new file mode 100644
index 0000000..e9360ca
--- /dev/null
+++ 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": []}
diff --git a/packages/core/tests/test_review_repo.py b/packages/core/tests/test_review_repo.py
index eec4f95..a1f6780 100644
--- 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,
)
diff --git a/packages/core/tests/test_style_review.py b/packages/core/tests/test_style_review.py
index 30a0865..9bfad86 100644
--- 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:
diff --git a/packages/core/ww_core/domain/review_repo.py b/packages/core/ww_core/domain/review_repo.py
index a55c632..0d0df5b 100644
--- 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,
)
diff --git a/packages/core/ww_core/orchestrator/__init__.py b/packages/core/ww_core/orchestrator/__init__.py
index fdda49e..cd88f45 100644
--- 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",
diff --git a/packages/core/ww_core/orchestrator/chain/nodes.py b/packages/core/ww_core/orchestrator/chain/nodes.py
index 15bccf0..6efd4d2 100644
--- 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: ...
diff --git a/packages/core/ww_core/orchestrator/collect.py b/packages/core/ww_core/orchestrator/collect.py
index 34dfc26..f63d7f3 100644
--- 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)。
diff --git a/packages/core/ww_core/orchestrator/graph.py b/packages/core/ww_core/orchestrator/graph.py
index b7447a0..1ce64a5 100644
--- 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,
)
diff --git a/packages/core/ww_core/orchestrator/sse.py b/packages/core/ww_core/orchestrator/sse.py
index 32a2c1b..15f732f 100644
--- 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
diff --git a/packages/db/migrations/versions/f6a7b8c9d0e1_chapter_reviews_characterization.py b/packages/db/migrations/versions/f6a7b8c9d0e1_chapter_reviews_characterization.py
new file mode 100644
index 0000000..e689469
--- /dev/null
+++ 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")
diff --git a/packages/db/ww_db/models.py b/packages/db/ww_db/models.py
index aacfb3a..71ffc0c 100644
--- 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)