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

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

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

packages/skills/tests/test_skill_permissions.py

@@ -0,0 +1,130 @@
+"""T5.5 表权限沙箱单测（ARCH §5.6：声明式权限 + apply 层白名单，非进程沙箱）。
+
+纯函数、无 IO：
+- `filter_reads`：注入时只把 skill 声明 `reads` 的表数据喂给它（越权读 → 丢弃，不喂）。
+- `partition_writes`：写库时只应用 skill 声明 `writes` 的产出字段（越权写 → 丢弃 + 审计），
+  返回 `(allowed, rejected)` 两份，调用方据此落库 allowed、log rejected。
+- `validate_declaration`：加载/注册 skill 时校验其声明的 `reads/writes` 全在已知表白名单内
+  （杜绝声明指向不存在的表）；越界 → AppError(VALIDATION)。
+不变量 #3：自定义 skill 产出仍过验收 gate——本层只做白名单裁剪，不开写后门。
+"""
+
+from __future__ import annotations
+
+import pytest
+from ww_agents import AgentSpec
+from ww_shared import AppError, ErrorCode
+from ww_skills import (
+    KNOWN_TABLES,
+    filter_reads,
+    partition_writes,
+    validate_declaration,
+)
+
+
+def _spec(*, reads: list[str], writes: list[str], scope: str = "custom") -> AgentSpec:
+    return AgentSpec(
+        name="custom_skill",
+        tier="writer",
+        system_prompt="x",
+        reads=reads,
+        writes=writes,
+        scope=scope,
+    )
+
+
+# ---- filter_reads ----
+
+
+def test_filter_reads_keeps_only_declared_tables() -> None:
+    spec = _spec(reads=["world_entities"], writes=[])
+    available = {
+        "world_entities": [{"name": "灵根"}],
+        "characters": [{"name": "主角"}],  # 未声明 → 必须丢弃
+    }
+
+    fed = filter_reads(spec, available)
+
+    assert fed == {"world_entities": [{"name": "灵根"}]}
+
+
+def test_filter_reads_ignores_declared_table_absent_from_available() -> None:
+    spec = _spec(reads=["world_entities", "characters"], writes=[])
+    available = {"world_entities": [{"name": "灵根"}]}
+
+    fed = filter_reads(spec, available)
+
+    assert fed == {"world_entities": [{"name": "灵根"}]}
+
+
+def test_filter_reads_empty_declaration_feeds_nothing() -> None:
+    spec = _spec(reads=[], writes=[])
+    available = {"world_entities": [{"name": "灵根"}]}
+
+    assert filter_reads(spec, available) == {}
+
+
+# ---- partition_writes ----
+
+
+def test_partition_writes_drops_over_permission_fields() -> None:
+    spec = _spec(reads=[], writes=["world_entities"])
+    produced = {
+        "world_entities": [{"name": "新势力"}],
+        "characters": [{"name": "越权角色"}],  # 越权 → 丢弃 + 审计
+    }
+
+    allowed, rejected = partition_writes(spec, produced)
+
+    assert allowed == {"world_entities": [{"name": "新势力"}]}
+    assert rejected == ["characters"]
+
+
+def test_partition_writes_all_allowed_yields_empty_rejected() -> None:
+    spec = _spec(reads=[], writes=["world_entities", "characters"])
+    produced: dict[str, object] = {"world_entities": [], "characters": []}
+
+    allowed, rejected = partition_writes(spec, produced)
+
+    assert set(allowed) == {"world_entities", "characters"}
+    assert rejected == []
+
+
+def test_partition_writes_no_declared_writes_rejects_all() -> None:
+    spec = _spec(reads=[], writes=[])
+    produced = {"world_entities": [{"name": "x"}]}
+
+    allowed, rejected = partition_writes(spec, produced)
+
+    assert allowed == {}
+    assert rejected == ["world_entities"]
+
+
+# ---- validate_declaration ----
+
+
+def test_validate_declaration_passes_for_known_tables() -> None:
+    spec = _spec(reads=["world_entities"], writes=["world_entities"])
+    # 不抛即通过
+    validate_declaration(spec)
+
+
+def test_validate_declaration_rejects_unknown_read_table() -> None:
+    spec = _spec(reads=["secret_table"], writes=[])
+
+    with pytest.raises(AppError) as exc:
+        validate_declaration(spec)
+
+    assert exc.value.code is ErrorCode.VALIDATION
+    assert "secret_table" in str(exc.value.details)
+
+
+def test_validate_declaration_rejects_unknown_write_table() -> None:
+    # 系统表 users 不在创作表白名单 → 越权写声明被拒。
+    assert "users" not in KNOWN_TABLES
+    spec = _spec(reads=[], writes=["users"])
+
+    with pytest.raises(AppError) as exc:
+        validate_declaration(spec)
+
+    assert exc.value.code is ErrorCode.VALIDATION

packages/skills/tests/test_skill_registry.py

@@ -0,0 +1,103 @@
+"""T5.5 Skill registry loader 单测（ARCH §5.6 加载段）。
+
+`SkillRegistry` 从 `SkillRepo`（DB 行抽象）加载声明式 `AgentSpec`（builtin/custom/community），
+提供 `get(name)` / `list_scope(scope)` / `names()`。加载时跑 `validate_declaration`——
+越权声明（reads/writes 指向未知表）的 skill 直接拒绝（不入册），守 §5.6 表权限契约。
+
+纯内存 fake `SkillRepo`，无 DB：注册行只是声明数据，registry 转成 frozen AgentSpec。
+不变量 #2：行里只带 tier，registry 不解析具体 model（model 解析在网关）。
+"""
+
+from __future__ import annotations
+
+import pytest
+from ww_agents import AgentSpec
+from ww_shared import AppError, ErrorCode
+from ww_skills import SkillRecord, SkillRegistry
+
+
+def _record(
+    name: str,
+    *,
+    scope: str = "custom",
+    reads: list[str] | None = None,
+    writes: list[str] | None = None,
+) -> SkillRecord:
+    return SkillRecord(
+        name=name,
+        scope=scope,
+        tier="writer",
+        system_prompt=f"prompt for {name}",
+        reads=reads or [],
+        writes=writes or [],
+        genre=None,
+    )
+
+
+class _FakeSkillRepo:
+    def __init__(self, records: list[SkillRecord]) -> None:
+        self._records = records
+
+    async def list_all(self) -> list[SkillRecord]:
+        return list(self._records)
+
+
+@pytest.mark.asyncio
+async def test_load_builds_specs_keyed_by_name() -> None:
+    repo = _FakeSkillRepo(
+        [
+            _record(
+                "worldgen",
+                scope="builtin",
+                reads=["world_entities"],
+                writes=["world_entities"],
+            ),
+            _record("cpgen", scope="custom", reads=["characters"]),
+        ]
+    )
+
+    registry = await SkillRegistry.load(repo)
+
+    assert set(registry.names()) == {"worldgen", "cpgen"}
+    spec = registry.get("worldgen")
+    assert isinstance(spec, AgentSpec)
+    assert spec.tier == "writer"
+    assert spec.reads == ["world_entities"]
+    assert spec.scope == "builtin"
+
+
+@pytest.mark.asyncio
+async def test_get_missing_skill_raises_not_found() -> None:
+    registry = await SkillRegistry.load(_FakeSkillRepo([_record("a")]))
+
+    with pytest.raises(AppError) as exc:
+        registry.get("missing")
+
+    assert exc.value.code is ErrorCode.NOT_FOUND
+
+
+@pytest.mark.asyncio
+async def test_list_scope_filters_by_scope() -> None:
+    repo = _FakeSkillRepo(
+        [
+            _record("b1", scope="builtin"),
+            _record("c1", scope="custom"),
+            _record("c2", scope="custom"),
+        ]
+    )
+
+    registry = await SkillRegistry.load(repo)
+
+    assert {s.name for s in registry.list_scope("custom")} == {"c1", "c2"}
+    assert {s.name for s in registry.list_scope("builtin")} == {"b1"}
+
+
+@pytest.mark.asyncio
+async def test_load_rejects_over_permission_skill() -> None:
+    # 越权声明（reads 指向未知表）→ 加载即拒绝（守 §5.6），不静默入册。
+    repo = _FakeSkillRepo([_record("evil", reads=["secret_table"])])
+
+    with pytest.raises(AppError) as exc:
+        await SkillRegistry.load(repo)
+
+    assert exc.value.code is ErrorCode.VALIDATION