feat: add explore-first concept

2026-03-14 21:34:19 +08:00
86 changed files with 968 additions and 24679 deletions
--- a/.env.example
+++ b/.env.example
@@ -2,38 +2,15 @@ DEFAULT_EXTERNAL_BASE_URL=http://test.hyzq.net:8081
 LOCAL_OPENAI_BASE_URL=http://127.0.0.1:8317/v1
 LOCAL_OPENAI_MODEL=GLM-5
 LOCAL_OPENAI_API_KEY=
-# Host-side collector runs can keep using N8N_BASE_URL.
-N8N_BASE_URL=http://127.0.0.1:5670
-# Dockerized collector should use the internal n8n service address.
-COLLECTOR_N8N_BASE_URL=http://n8n:5678
-N8N_ANALYSIS_WEBHOOK_PATH=/webhook/storyforge-analysis
-N8N_REAL_CUT_WEBHOOK_PATH=/webhook/storyforge-real-cut
-N8N_AI_VIDEO_WEBHOOK_PATH=/webhook/storyforge-ai-video
-N8N_CONTENT_SOURCE_SYNC_WEBHOOK_PATH=/webhook/storyforge-content-source-sync
-ORCHESTRATOR_SHARED_SECRET=storyforge-local-secret
-CUTVIDEO_BASE_URL=
-CUTVIDEO_API_KEY=
-CUTVIDEO_BASE_CONFIG=example.job.yaml
-CUTVIDEO_POLL_INTERVAL_SEC=10
-CUTVIDEO_MAX_WAIT_SEC=1800
-CUTVIDEO_UPLOAD_TIMEOUT_SEC=1800
-HUOBAO_BASE_URL=http://127.0.0.1:5678
-HUOBAO_POLL_INTERVAL_SEC=10
-HUOBAO_MAX_WAIT_SEC=900
+FASTGPT_BASE_URL=http://127.0.0.1:3000
+FASTGPT_DATASET_API_KEY=
 YTDLP_BIN=yt-dlp
 FFMPEG_BIN=ffmpeg
 WHISPER_BIN=
 WHISPER_MODEL=./data/collector/models/ggml-base.en.bin
-ASR_HTTP_BASE_URL=
-ASR_HTTP_TRANSCRIBE_PATH=/transcribe
-ASR_HTTP_FIELD_NAME=wav
-ASR_HTTP_TIMEOUT_SEC=120
-N8N_IMAGE=docker.n8n.io/n8nio/n8n:latest
-WEBHOOK_URL=http://127.0.0.1:5670/
-GENERIC_TIMEZONE=Asia/Shanghai
-TZ=Asia/Shanghai
+POSTGRES_DB=fastgpt
+POSTGRES_USER=postgres
+POSTGRES_PASSWORD=postgres
+MINIO_ROOT_USER=minioadmin
+MINIO_ROOT_PASSWORD=minioadmin
 CLIPROXY_IMAGE=storyforge/cli-proxy-api:patched
-CLIPROXY_MANAGEMENT_SECRET=storyforge-local-management
-CLIPROXY_DASHSCOPE_BASE_URL=https://dashscope.aliyuncs.com/compatible-mode/v1
-# Optional but recommended for local model gateway recovery.
-# DASHSCOPE_API_KEY=
--- a/.gitignore
+++ b/.gitignore
@@ -20,13 +20,9 @@ build/
 .kotlin/
 **/.gradle/
 **/.kotlin/
-node_modules/
-**/node_modules/

 # Runtime data and artifacts
 data/
-!android-app/app/src/main/java/com/aiglasses/app/data/
-!android-app/app/src/main/java/com/aiglasses/app/data/**
 output/
 *.log

--- a/README.md
+++ b/README.md
@@ -5,159 +5,36 @@ StoryForge 现在拆成独立项目目录，和 `AI-glasses` 分开维护。
 ## 目录

 - `android-app/`：StoryForge Android 客户端
- `collector-service/`：FastAPI 后端，负责用户体系、项目、Agent、任务、内容分析和对外能力接入
- `n8n/`：工作流导出文件，作为流程编排中枢
- `docker-compose.yml`：本地 `collector + n8n + cli-proxy-api` 编排
+- `collector-service/`：FastAPI 后端，提供登录、审批、素材导入、知识库、智能体和 OTA
+- `docker-compose.yml`：本地 FastGPT / collector / 基础依赖编排
 - `Common/`：项目约束和架构说明
 - `data/collector/`：SQLite、任务文件、下载产物
- `docs/`：审计、实施计划、联调说明、当前 MVP 状态
-
-## 产品手册
-
- [新媒体运营中台产品逻辑手册](./docs/PRODUCT_LOGIC_NEW_MEDIA_OPERATING_SYSTEM_2026-03-22.md)
- [新媒体运营平台 UI 参考包](./output/ui/new-media-ops-reference-2026-03-22/README.md)
- [Web V4 UI 原型](./output/ui/storyforge-web-v4-html-prototype-2026-03-22/README.md)
- [Web V4 前端骨架](./web/storyforge-web-v4/README.md)
- [Mobile V4 UI 原型](./output/ui/storyforge-mobile-v4-html-prototype-2026-03-22/README.md)

 ## Android

 ```bash
-cd /Users/kris/code/StoryForge-gitea/android-app
+cd /Users/kris/code/StoryForge/android-app
 ./gradlew assembleDebug
 ```

-## Douyin Browser Capture
-
-```bash
-cd /Users/kris/code/StoryForge-gitea
-./scripts/start_douyin_workbench.sh
-```
-
-业务页：
-
-```text
-http://127.0.0.1:3618/workbench
-```
-
-完整采集控制台：
-
-```text
-http://127.0.0.1:3618
-```
-
-常用脚本：
-
-```bash
-./scripts/start_douyin_workbench.sh
-./scripts/status_douyin_workbench.sh
-./scripts/stop_douyin_workbench.sh
-./scripts/cleanup_debug_ui.sh
-```
-
-如果第一次使用，还需要先安装浏览器依赖：
-
-```bash
-cd /Users/kris/code/StoryForge-gitea/scripts/douyin-browser-capture
-npm install
-npx playwright install chromium
-```
-
-当前本地页面已经拆成两个入口：
-
- `/workbench`：业务优先的 `Douyin Workbench`，可直接查看账号列表、商业化账号分析、快照详情、相似账号和对标关系
- `/`：完整浏览器辅助采集控制台，同时保留工作台能力
- 作品工作台支持按 `高分作品 / 最新作品 / 全部作品` 切换，并可按综合分、受欢迎程度、商业价值、发布时间、播放、点赞、分享、评论排序
- 作品列表支持 `视频 / 图文` 类型筛选，并可直接打开原作品链接
- 高分作品支持自动化分析，每条作品卡片下都会展示商业判断、复刻计划、运营动作和风险提醒
-
-或者继续用命令行：
-
-```bash
-cd /Users/kris/code/StoryForge-gitea/scripts/douyin-browser-capture
-npm run capture -- \
-  --profile-url https://www.douyin.com/user/your_account \
-  --storyforge-username kris \
-  --storyforge-password 'Asd123456.'
-```
-
-说明：
-
- 这是“真实浏览器 + 人工登录/过挑战 + 自动提取 + 回写 StoryForge”的辅助采集工具
- 默认输出到 `output/playwright/douyin/`
- 本地控制台模式会把每次运行保存到 `output/playwright/douyin/control-panel/`
- 控制台支持“开始采集 -> 浏览器登录 -> 网页点继续 -> 自动同步”的点击式流程
- 详细说明见 `scripts/douyin-browser-capture/README.md`
-
 ## Collector Service

 ```bash
-cd /Users/kris/code/StoryForge-gitea/collector-service
+cd /Users/kris/code/StoryForge/collector-service
 python3 -m venv .venv
 source .venv/bin/activate
 pip install -r requirements.txt
 uvicorn app.main:app --host 0.0.0.0 --port 8081 --reload
 ```

-## Docker Compose
-
-```bash
-cd /Users/kris/code/StoryForge-gitea
-cp .env.example .env
-docker compose up -d --build
-```
-
-如果要让本机模型网关 `cli-proxy-api` 自动提供 `GLM-5`，建议在启动前确保本机环境里存在：
-
-```bash
-export DASHSCOPE_API_KEY=your_dashscope_key
-```
-
-或者把它写进本地 `.env`。`./scripts/start_business.sh` 会自动生成 `data/cliproxyapi/config.yaml` 并把 `glm-5 -> GLM-5` 映射到本机网关。
-
-如果 `collector` 跑在 Docker 里，建议保留：
-
-```bash
-COLLECTOR_N8N_BASE_URL=http://n8n:5678
-```
-
-如果你单独在宿主机启动 `collector-service`，它读取的仍然是：
-
-```bash
-N8N_BASE_URL=http://127.0.0.1:5670
-```
-
-默认会启动：
-
- `collector-service`：`http://127.0.0.1:8081`
- `n8n`：`http://127.0.0.1:5670`
- `cli-proxy-api`：`http://127.0.0.1:8317`
-
 默认会创建最高权限账号：

 - `kris`
 - `Asd123456.`

-## 当前架构
-
- `collector-service` 负责：
-  - 用户账号、多项目、多 Agent、多任务、多内容源数据边界
-  - 调用下载器、本地 ASR、本机 OpenAI 兼容模型
-  - 调用 Windows `cutvideo` 和 `huobao-drama`
-  - 持久化任务、分镜、分析结果、事件日志
- `n8n` 负责：
-  - 触发 `analysis_pipeline`
-  - 触发 `content_source_sync_pipeline`
-  - 触发 `real_cut_pipeline`
-  - 触发 `ai_video_pipeline`
- FastGPT 已从主流程设计中移除，不再作为运行时依赖
-
 ## 说明

 - 新注册账号默认 `pending`
 - 主管理员审批后才可使用核心业务接口
- 支持 `user -> project -> knowledge base / assistant(agent) / job / content source` 的多租户边界
- 素材入口支持文字、视频链接、视频上传；内容源账号通过 `content_sources` 建模持久化，并可派生父子分析任务
- `cutvideo` 继续运行在 Windows 机器，本系统通过 API 调度
- `huobao-drama` 继续作为 AI 生成视频主链的核心引擎
- 详细审计、阶段计划和联调步骤见 `docs/`
+- 素材入口支持文字、视频链接、视频上传
+- 可选对接本机 OpenAI 兼容模型服务和 FastGPT 数据集 API
--- a/android-app/app/src/main/java/com/aiglasses/app/data/ApiClient.kt
+++ b/android-app/app/src/main/java/com/aiglasses/app/data/ApiClient.kt
@@ -1,50 +0,0 @@
-package com.aiglasses.app.data
-
-import kotlinx.serialization.json.Json
-import kotlinx.serialization.ExperimentalSerializationApi
-import java.util.concurrent.TimeUnit
-import okhttp3.MediaType.Companion.toMediaType
-import okhttp3.Protocol
-import okhttp3.OkHttpClient
-import okhttp3.Request
-import okhttp3.logging.HttpLoggingInterceptor
-import retrofit2.Retrofit
-import retrofit2.create
-import com.jakewharton.retrofit2.converter.kotlinx.serialization.asConverterFactory
-
-object ApiClient {
-    @OptIn(ExperimentalSerializationApi::class)
-    val json = Json {
-        ignoreUnknownKeys = true
-        explicitNulls = false
-    }
-
-    inline fun <reified T : Any> createService(baseUrl: String): T {
-        val logging = HttpLoggingInterceptor().apply {
-            level = HttpLoggingInterceptor.Level.BODY
-        }
-        val client = OkHttpClient.Builder()
-            .protocols(listOf(Protocol.HTTP_1_1))
-            .connectTimeout(12, TimeUnit.SECONDS)
-            .readTimeout(20, TimeUnit.SECONDS)
-            .writeTimeout(20, TimeUnit.SECONDS)
-            .callTimeout(25, TimeUnit.SECONDS)
-            .addInterceptor { chain ->
-                val request: Request = chain.request().newBuilder()
-                    .header("Connection", "close")
-                    .build()
-                chain.proceed(request)
-            }
-            .addInterceptor(logging)
-            .build()
-
-        val normalizedBaseUrl = if (baseUrl.endsWith("/")) baseUrl else "$baseUrl/"
-
-        return Retrofit.Builder()
-            .baseUrl(normalizedBaseUrl)
-            .client(client)
-            .addConverterFactory(json.asConverterFactory("application/json".toMediaType()))
-            .build()
-            .create<T>()
-    }
-}
--- a/android-app/app/src/main/java/com/aiglasses/app/data/ApiService.kt
+++ b/android-app/app/src/main/java/com/aiglasses/app/data/ApiService.kt
@@ -1,154 +0,0 @@
-package com.aiglasses.app.data
-
-import retrofit2.http.Body
-import retrofit2.http.GET
-import retrofit2.http.Header
-import retrofit2.http.POST
-import retrofit2.http.Path
-import retrofit2.http.Query
-
-interface ApiService {
-    @GET("/healthz")
-    suspend fun healthz(): ApiEnvelope<HealthzData>
-
-    @POST("/api/v1/devices/bind-confirm")
-    suspend fun bindConfirm(
-        @Body request: BindConfirmRequest
-    ): ApiEnvelope<BindConfirmData>
-
-    @POST("/api/v1/ai/sessions")
-    suspend fun createSession(
-        @Header("Idempotency-Key") idempotencyKey: String?,
-        @Body request: CreateSessionRequest
-    ): ApiEnvelope<SessionData>
-
-    @POST("/api/v1/ai/sessions/{sessionId}/stop")
-    suspend fun stopSession(
-        @Path("sessionId") sessionId: String,
-        @Body request: StopSessionRequest
-    ): ApiEnvelope<StopSessionData>
-
-    @POST("/api/v1/ai/sessions/{sessionId}/heartbeat")
-    suspend fun heartbeat(
-        @Path("sessionId") sessionId: String,
-        @Body request: HeartbeatRequest
-    ): ApiEnvelope<HeartbeatData>
-
-    @GET("/api/v1/devices/{deviceId}/status")
-    suspend fun getDeviceStatus(
-        @Path("deviceId") deviceId: String
-    ): ApiEnvelope<DeviceStatusData>
-
-    @POST("/api/v1/events")
-    suspend fun postEvent(
-        @Body request: ClientEventRequest
-    ): ApiEnvelope<EventSavedData>
-
-    @POST("/api/v1/events/batch")
-    suspend fun postEventsBatch(
-        @Body request: ClientEventBatchRequest
-    ): ApiEnvelope<EventsBatchSavedData>
-
-    @POST("/api/v1/ai/sessions/{sessionId}/messages")
-    suspend fun sendMessage(
-        @Path("sessionId") sessionId: String,
-        @Body request: SessionMessageRequest
-    ): ApiEnvelope<ProviderActionData>
-
-    @POST("/api/v1/ai/sessions/{sessionId}/scene-role")
-    suspend fun switchRole(
-        @Path("sessionId") sessionId: String,
-        @Body request: SwitchRoleRequest
-    ): ApiEnvelope<ProviderActionData>
-
-    @POST("/api/v1/ai/sessions/{sessionId}/interrupt")
-    suspend fun interruptSession(
-        @Path("sessionId") sessionId: String,
-        @Body request: SessionInterruptRequest
-    ): ApiEnvelope<ProviderActionData>
-
-    @GET("/api/v1/baidu/activation/query")
-    suspend fun activationQuery(
-        @Query("deviceId") deviceId: String,
-        @Query("appId") appId: String? = null
-    ): ApiEnvelope<ActivationQueryData>
-
-    @POST("/api/v1/licenses/reload")
-    suspend fun reloadLicenses(): ApiEnvelope<ReloadLicensesData>
-
-    @GET("/api/v1/admin/overview")
-    suspend fun adminOverview(): ApiEnvelope<AdminOverviewData>
-
-    @GET("/api/v1/app/update/latest")
-    suspend fun appUpdateLatest(
-        @Query("platform") platform: String = "android",
-        @Query("channel") channel: String = "stable",
-        @Query("currentVersionCode") currentVersionCode: Int
-    ): ApiEnvelope<AppUpdateLatestData>
-
-    @GET("/v2/douyin/accounts")
-    suspend fun listDouyinAccounts(): ApiEnvelope<List<DouyinAccountSummary>>
-
-    @POST("/v2/douyin/accounts/sync")
-    suspend fun syncDouyinAccount(
-        @Body request: DouyinAccountSyncRequest
-    ): ApiEnvelope<DouyinAccountWorkspace>
-
-    @GET("/v2/douyin/accounts/{accountId}")
-    suspend fun getDouyinAccount(
-        @Path("accountId") accountId: String
-    ): ApiEnvelope<DouyinAccountWorkspace>
-
-    @GET("/v2/douyin/accounts/{accountId}/workspace")
-    suspend fun getDouyinWorkspace(
-        @Path("accountId") accountId: String
-    ): ApiEnvelope<DouyinAccountWorkspace>
-
-    @GET("/v2/douyin/accounts/{accountId}/snapshots")
-    suspend fun listDouyinSnapshots(
-        @Path("accountId") accountId: String
-    ): ApiEnvelope<List<DouyinSnapshotSummary>>
-
-    @GET("/v2/douyin/accounts/{accountId}/snapshots/{snapshotId}")
-    suspend fun getDouyinSnapshot(
-        @Path("accountId") accountId: String,
-        @Path("snapshotId") snapshotId: String
-    ): ApiEnvelope<DouyinSnapshotDetail>
-
-    @GET("/v2/douyin/accounts/{accountId}/creator-fields")
-    suspend fun getDouyinCreatorFields(
-        @Path("accountId") accountId: String
-    ): ApiEnvelope<DouyinSnapshotDetail>
-
-    @POST("/v2/douyin/accounts/{accountId}/analysis")
-    suspend fun analyzeDouyinAccount(
-        @Path("accountId") accountId: String,
-        @Body request: DouyinAccountAnalysisRequest
-    ): ApiEnvelope<DouyinAnalysisResult>
-
-    @GET("/v2/douyin/accounts/{accountId}/analysis-reports")
-    suspend fun listDouyinAnalysisReports(
-        @Path("accountId") accountId: String
-    ): ApiEnvelope<List<DouyinAnalysisReport>>
-
-    @POST("/v2/douyin/similar-searches")
-    suspend fun createDouyinSimilarSearch(
-        @Body request: DouyinSimilarSearchRequest
-    ): ApiEnvelope<DouyinSimilaritySearchResult>
-
-    @GET("/v2/douyin/similar-searches/{searchId}")
-    suspend fun getDouyinSimilarSearch(
-        @Path("searchId") searchId: String
-    ): ApiEnvelope<DouyinSimilaritySearchDetail>
-
-    @GET("/v2/douyin/accounts/{accountId}/benchmark-links")
-    suspend fun listDouyinBenchmarkLinks(
-        @Path("accountId") accountId: String
-    ): ApiEnvelope<List<DouyinLinkedAccount>>
-
-    @POST("/v2/douyin/accounts/{accountId}/benchmark-links")
-    suspend fun createDouyinBenchmarkLinks(
-        @Path("accountId") accountId: String,
-        @Body request: DouyinBenchmarkLinkRequest
-    ): ApiEnvelope<DouyinBenchmarkLinkResult>
-}
--- a/android-app/app/src/main/java/com/aiglasses/app/data/BackendRepository.kt
+++ b/android-app/app/src/main/java/com/aiglasses/app/data/BackendRepository.kt
@@ -1,276 +0,0 @@
-package com.aiglasses.app.data
-
-import java.util.UUID
-
-class BackendRepository(private var baseUrl: String) {
-    private var api: ApiService = ApiClient.createService(baseUrl)
-
-    fun updateBaseUrl(url: String) {
-        if (url != baseUrl) {
-            baseUrl = url
-            api = ApiClient.createService(baseUrl)
-        }
-    }
-
-    suspend fun bindDevice(deviceId: String, userId: String): BindConfirmData {
-        val resp = api.bindConfirm(BindConfirmRequest(deviceId = deviceId, appUserId = userId))
-        return resp.data
-    }
-
-    suspend fun healthz(): HealthzData {
-        val resp = api.healthz()
-        return resp.data
-    }
-
-    suspend fun createSession(deviceId: String, userId: String): SessionData {
-        val idempotencyKey = "app-${UUID.randomUUID()}"
-        val resp = api.createSession(
-            idempotencyKey = idempotencyKey,
-            request = CreateSessionRequest(deviceId = deviceId, appUserId = userId)
-        )
-        return resp.data
-    }
-
-    suspend fun stopSession(sessionId: String): StopSessionData {
-        val resp = api.stopSession(sessionId, StopSessionRequest())
-        return resp.data
-    }
-
-    suspend fun heartbeat(sessionId: String): HeartbeatData {
-        val resp = api.heartbeat(sessionId, HeartbeatRequest())
-        return resp.data
-    }
-
-    suspend fun getDeviceStatus(deviceId: String): DeviceStatusData {
-        val resp = api.getDeviceStatus(deviceId)
-        return resp.data
-    }
-
-    suspend fun postDemoEvent(deviceId: String, sessionId: String?): EventSavedData {
-        return postEvent(
-            deviceId = deviceId,
-            sessionId = sessionId,
-            eventType = "APP_DEBUG_PING",
-            eventLevel = "INFO",
-            payload = mapOf("source" to "android")
-        )
-    }
-
-    suspend fun postEvent(
-        deviceId: String,
-        sessionId: String?,
-        eventType: String,
-        eventLevel: String = "INFO",
-        payload: Map<String, String> = emptyMap()
-    ): EventSavedData {
-        val resp = api.postEvent(
-            ClientEventRequest(
-                sessionId = sessionId,
-                deviceId = deviceId,
-                eventType = eventType,
-                eventLevel = eventLevel,
-                payload = payload
-            )
-        )
-        return resp.data
-    }
-
-    suspend fun postEventsBatch(events: List<ClientEventRequest>): EventsBatchSavedData {
-        val resp = api.postEventsBatch(ClientEventBatchRequest(events = events))
-        return resp.data
-    }
-
-    suspend fun sendMessage(sessionId: String, message: String): ProviderActionData {
-        val resp = api.sendMessage(
-            sessionId = sessionId,
-            request = SessionMessageRequest(message = message)
-        )
-        return resp.data
-    }
-
-    suspend fun sendVoiceMessage(
-        sessionId: String,
-        pcmBase64: String,
-        sampleRate: Int,
-        durationMs: Int,
-        rms: Int
-    ): ProviderActionData {
-        val resp = api.sendMessage(
-            sessionId = sessionId,
-            request = SessionMessageRequest(
-                message = "voice_chunk",
-                messageType = "voice",
-                extra = mapOf(
-                    "audio_base64" to pcmBase64,
-                    "audio_format" to "pcm_s16le",
-                    "sample_rate" to sampleRate.toString(),
-                    "channels" to "1",
-                    "duration_ms" to durationMs.toString(),
-                    "rms" to rms.toString(),
-                    "encoding" to "base64"
-                )
-            )
-        )
-        return resp.data
-    }
-
-    suspend fun sendVisionMessage(
-        sessionId: String,
-        message: String,
-        imageBase64: String,
-        width: Int,
-        height: Int,
-        bytes: Int
-    ): ProviderActionData {
-        val resp = api.sendMessage(
-            sessionId = sessionId,
-            request = SessionMessageRequest(
-                message = message,
-                messageType = "text",
-                extra = mapOf(
-                    "image_base64" to imageBase64,
-                    "imageBase64" to imageBase64,
-                    "image" to imageBase64,
-                    "resource_base64" to imageBase64,
-                    "resourceBase64" to imageBase64,
-                    "image_encoding" to "base64",
-                    "imageEncoding" to "base64",
-                    "encoding" to "base64",
-                    "image_format" to "jpeg",
-                    "imageFormat" to "jpeg",
-                    "mime_type" to "image/jpeg",
-                    "mimeType" to "image/jpeg",
-                    "image_width" to width.toString(),
-                    "imageWidth" to width.toString(),
-                    "image_height" to height.toString(),
-                    "imageHeight" to height.toString(),
-                    "image_bytes" to bytes.toString(),
-                    "imageBytes" to bytes.toString(),
-                    "resource_type" to "image",
-                    "resourceType" to "image",
-                    "camera_source" to "android_phone",
-                    "multimodal" to "true",
-                    "with_vision" to "1"
-                )
-            )
-        )
-        return resp.data
-    }
-
-    suspend fun switchRole(sessionId: String, sceneId: String, roleId: String): ProviderActionData {
-        val resp = api.switchRole(
-            sessionId = sessionId,
-            request = SwitchRoleRequest(sceneId = sceneId, roleId = roleId)
-        )
-        return resp.data
-    }
-
-    suspend fun interrupt(
-        sessionId: String,
-        interrupt: Boolean,
-        extra: Map<String, String> = emptyMap()
-    ): ProviderActionData {
-        val resp = api.interruptSession(
-            sessionId = sessionId,
-            request = SessionInterruptRequest(interrupt = interrupt, extra = extra)
-        )
-        return resp.data
-    }
-
-    suspend fun activationQuery(deviceId: String): ActivationQueryData {
-        val resp = api.activationQuery(deviceId = deviceId)
-        return resp.data
-    }
-
-    suspend fun reloadLicenses(): ReloadLicensesData {
-        val resp = api.reloadLicenses()
-        return resp.data
-    }
-
-    suspend fun adminOverview(): AdminOverviewData {
-        val resp = api.adminOverview()
-        return resp.data
-    }
-
-    suspend fun appUpdateLatest(currentVersionCode: Int): AppUpdateLatestData {
-        val resp = api.appUpdateLatest(
-            platform = "android",
-            channel = "stable",
-            currentVersionCode = currentVersionCode
-        )
-        return resp.data
-    }
-
-    suspend fun listDouyinAccounts(): List<DouyinAccountSummary> {
-        val resp = api.listDouyinAccounts()
-        return resp.data
-    }
-
-    suspend fun syncDouyinAccount(request: DouyinAccountSyncRequest): DouyinAccountWorkspace {
-        val resp = api.syncDouyinAccount(request)
-        return resp.data
-    }
-
-    suspend fun getDouyinAccount(accountId: String): DouyinAccountWorkspace {
-        val resp = api.getDouyinAccount(accountId)
-        return resp.data
-    }
-
-    suspend fun getDouyinWorkspace(accountId: String): DouyinAccountWorkspace {
-        val resp = api.getDouyinWorkspace(accountId)
-        return resp.data
-    }
-
-    suspend fun listDouyinSnapshots(accountId: String): List<DouyinSnapshotSummary> {
-        val resp = api.listDouyinSnapshots(accountId)
-        return resp.data
-    }
-
-    suspend fun getDouyinSnapshot(accountId: String, snapshotId: String): DouyinSnapshotDetail {
-        val resp = api.getDouyinSnapshot(accountId, snapshotId)
-        return resp.data
-    }
-
-    suspend fun getDouyinCreatorFields(accountId: String): DouyinSnapshotDetail {
-        val resp = api.getDouyinCreatorFields(accountId)
-        return resp.data
-    }
-
-    suspend fun analyzeDouyinAccount(
-        accountId: String,
-        request: DouyinAccountAnalysisRequest
-    ): DouyinAnalysisResult {
-        val resp = api.analyzeDouyinAccount(accountId, request)
-        return resp.data
-    }
-
-    suspend fun listDouyinAnalysisReports(accountId: String): List<DouyinAnalysisReport> {
-        val resp = api.listDouyinAnalysisReports(accountId)
-        return resp.data
-    }
-
-    suspend fun createDouyinSimilarSearch(
-        request: DouyinSimilarSearchRequest
-    ): DouyinSimilaritySearchResult {
-        val resp = api.createDouyinSimilarSearch(request)
-        return resp.data
-    }
-
-    suspend fun getDouyinSimilarSearch(searchId: String): DouyinSimilaritySearchDetail {
-        val resp = api.getDouyinSimilarSearch(searchId)
-        return resp.data
-    }
-
-    suspend fun listDouyinBenchmarkLinks(accountId: String): List<DouyinLinkedAccount> {
-        val resp = api.listDouyinBenchmarkLinks(accountId)
-        return resp.data
-    }
-
-    suspend fun createDouyinBenchmarkLinks(
-        accountId: String,
-        request: DouyinBenchmarkLinkRequest
-    ): DouyinBenchmarkLinkResult {
-        val resp = api.createDouyinBenchmarkLinks(accountId, request)
-        return resp.data
-    }
-}
--- a/android-app/app/src/main/java/com/aiglasses/app/data/Models.kt
+++ b/android-app/app/src/main/java/com/aiglasses/app/data/Models.kt
@@ -1,540 +0,0 @@
-package com.aiglasses.app.data
-
-import kotlinx.serialization.SerialName
-import kotlinx.serialization.Serializable
-import kotlinx.serialization.json.JsonElement
-import kotlinx.serialization.json.JsonObject
-
-@Serializable
-data class ApiEnvelope<T>(
-    val code: Int,
-    val message: String,
-    val traceId: String,
-    val data: T
-)
-
-@Serializable
-data class HealthzData(
-    val status: String = "",
-    val env: String = "",
-    val dbPath: String = ""
-)
-
-@Serializable
-data class BindConfirmRequest(
-    val deviceId: String,
-    val deviceSn: String? = null,
-    val deviceModel: String? = null,
-    val deviceFwVer: String? = null,
-    val appUserId: String
-)
-
-@Serializable
-data class BindConfirmData(
-    val bindStatus: String,
-    val licenseStatus: String,
-    val licenseKeyMasked: String,
-    val licenseKey: String = ""
-)
-
-@Serializable
-data class CreateSessionRequest(
-    val deviceId: String,
-    val appUserId: String,
-    val scene: String = "voice_assistant",
-    val language: String = "zh-CN",
-    val clientTs: Long? = null
-)
-
-@Serializable
-data class SessionData(
-    val sessionId: String,
-    val provider: String,
-    val cid: String,
-    val token: String,
-    val tokenExpireAt: Long,
-    val wsUrl: String,
-    val heartbeatSec: Int,
-    val appId: String = "",
-    val context: String = "",
-    val realtimeWsUrl: String = ""
-)
-
-@Serializable
-data class StopSessionRequest(
-    val reason: String = "user_stop"
-)
-
-@Serializable
-data class StopSessionData(
-    val sessionStatus: String
-)
-
-@Serializable
-data class HeartbeatRequest(
-    val networkType: String? = "wifi",
-    val bleRssi: Int? = null
-)
-
-@Serializable
-data class HeartbeatData(
-    val sessionStatus: String,
-    val heartbeatAt: Long
-)
-
-@Serializable
-data class ClientEventRequest(
-    val sessionId: String? = null,
-    val deviceId: String,
-    val eventType: String,
-    val eventLevel: String = "INFO",
-    val payload: Map<String, String> = emptyMap(),
-    val ts: Long? = null
-)
-
-@Serializable
-data class ClientEventBatchRequest(
-    val events: List<ClientEventRequest> = emptyList()
-)
-
-@Serializable
-data class EventSavedData(
-    val saved: Boolean
-)
-
-@Serializable
-data class EventsBatchSavedData(
-    val saved: Int = 0
-)
-
-@Serializable
-data class SessionMessageRequest(
-    val message: String,
-    val messageType: String = "text",
-    val messageId: String? = null,
-    val extra: Map<String, String> = emptyMap()
-)
-
-@Serializable
-data class ProviderActionData(
-    val status: String = "UNKNOWN",
-    val detail: String = "",
-    val asrText: String = "",
-    val ttsText: String = "",
-    val audioBase64: String = "",
-    val audioUrl: String = ""
-)
-
-@Serializable
-data class SwitchRoleRequest(
-    val sceneId: String,
-    val roleId: String,
-    val extra: Map<String, String> = emptyMap()
-)
-
-@Serializable
-data class SessionInterruptRequest(
-    val interrupt: Boolean = true,
-    val extra: Map<String, String> = emptyMap()
-)
-
-@Serializable
-data class DeviceStatusData(
-    val bindStatus: String,
-    val licenseStatus: String,
-    val activeSessionId: String? = null,
-    val activeSessionStatus: String? = null
-)
-
-@Serializable
-data class AdminStats(
-    val totalDevices: Int = 0,
-    val totalSessions: Int = 0,
-    val runningSessions: Int = 0,
-    val totalLicenses: Int = 0,
-    val usedLicenseQuota: Int = 0
-)
-
-@Serializable
-data class BaiduInfo(
-    val mode: String = "-",
-    val generateConfigured: Boolean = false,
-    val stopConfigured: Boolean = false,
-    val activationQueryConfigured: Boolean = false
-)
-
-@Serializable
-data class AdminOverviewData(
-    val stats: AdminStats = AdminStats(),
-    val baidu: BaiduInfo = BaiduInfo()
-)
-
-@Serializable
-data class ActivationQueryData(
-    val deviceId: String = "",
-    val appId: String = "",
-    val status: String = "UNKNOWN",
-    val detail: String = "",
-    val licenseKeyMasked: String = ""
-)
-
-@Serializable
-data class ReloadLicensesData(
-    val inserted: Int = 0
-)
-
-@Serializable
-data class AppUpdateLatestData(
-    val platform: String = "android",
-    val channel: String = "stable",
-    val hasUpdate: Boolean = false,
-    val latestVersionCode: Int = 0,
-    val latestVersionName: String = "",
-    val minSupportedCode: Int = 0,
-    val downloadUrl: String = "",
-    val apkSha256: String = "",
-    val releaseNotes: String = "",
-    val forceUpdate: Boolean = false,
-    val publishedAt: Long = 0L
-)
-
-@Serializable
-data class DouyinManualPageCaptureRequest(
-    val url: String = "",
-    val title: String = "",
-    val payload: JsonObject = JsonObject(emptyMap())
-)
-
-@Serializable
-data class DouyinAccountSyncRequest(
-    @SerialName("profile_url")
-    val profileUrl: String = "",
-    @SerialName("session_cookie")
-    val sessionCookie: String = "",
-    @SerialName("creator_center_urls")
-    val creatorCenterUrls: List<String> = emptyList(),
-    @SerialName("manual_profile_payload")
-    val manualProfilePayload: JsonObject? = null,
-    @SerialName("manual_creator_pages")
-    val manualCreatorPages: List<DouyinManualPageCaptureRequest> = emptyList(),
-    @SerialName("manual_work_payloads")
-    val manualWorkPayloads: List<JsonObject> = emptyList(),
-    @SerialName("discovery_note")
-    val discoveryNote: String = ""
-)
-
-@Serializable
-data class DouyinProfileStats(
-    val followers: Double = 0.0,
-    val following: Double = 0.0,
-    val likes: Double = 0.0,
-    val videos: Double = 0.0
-)
-
-@Serializable
-data class DouyinVideoStats(
-    val play: Double = 0.0,
-    val like: Double = 0.0,
-    val comment: Double = 0.0,
-    val share: Double = 0.0,
-    val collect: Double = 0.0
-)
-
-@Serializable
-data class DouyinVideoSummaryItem(
-    @SerialName("aweme_id")
-    val awemeId: String = "",
-    val title: String = "",
-    val description: String = "",
-    val tags: List<String> = emptyList(),
-    @SerialName("published_at")
-    val publishedAt: String? = null,
-    val stats: DouyinVideoStats = DouyinVideoStats()
-)
-
-@Serializable
-data class DouyinVideoSummary(
-    val count: Int = 0,
-    @SerialName("top_tags")
-    val topTags: List<String> = emptyList(),
-    @SerialName("avg_play")
-    val avgPlay: Double = 0.0,
-    @SerialName("avg_like")
-    val avgLike: Double = 0.0,
-    @SerialName("avg_comment")
-    val avgComment: Double = 0.0,
-    @SerialName("avg_share")
-    val avgShare: Double = 0.0,
-    val videos: List<DouyinVideoSummaryItem> = emptyList()
-)
-
-@Serializable
-data class DouyinAccountSummary(
-    val id: String = "",
-    val nickname: String = "",
-    val signature: String = "",
-    @SerialName("profile_url")
-    val profileUrl: String = "",
-    @SerialName("avatar_url")
-    val avatarUrl: String = "",
-    @SerialName("sec_uid")
-    val secUid: String = "",
-    @SerialName("douyin_id")
-    val douyinId: String = "",
-    @SerialName("profile_stats")
-    val profileStats: DouyinProfileStats = DouyinProfileStats(),
-    val tags: List<String> = emptyList(),
-    val keywords: List<String> = emptyList(),
-    @SerialName("sync_status")
-    val syncStatus: String = "",
-    @SerialName("video_summary")
-    val videoSummary: DouyinVideoSummary = DouyinVideoSummary()
-)
-
-@Serializable
-data class DouyinSnapshotSummary(
-    val id: String = "",
-    @SerialName("snapshot_type")
-    val snapshotType: String = "",
-    @SerialName("source_url")
-    val sourceUrl: String = "",
-    @SerialName("field_count")
-    val fieldCount: Int = 0,
-    @SerialName("collected_at")
-    val collectedAt: String = "",
-    val summary: JsonObject = JsonObject(emptyMap())
-)
-
-@Serializable
-data class DouyinModelProfileSummary(
-    val id: String = "",
-    val name: String = "",
-    @SerialName("model_name")
-    val modelName: String = "",
-    @SerialName("base_url")
-    val baseUrl: String = "",
-    @SerialName("is_default")
-    val isDefault: Boolean = false
-)
-
-@Serializable
-data class DouyinAnalysisSuggestion(
-    val id: String = "",
-    @SerialName("model_profile_id")
-    val modelProfileId: String = "",
-    @SerialName("model_label")
-    val modelLabel: String = "",
-    val status: String = "",
-    @SerialName("suggestion_text")
-    val suggestionText: String = "",
-    @SerialName("parsed_json")
-    val parsedJson: JsonElement = JsonObject(emptyMap())
-)
-
-@Serializable
-data class DouyinAnalysisReport(
-    val id: String = "",
-    @SerialName("focus_text")
-    val focusText: String = "",
-    @SerialName("model_profile_ids")
-    val modelProfileIds: List<String> = emptyList(),
-    @SerialName("linked_account_ids")
-    val linkedAccountIds: List<String> = emptyList(),
-    @SerialName("created_at")
-    val createdAt: String = "",
-    val suggestions: List<DouyinAnalysisSuggestion> = emptyList()
-)
-
-@Serializable
-data class DouyinSimilaritySearchPreview(
-    val id: String = "",
-    val keywords: List<String> = emptyList(),
-    @SerialName("created_at")
-    val createdAt: String = ""
-)
-
-@Serializable
-data class DouyinLinkedAccount(
-    @SerialName("relation_id")
-    val relationId: String = "",
-    @SerialName("relation_type")
-    val relationType: String = "",
-    val note: String = "",
-    @SerialName("search_id")
-    val searchId: String = "",
-    @SerialName("created_at")
-    val createdAt: String = "",
-    @SerialName("target_account_id")
-    val targetAccountId: String? = null,
-    @SerialName("target_profile_url")
-    val targetProfileUrl: String = "",
-    @SerialName("target_nickname")
-    val targetNickname: String = "",
-    @SerialName("target_signature")
-    val targetSignature: String = "",
-    @SerialName("target_profile_stats")
-    val targetProfileStats: DouyinProfileStats = DouyinProfileStats(),
-    @SerialName("target_tags")
-    val targetTags: List<String> = emptyList()
-)
-
-@Serializable
-data class DouyinAccountWorkspace(
-    val account: DouyinAccountSummary = DouyinAccountSummary(),
-    @SerialName("latest_public_snapshot")
-    val latestPublicSnapshot: DouyinSnapshotSummary? = null,
-    @SerialName("latest_creator_snapshot")
-    val latestCreatorSnapshot: DouyinSnapshotSummary? = null,
-    @SerialName("linked_accounts")
-    val linkedAccounts: List<DouyinLinkedAccount> = emptyList(),
-    @SerialName("recent_reports")
-    val recentReports: List<DouyinAnalysisReport> = emptyList(),
-    @SerialName("recent_similarity_searches")
-    val recentSimilaritySearches: List<DouyinSimilaritySearchPreview> = emptyList(),
-    @SerialName("available_model_profiles")
-    val availableModelProfiles: List<DouyinModelProfileSummary> = emptyList(),
-    @SerialName("sync_errors")
-    val syncErrors: List<String> = emptyList()
-)
-
-@Serializable
-data class DouyinAccountAnalysisRequest(
-    @SerialName("model_profile_ids")
-    val modelProfileIds: List<String> = emptyList(),
-    @SerialName("linked_account_ids")
-    val linkedAccountIds: List<String> = emptyList(),
-    @SerialName("include_linked_accounts")
-    val includeLinkedAccounts: Boolean = true,
-    @SerialName("include_recent_similar_candidates")
-    val includeRecentSimilarCandidates: Boolean = true,
-    @SerialName("max_videos")
-    val maxVideos: Int = 12,
-    @SerialName("extra_focus")
-    val extraFocus: String = "",
-    val temperature: Double = 0.35
-)
-
-@Serializable
-data class DouyinAnalysisResult(
-    @SerialName("report_id")
-    val reportId: String = "",
-    @SerialName("created_at")
-    val createdAt: String = "",
-    val context: JsonElement = JsonObject(emptyMap()),
-    val suggestions: List<DouyinAnalysisSuggestion> = emptyList()
-)
-
-@Serializable
-data class DouyinSimilarSearchRequest(
-    @SerialName("source_account_id")
-    val sourceAccountId: String? = null,
-    @SerialName("profile_url")
-    val profileUrl: String? = null,
-    @SerialName("candidate_urls")
-    val candidateUrls: List<String> = emptyList(),
-    @SerialName("seed_linked_accounts")
-    val seedLinkedAccounts: Boolean = true,
-    @SerialName("search_public_pages")
-    val searchPublicPages: Boolean = true,
-    @SerialName("model_profile_id")
-    val modelProfileId: String? = null,
-    @SerialName("max_candidates")
-    val maxCandidates: Int = 10,
-    @SerialName("extra_requirements")
-    val extraRequirements: String = ""
-)
-
-@Serializable
-data class DouyinSimilarCandidate(
-    val id: String = "",
-    @SerialName("candidate_account_id")
-    val candidateAccountId: String? = null,
-    @SerialName("candidate_profile_url")
-    val candidateProfileUrl: String = "",
-    @SerialName("candidate_nickname")
-    val candidateNickname: String = "",
-    @SerialName("heuristic_score")
-    val heuristicScore: Double = 0.0,
-    @SerialName("agent_score")
-    val agentScore: Double = 0.0,
-    @SerialName("rationale_text")
-    val rationaleText: String = "",
-    val dimensions: JsonElement = JsonObject(emptyMap()),
-    @SerialName("rank_index")
-    val rankIndex: Int = 0
-)
-
-@Serializable
-data class DouyinSimilaritySearchResult(
-    @SerialName("search_id")
-    val searchId: String = "",
-    @SerialName("source_account")
-    val sourceAccount: DouyinAccountSummary = DouyinAccountSummary(),
-    @SerialName("model_profile")
-    val modelProfile: JsonObject = JsonObject(emptyMap()),
-    @SerialName("raw_model_output")
-    val rawModelOutput: String = "",
-    val candidates: List<DouyinSimilarCandidate> = emptyList()
-)
-
-@Serializable
-data class DouyinSimilaritySearchDetail(
-    val id: String = "",
-    @SerialName("source_account_id")
-    val sourceAccountId: String? = null,
-    @SerialName("source_profile_url")
-    val sourceProfileUrl: String = "",
-    val keywords: List<String> = emptyList(),
-    val context: JsonElement = JsonObject(emptyMap()),
-    @SerialName("created_at")
-    val createdAt: String = "",
-    val candidates: List<DouyinSimilarCandidate> = emptyList()
-)
-
-@Serializable
-data class DouyinBenchmarkLinkRequest(
-    @SerialName("target_account_ids")
-    val targetAccountIds: List<String> = emptyList(),
-    @SerialName("target_profile_urls")
-    val targetProfileUrls: List<String> = emptyList(),
-    @SerialName("relation_type")
-    val relationType: String = "benchmark",
-    val note: String = "",
-    @SerialName("search_id")
-    val searchId: String = ""
-)
-
-@Serializable
-data class DouyinBenchmarkLinkResult(
-    val saved: Int = 0,
-    @SerialName("relation_ids")
-    val relationIds: List<String> = emptyList(),
-    val links: List<DouyinLinkedAccount> = emptyList()
-)
-
-@Serializable
-data class DouyinSnapshotField(
-    @SerialName("field_path")
-    val fieldPath: String = "",
-    @SerialName("field_type")
-    val fieldType: String = "",
-    @SerialName("field_value_text")
-    val fieldValueText: String = ""
-)
-
-@Serializable
-data class DouyinSnapshotDetail(
-    val id: String = "",
-    @SerialName("snapshot_type")
-    val snapshotType: String = "",
-    @SerialName("source_url")
-    val sourceUrl: String = "",
-    @SerialName("field_count")
-    val fieldCount: Int = 0,
-    @SerialName("collected_at")
-    val collectedAt: String = "",
-    val summary: JsonObject = JsonObject(emptyMap()),
-    @SerialName("raw_payload")
-    val rawPayload: JsonElement = JsonObject(emptyMap()),
-    val fields: List<DouyinSnapshotField> = emptyList()
-)
--- a/android-app/app/src/main/java/com/aiglasses/app/storyforge/StoryForgeApiService.kt
+++ b/android-app/app/src/main/java/com/aiglasses/app/storyforge/StoryForgeApiService.kt
@@ -57,9 +57,6 @@ interface StoryForgeApiService {
    @POST("v2/explore/text")
    suspend fun createTextJob(@Body request: ExploreTextRequest): JobDto

-    @POST("v2/pipelines/content-source-sync")
-    suspend fun createContentSourceSyncJob(@Body request: ContentSourceSyncRequest): JobDto
-
    @Multipart
    @POST("v2/explore/upload-video")
    suspend fun uploadVideo(
--- a/android-app/app/src/main/java/com/aiglasses/app/storyforge/StoryForgeModels.kt
+++ b/android-app/app/src/main/java/com/aiglasses/app/storyforge/StoryForgeModels.kt
@@ -1,10 +1,6 @@
 package com.aiglasses.app.storyforge

 import kotlinx.serialization.Serializable
-import kotlinx.serialization.json.JsonArray
-import kotlinx.serialization.json.JsonObject
-import kotlinx.serialization.json.buildJsonArray
-import kotlinx.serialization.json.buildJsonObject

@Serializable
 data class RegisterAccountRequest(
@@ -69,23 +65,13 @@ data class PreferredModelRequest(
    val model_profile_id: String
 )

-@Serializable
-data class ProjectDto(
-    val id: String,
-    val user_id: String,
-    val name: String,
-    val description: String = "",
-    val created_at: String = "",
-    val updated_at: String = ""
-)
-
@Serializable
 data class KnowledgeBaseDto(
    val id: String,
    val user_id: String,
-    val project_id: String = "",
    val name: String,
    val description: String = "",
+    val fastgpt_dataset_id: String? = null,
    val sync_status: String = "pending",
    val document_count: Int = 0,
    val linked_assistant_count: Int = 0,
@@ -96,7 +82,6 @@ data class KnowledgeBaseDto(
@Serializable
 data class KnowledgeBaseCreateRequest(
    val name: String,
-    val project_id: String = "",
    val description: String = ""
 )

@@ -104,13 +89,12 @@ data class KnowledgeBaseCreateRequest(
 data class AssistantDto(
    val id: String,
    val user_id: String,
-    val project_id: String = "",
    val name: String,
    val description: String = "",
    val system_prompt: String = "",
    val generation_goal: String = "",
    val knowledge_base_ids: List<String> = emptyList(),
-    val config: JsonObject = buildJsonObject { },
+    val fastgpt_app_key: String = "",
    val model_profile_id: String = "",
    val created_at: String = "",
    val updated_at: String = ""
@@ -123,7 +107,7 @@ data class AssistantCreateRequest(
    val system_prompt: String = "",
    val generation_goal: String = "",
    val knowledge_base_ids: List<String> = emptyList(),
-    val project_id: String = "",
+    val fastgpt_app_key: String = "",
    val model_profile_id: String = ""
 )

@@ -134,7 +118,7 @@ data class AssistantUpdateRequest(
    val system_prompt: String? = null,
    val generation_goal: String? = null,
    val knowledge_base_ids: List<String>? = null,
-    val project_id: String? = null,
+    val fastgpt_app_key: String? = null,
    val model_profile_id: String? = null
 )

@@ -142,7 +126,6 @@ data class AssistantUpdateRequest(
 data class ExploreVideoLinkRequest(
    val video_url: String,
    val title: String? = null,
-    val project_id: String? = null,
    val knowledge_base_id: String? = null,
    val assistant_id: String? = null,
    val analysis_model_profile_id: String? = null,
@@ -153,54 +136,28 @@ data class ExploreVideoLinkRequest(
 data class ExploreTextRequest(
    val title: String,
    val content: String,
-    val project_id: String? = null,
    val knowledge_base_id: String? = null,
    val assistant_id: String? = null,
    val analysis_model_profile_id: String? = null
 )

-@Serializable
-data class ContentSourceSyncRequest(
-    val project_id: String = "",
-    val knowledge_base_id: String = "",
-    val assistant_id: String = "",
-    val content_source_id: String = "",
-    val platform: String = "",
-    val handle: String = "",
-    val source_url: String = "",
-    val title: String = "",
-    val analysis_model_profile_id: String = "",
-    val language: String = "auto",
-    val max_items: Int = 5,
-    val skip_existing: Boolean = true,
-    val auto_trigger_analysis: Boolean = true
-)
-
@Serializable
 data class JobDto(
    val id: String,
    val user_id: String,
-    val project_id: String = "",
-    val parent_job_id: String = "",
    val assistant_id: String? = null,
    val knowledge_base_id: String,
-    val content_source_id: String = "",
    val source_type: String,
-    val line_type: String = "analysis",
-    val workflow_key: String = "",
-    val orchestrator: String = "n8n",
-    val provider_name: String = "",
-    val provider_task_id: String = "",
    val source_url: String? = null,
    val title: String,
    val language: String,
    val status: String,
    val transcript_text: String = "",
    val style_summary: String = "",
+    val fastgpt_collection_id: String = "",
    val upload_status: String = "pending",
    val error: String = "",
-    val artifacts: JsonObject = buildJsonObject { },
-    val result: JsonObject = buildJsonObject { },
+    val artifacts: Map<String, String> = emptyMap(),
    val analysis_model_profile_id: String = "",
    val created_at: String = "",
    val updated_at: String = ""
@@ -216,9 +173,7 @@ data class KnowledgeDocumentDto(
    val transcript_text: String = "",
    val style_summary: String = "",
    val combined_text: String = "",
-    val analysis: JsonObject = buildJsonObject { },
-    val storyboards: JsonArray = buildJsonArray { },
-    val source_artifacts: JsonObject = buildJsonObject { },
+    val fastgpt_collection_id: String = "",
    val analysis_model_profile_id: String = "",
    val created_at: String = "",
    val updated_at: String = ""
@@ -245,7 +200,6 @@ data class GenerateCopyResponseDto(
@Serializable
 data class DashboardDto(
    val account: AccountDto,
-    val projects: List<ProjectDto> = emptyList(),
    val knowledge_bases: List<KnowledgeBaseDto> = emptyList(),
    val assistants: List<AssistantDto> = emptyList(),
    val recent_jobs: List<JobDto> = emptyList(),
--- a/android-app/app/src/main/java/com/aiglasses/app/storyforge/StoryForgeRepository.kt
+++ b/android-app/app/src/main/java/com/aiglasses/app/storyforge/StoryForgeRepository.kt
@@ -147,32 +147,6 @@ class StoryForgeRepository(private val context: Context) {
        )
    )

-    suspend fun createContentSourceSyncJob(
-        platform: String,
-        handle: String,
-        sourceUrl: String,
-        title: String,
-        knowledgeBaseId: String,
-        assistantId: String,
-        analysisModelProfileId: String,
-        maxItems: Int,
-        skipExisting: Boolean,
-        autoTriggerAnalysis: Boolean
-    ): JobDto = api().createContentSourceSyncJob(
-        ContentSourceSyncRequest(
-            knowledge_base_id = knowledgeBaseId,
-            assistant_id = assistantId,
-            platform = platform,
-            handle = handle,
-            source_url = sourceUrl,
-            title = title,
-            analysis_model_profile_id = analysisModelProfileId,
-            max_items = maxItems,
-            skip_existing = skipExisting,
-            auto_trigger_analysis = autoTriggerAnalysis
-        )
-    )
-
    suspend fun uploadVideo(
        uri: Uri,
        title: String,
--- a/android-app/app/src/main/java/com/aiglasses/app/storyforge/StoryForgeScreen.kt
+++ b/android-app/app/src/main/java/com/aiglasses/app/storyforge/StoryForgeScreen.kt
@@ -53,19 +53,14 @@ fun StoryForgeScreen(
    onInstallLatestUpdate: () -> Unit
 ) {
    val heroBrush = Brush.linearGradient(
-        colors = listOf(Color(0xFFEAF3FF), Color(0xFFD6E9FF), Color(0xFFF7FBFF))
+        colors = listOf(Color(0xFF0B3C5D), Color(0xFF1F6E5F), Color(0xFFB97524))
    )

    Scaffold(
        bottomBar = {
            if (state.isAuthenticated && state.isApproved) {
-                NavigationBar(
-                    modifier = Modifier.navigationBarsPadding(),
-                    containerColor = MaterialTheme.colorScheme.surface
-                ) {
-                    BottomTabItem(label = "总览", tab = StoryForgeTab.Overview, state = state, onSelect = vm::selectTab)
-                    BottomTabItem(label = "对标", tab = StoryForgeTab.Benchmark, state = state, onSelect = vm::selectTab)
-                    BottomTabItem(label = "Agent", tab = StoryForgeTab.Agent, state = state, onSelect = vm::selectTab)
+                NavigationBar(modifier = Modifier.navigationBarsPadding()) {
+                    BottomTabItem(label = "探索", tab = StoryForgeTab.Explore, state = state, onSelect = vm::selectTab)
                    BottomTabItem(label = "生产", tab = StoryForgeTab.Production, state = state, onSelect = vm::selectTab)
                    BottomTabItem(label = "我的", tab = StoryForgeTab.Mine, state = state, onSelect = vm::selectTab)
                }
@@ -105,29 +100,13 @@ private fun BottomTabItem(
        modifier = Modifier
            .clip(RoundedCornerShape(18.dp))
            .clickable { onSelect(tab) }
-            .background(
-                if (selected) MaterialTheme.colorScheme.primary.copy(alpha = 0.12f) else Color.Transparent
-            )
-            .padding(horizontal = 10.dp, vertical = 10.dp),
+            .background(if (selected) MaterialTheme.colorScheme.primaryContainer else Color.Transparent)
+            .padding(horizontal = 14.dp, vertical = 10.dp),
        contentAlignment = Alignment.Center
    ) {
        Column(horizontalAlignment = Alignment.CenterHorizontally) {
-            Box(
-                modifier = Modifier
-                    .size(10.dp)
-                    .clip(RoundedCornerShape(999.dp))
-                    .background(
-                        if (selected) MaterialTheme.colorScheme.primary
-                        else MaterialTheme.colorScheme.outline.copy(alpha = 0.45f)
-                    )
-            )
-            Spacer(modifier = Modifier.height(6.dp))
-            Text(
-                text = label,
-                style = MaterialTheme.typography.labelSmall,
-                fontWeight = if (selected) FontWeight.Bold else FontWeight.Medium,
-                color = if (selected) MaterialTheme.colorScheme.primary else MaterialTheme.colorScheme.onSurface.copy(alpha = 0.72f)
-            )
+            Text(text = label.take(1), fontWeight = FontWeight.Bold)
+            Text(label, style = MaterialTheme.typography.labelSmall)
        }
    }
 }
@@ -148,7 +127,7 @@ private fun AuthScreen(
        Card(
            colors = CardDefaults.cardColors(containerColor = MaterialTheme.colorScheme.surface),
            shape = RoundedCornerShape(28.dp),
-            elevation = CardDefaults.cardElevation(defaultElevation = 6.dp),
+            elevation = CardDefaults.cardElevation(defaultElevation = 4.dp),
            modifier = Modifier.fillMaxWidth()
        ) {
            Column(
@@ -157,21 +136,15 @@ private fun AuthScreen(
                    .padding(22.dp),
                verticalArrangement = Arrangement.spacedBy(12.dp)
            ) {
-                Text("StoryForge", style = MaterialTheme.typography.headlineMedium)
+                Text("StoryForge AI", style = MaterialTheme.typography.headlineSmall)
                Text(
-                    if (state.authMode == StoryForgeAuthMode.Login) "登录工作区，继续对标、Agent 和生产流程。"
-                    else "先创建账号，审批通过后就能开始搭项目和 Agent。",
+                    if (state.authMode == StoryForgeAuthMode.Login) "登录账号" else "注册新账号，提交后等待主管理员审批",
                    style = MaterialTheme.typography.bodyMedium,
-                    color = MaterialTheme.colorScheme.onSurface.copy(alpha = 0.72f)
+                    color = MaterialTheme.colorScheme.onSurface.copy(alpha = 0.7f)
                )
                ChoiceRow(
-                    options = listOf(
-                        "登录" to (state.authMode == StoryForgeAuthMode.Login),
-                        "注册" to (state.authMode == StoryForgeAuthMode.Register)
-                    ),
-                    onSelect = { label ->
-                        vm.setAuthMode(if (label == "登录") StoryForgeAuthMode.Login else StoryForgeAuthMode.Register)
-                    }
+                    options = listOf("登录" to (state.authMode == StoryForgeAuthMode.Login), "注册" to (state.authMode == StoryForgeAuthMode.Register)),
+                    onSelect = { label -> vm.setAuthMode(if (label == "登录") StoryForgeAuthMode.Login else StoryForgeAuthMode.Register) }
                )
                OutlinedTextField(
                    value = state.username,
@@ -195,7 +168,7 @@ private fun AuthScreen(
                    if (state.busy) {
                        CircularProgressIndicator(modifier = Modifier.size(18.dp), strokeWidth = 2.dp)
                    } else {
-                        Text(if (state.authMode == StoryForgeAuthMode.Login) "进入工作区" else "提交注册")
+                        Text(if (state.authMode == StoryForgeAuthMode.Login) "登录" else "注册")
                    }
                }
                if (state.statusMessage.isNotBlank()) {
@@ -224,22 +197,22 @@ private fun PendingApprovalScreen(
    ) {
        HeroCard(
            title = "等待审批",
-            subtitle = "${account?.display_name ?: account?.username ?: "当前账号"} 已登录，待主管理员通过后继续使用。",
+            subtitle = "${account?.display_name ?: account?.username ?: "当前账号"} 已登录，但尚未通过主管理员审批。",
            heroBrush = heroBrush,
            badges = listOf(
-                "状态 ${account?.approval_status ?: "pending"}",
-                if (state.resolvedIp.isNotBlank()) "已解析 ${state.resolvedIp}" else ""
+                "审批状态：${account?.approval_status ?: "pending"}",
+                if (state.resolvedIp.isNotBlank()) "已解析到 ${state.resolvedIp}" else ""
            ).filter { it.isNotBlank() }
        )
        SectionCard(title = "当前说明", subtitle = state.statusMessage) {
-            Text("审批通过前，项目、对标、Agent 和生产入口都会先锁定。")
+            Text("新注册账号在主管理员通过前，无法访问探索、生产和知识库功能。")
            Spacer(modifier = Modifier.height(12.dp))
            Row(horizontalArrangement = Arrangement.spacedBy(12.dp)) {
                Button(onClick = vm::refreshApprovalStatus, enabled = !state.busy) {
-                    Text("刷新状态")
+                    Text("刷新审批状态")
                }
                OutlinedButton(onClick = vm::logout) {
-                    Text("退出")
+                    Text("退出登录")
                }
            }
            if (state.errorMessage.isNotBlank()) {
@@ -268,19 +241,11 @@ private fun AppShell(
    ) {
        HeroCard(
            title = when (state.currentTab) {
-                StoryForgeTab.Overview -> "项目总览"
-                StoryForgeTab.Benchmark -> "找对标"
-                StoryForgeTab.Agent -> "Agent"
-                StoryForgeTab.Production -> "生产中心"
-                StoryForgeTab.Mine -> "我的"
-            },
-            subtitle = when (state.currentTab) {
-                StoryForgeTab.Overview -> "今天先看项目状态、跟踪日报和高价值动作。"
-                StoryForgeTab.Benchmark -> "导入主页、作品或本地视频，让 Agent 识别并归类学习。"
-                StoryForgeTab.Agent -> "定义账号方向、主模型和调研目标，再生成内容。"
-                StoryForgeTab.Production -> "把文案、封面、实拍剪辑和 AI 视频放进同一条生产泳道。"
-                StoryForgeTab.Mine -> "管理账号、模型、审批、OTA 和系统状态。"
+                StoryForgeTab.Explore -> "探索素材"
+                StoryForgeTab.Production -> "生产文案"
+                StoryForgeTab.Mine -> "我的工作台"
            },
+            subtitle = state.statusMessage,
            heroBrush = heroBrush,
            badges = listOf(
                state.account?.display_name ?: state.account?.username.orEmpty(),
@@ -290,9 +255,7 @@ private fun AppShell(
        )
        StatusStrip(state = state, onRefresh = vm::refreshWorkspace)
        when (state.currentTab) {
-            StoryForgeTab.Overview -> OverviewTab(state = state, vm = vm)
-            StoryForgeTab.Benchmark -> BenchmarkTab(state = state, vm = vm, onPickVideo = onPickVideo)
-            StoryForgeTab.Agent -> AgentTab(state = state, vm = vm)
+            StoryForgeTab.Explore -> ExploreTab(state = state, vm = vm, onPickVideo = onPickVideo)
            StoryForgeTab.Production -> ProductionTab(state = state, vm = vm)
            StoryForgeTab.Mine -> MineTab(state = state, vm = vm, onInstallLatestUpdate = onInstallLatestUpdate)
        }
@@ -304,9 +267,9 @@ private fun StatusStrip(state: StoryForgeUiState, onRefresh: () -> Unit) {
    SectionCard(title = "连接状态", subtitle = if (state.busy) "正在同步" else "已连接") {
        Text(
            text = if (state.originalHost.isNotBlank()) {
-                "当前请求会保留 Host=${state.originalHost}，解析 IP=${state.resolvedIp.ifBlank { "未解析" }}"
+                "外网域名已解析为 ${state.resolvedIp}，请求会携带 Host=${state.originalHost}"
            } else {
-                "当前地址：${state.baseUrl}"
+                "当前使用地址：${state.baseUrl}"
            },
            style = MaterialTheme.typography.bodySmall
        )
@@ -326,292 +289,135 @@ private fun StatusStrip(state: StoryForgeUiState, onRefresh: () -> Unit) {
 }

@Composable
-private fun OverviewTab(state: StoryForgeUiState, vm: StoryForgeViewModel) {
-    SectionCard(title = "今日概览", subtitle = "先看库存、活跃 Agent 和待处理任务。") {
-        StatsRow(
-            metrics = listOf(
-                "知识库" to state.knowledgeBases.size.toString(),
-                "Agent" to state.assistants.size.toString(),
-                "任务" to state.jobs.size.toString(),
-                "素材" to state.documents.size.toString()
-            )
-        )
-    }
-
-    SectionCard(title = "跟踪日报", subtitle = "这里先用最近任务和时间线模拟移动端日报摘要。") {
-        val latest = state.jobs.take(3)
-        if (latest.isEmpty()) {
-            Text("今天还没有新的更新，先去找对标导入一个账号或作品。")
-        } else {
-            latest.forEach { job ->
-                MiniCard(
-                    title = job.title,
-                    subtitle = buildString {
-                        append("状态 ${job.status}")
-                        if (job.workflow_key.isNotBlank()) append(" · ${job.workflow_key}")
-                        if (job.style_summary.isNotBlank()) append(" · ${job.style_summary.take(42)}")
-                    }
-                )
-                Spacer(modifier = Modifier.height(10.dp))
-            }
-        }
-    }
-
-    SectionCard(title = "今天先做什么", subtitle = "把最高频动作放到首屏。") {
-        ActionRow(
-            actions = listOf(
-                "找对标" to { vm.selectTab(StoryForgeTab.Benchmark) },
-                "配 Agent" to { vm.selectTab(StoryForgeTab.Agent) },
-                "去生产" to { vm.selectTab(StoryForgeTab.Production) },
-                "看我的" to { vm.selectTab(StoryForgeTab.Mine) }
-            )
-        )
-    }
-
-    SectionCard(title = "最近动态", subtitle = "确认最近一次导入、审批和生成结果。") {
-        state.timeline.take(6).forEach { item ->
-            Text(item, style = MaterialTheme.typography.bodySmall)
-            Spacer(modifier = Modifier.height(6.dp))
-        }
-    }
-}
-
-@Composable
-private fun BenchmarkTab(state: StoryForgeUiState, vm: StoryForgeViewModel, onPickVideo: () -> Unit) {
-    SectionCard(title = "导入对标", subtitle = "导入主页、视频或本地素材，再决定手动绑定还是交给 Agent 自动归类。") {
+private fun ExploreTab(state: StoryForgeUiState, vm: StoryForgeViewModel, onPickVideo: () -> Unit) {
+    SectionCard(title = "素材入口", subtitle = "视频链接、上传视频、输入文字都会转成文本并做风格分析") {
        ChoiceRow(
            options = listOf(
-                "主页" to (state.exploreInputMode == ExploreInputMode.ContentSource),
-                "视频" to (state.exploreInputMode == ExploreInputMode.VideoLink),
-                "上传" to (state.exploreInputMode == ExploreInputMode.UploadVideo),
-                "文本" to (state.exploreInputMode == ExploreInputMode.Text)
+                "视频链接" to (state.exploreInputMode == ExploreInputMode.VideoLink),
+                "上传视频" to (state.exploreInputMode == ExploreInputMode.UploadVideo),
+                "输入文字" to (state.exploreInputMode == ExploreInputMode.Text)
            ),
            onSelect = { label ->
                vm.setExploreInputMode(
                    when (label) {
-                        "主页" -> ExploreInputMode.ContentSource
-                        "视频" -> ExploreInputMode.VideoLink
-                        "上传" -> ExploreInputMode.UploadVideo
+                        "视频链接" -> ExploreInputMode.VideoLink
+                        "上传视频" -> ExploreInputMode.UploadVideo
                        else -> ExploreInputMode.Text
                    }
                )
            }
        )
        Spacer(modifier = Modifier.height(12.dp))
-        AssistantSelector(state = state, onSelect = vm::selectAssistant)
-        Spacer(modifier = Modifier.height(12.dp))
        KnowledgeBaseSelector(state = state, onSelect = vm::selectKnowledgeBase)
        Spacer(modifier = Modifier.height(12.dp))
-        BenchmarkInputPanel(state = state, vm = vm, onPickVideo = onPickVideo)
-    }
-
-    SectionCard(title = "对标池", subtitle = "已经导入的任务和沉淀素材会先堆在这里。") {
-        if (state.jobs.isEmpty() && state.documents.isEmpty()) {
-            Text("先导入一个主页或作品，这里会开始形成你的学习池。")
-        } else {
-            state.jobs.take(3).forEach { job ->
-                MiniCard(
-                    title = job.title,
-                    subtitle = "${job.source_type} · ${job.status} · ${job.line_type.ifBlank { "analysis" }}"
+        AssistantSelector(state = state, onSelect = vm::selectAssistant)
+        Spacer(modifier = Modifier.height(12.dp))
+        Text(
+            text = "当前分析模型：${state.modelProfiles.firstOrNull { it.id == state.account?.preferred_analysis_model_id }?.name ?: "本机默认模型"}",
+            style = MaterialTheme.typography.bodySmall,
+            color = MaterialTheme.colorScheme.onSurface.copy(alpha = 0.7f)
+        )
+        Spacer(modifier = Modifier.height(12.dp))
+        when (state.exploreInputMode) {
+            ExploreInputMode.VideoLink -> {
+                OutlinedTextField(
+                    value = state.videoUrl,
+                    onValueChange = vm::updateVideoUrl,
+                    modifier = Modifier.fillMaxWidth(),
+                    label = { Text("短视频链接") },
+                    minLines = 2
                )
                Spacer(modifier = Modifier.height(10.dp))
+                OutlinedTextField(
+                    value = state.videoTitle,
+                    onValueChange = vm::updateVideoTitle,
+                    modifier = Modifier.fillMaxWidth(),
+                    label = { Text("素材标题（可选）") },
+                    singleLine = true
+                )
+                Spacer(modifier = Modifier.height(12.dp))
+                Button(onClick = vm::submitVideoLink, enabled = !state.busy) {
+                    Text("提交视频链接")
+                }
            }
-            state.documents.take(2).forEach { document ->
-                MiniCard(
-                    title = document.title,
-                    subtitle = document.style_summary.ifBlank { document.transcript_text.take(48) }
+            ExploreInputMode.UploadVideo -> {
+                OutlinedTextField(
+                    value = state.videoTitle,
+                    onValueChange = vm::updateVideoTitle,
+                    modifier = Modifier.fillMaxWidth(),
+                    label = { Text("素材标题（可选）") },
+                    singleLine = true
                )
                Spacer(modifier = Modifier.height(10.dp))
+                Row(horizontalArrangement = Arrangement.spacedBy(12.dp), verticalAlignment = Alignment.CenterVertically) {
+                    OutlinedButton(onClick = onPickVideo) {
+                        Text(if (state.pickedVideoName.isBlank()) "选择视频文件" else "重新选择")
+                    }
+                    Text(
+                        text = if (state.pickedVideoName.isBlank()) "未选择文件" else state.pickedVideoName,
+                        modifier = Modifier.weight(1f),
+                        maxLines = 2,
+                        overflow = TextOverflow.Ellipsis
+                    )
+                }
+                Spacer(modifier = Modifier.height(12.dp))
+                Button(onClick = vm::submitUploadVideo, enabled = !state.busy && state.pickedVideoName.isNotBlank()) {
+                    Text("上传并开始学习")
+                }
+            }
+            ExploreInputMode.Text -> {
+                OutlinedTextField(
+                    value = state.textTitle,
+                    onValueChange = vm::updateTextTitle,
+                    modifier = Modifier.fillMaxWidth(),
+                    label = { Text("素材标题") },
+                    singleLine = true
+                )
+                Spacer(modifier = Modifier.height(10.dp))
+                OutlinedTextField(
+                    value = state.textContent,
+                    onValueChange = vm::updateTextContent,
+                    modifier = Modifier.fillMaxWidth(),
+                    label = { Text("素材文字") },
+                    minLines = 5
+                )
+                Spacer(modifier = Modifier.height(12.dp))
+                Button(onClick = vm::submitText, enabled = !state.busy) {
+                    Text("分析并沉淀到知识库")
+                }
            }
        }
    }

-    state.latestJob?.let { latest ->
-        SectionCard(title = "参考详情", subtitle = latest.title) {
-            KeyValueRow(label = "状态", value = latest.status)
-            KeyValueRow(label = "工作流", value = latest.workflow_key.ifBlank { latest.line_type.ifBlank { "-" } })
-            if (latest.transcript_text.isNotBlank()) {
-                KeyValueBlock(label = "文本转写", value = latest.transcript_text)
+    state.latestJob?.let { latestJob ->
+        SectionCard(title = "最新任务", subtitle = latestJob.title) {
+            KeyValueRow(label = "状态", value = latestJob.status)
+            KeyValueRow(label = "上传状态", value = latestJob.upload_status)
+            if (latestJob.transcript_text.isNotBlank()) {
+                KeyValueBlock(label = "文本转写", value = latestJob.transcript_text)
            }
-            if (latest.style_summary.isNotBlank()) {
-                KeyValueBlock(label = "学习摘要", value = latest.style_summary)
+            if (latestJob.style_summary.isNotBlank()) {
+                KeyValueBlock(label = "风格提炼", value = latestJob.style_summary)
+            }
+            if (latestJob.error.isNotBlank()) {
+                Text(latestJob.error, color = MaterialTheme.colorScheme.error)
+            }
+        }
+    }
+
+    if (state.documents.isNotEmpty()) {
+        SectionCard(title = "当前知识库素材", subtitle = "已经沉淀到所选知识库的文本样本") {
+            state.documents.forEach { document ->
+                MiniCard(title = document.title, subtitle = document.style_summary.ifBlank { document.transcript_text.take(100) })
+                Spacer(modifier = Modifier.height(10.dp))
            }
        }
    }
 }

@Composable
-private fun BenchmarkInputPanel(
-    state: StoryForgeUiState,
-    vm: StoryForgeViewModel,
-    onPickVideo: () -> Unit
-) {
-    when (state.exploreInputMode) {
-        ExploreInputMode.ContentSource -> {
-            ChoiceRow(
-                options = listOf(
-                    "抖音" to (state.accountSyncPlatform == "抖音"),
-                    "B站" to (state.accountSyncPlatform == "bilibili"),
-                    "小红书" to (state.accountSyncPlatform == "小红书")
-                ),
-                onSelect = { label ->
-                    vm.updateAccountSyncPlatform(if (label == "B站") "bilibili" else label)
-                }
-            )
-            Spacer(modifier = Modifier.height(10.dp))
-            OutlinedTextField(
-                value = state.accountSyncUrl,
-                onValueChange = vm::updateAccountSyncUrl,
-                modifier = Modifier.fillMaxWidth(),
-                label = { Text("主页链接或分享页") },
-                minLines = 2
-            )
-            Spacer(modifier = Modifier.height(10.dp))
-            OutlinedTextField(
-                value = state.accountSyncHandle,
-                onValueChange = vm::updateAccountSyncHandle,
-                modifier = Modifier.fillMaxWidth(),
-                label = { Text("账号标识，可选") },
-                singleLine = true
-            )
-            Spacer(modifier = Modifier.height(10.dp))
-            OutlinedTextField(
-                value = state.accountSyncTitle,
-                onValueChange = vm::updateAccountSyncTitle,
-                modifier = Modifier.fillMaxWidth(),
-                label = { Text("导入标题，可选") },
-                singleLine = true
-            )
-            Spacer(modifier = Modifier.height(10.dp))
-            OutlinedTextField(
-                value = state.accountSyncMaxItems,
-                onValueChange = vm::updateAccountSyncMaxItems,
-                modifier = Modifier.fillMaxWidth(),
-                label = { Text("最近拉取数量") },
-                singleLine = true
-            )
-            Spacer(modifier = Modifier.height(12.dp))
-            Row(
-                modifier = Modifier.fillMaxWidth(),
-                horizontalArrangement = Arrangement.spacedBy(12.dp)
-            ) {
-                Row(
-                    modifier = Modifier.weight(1f),
-                    verticalAlignment = Alignment.CenterVertically,
-                    horizontalArrangement = Arrangement.SpaceBetween
-                ) {
-                    Text("跳过旧内容", style = MaterialTheme.typography.bodySmall)
-                    Switch(
-                        checked = state.accountSyncSkipExisting,
-                        onCheckedChange = vm::setAccountSyncSkipExisting
-                    )
-                }
-                Row(
-                    modifier = Modifier.weight(1f),
-                    verticalAlignment = Alignment.CenterVertically,
-                    horizontalArrangement = Arrangement.SpaceBetween
-                ) {
-                    Text("自动分析", style = MaterialTheme.typography.bodySmall)
-                    Switch(
-                        checked = state.accountSyncAutoTriggerAnalysis,
-                        onCheckedChange = vm::setAccountSyncAutoTriggerAnalysis
-                    )
-                }
-            }
-            Spacer(modifier = Modifier.height(12.dp))
-            ActionRow(
-                actions = listOf(
-                    "手动绑定" to vm::submitContentSourceSync,
-                    "交给 Agent" to vm::submitContentSourceSync
-                )
-            )
-        }
-
-        ExploreInputMode.VideoLink -> {
-            OutlinedTextField(
-                value = state.videoUrl,
-                onValueChange = vm::updateVideoUrl,
-                modifier = Modifier.fillMaxWidth(),
-                label = { Text("作品链接") },
-                minLines = 2
-            )
-            Spacer(modifier = Modifier.height(10.dp))
-            OutlinedTextField(
-                value = state.videoTitle,
-                onValueChange = vm::updateVideoTitle,
-                modifier = Modifier.fillMaxWidth(),
-                label = { Text("作品标题，可选") },
-                singleLine = true
-            )
-            Spacer(modifier = Modifier.height(12.dp))
-            ActionRow(
-                actions = listOf(
-                    "手动导入" to vm::submitVideoLink,
-                    "交给 Agent" to vm::submitVideoLink
-                )
-            )
-        }
-
-        ExploreInputMode.UploadVideo -> {
-            OutlinedTextField(
-                value = state.videoTitle,
-                onValueChange = vm::updateVideoTitle,
-                modifier = Modifier.fillMaxWidth(),
-                label = { Text("素材标题，可选") },
-                singleLine = true
-            )
-            Spacer(modifier = Modifier.height(10.dp))
-            Row(horizontalArrangement = Arrangement.spacedBy(12.dp), verticalAlignment = Alignment.CenterVertically) {
-                OutlinedButton(onClick = onPickVideo) {
-                    Text(if (state.pickedVideoName.isBlank()) "选择视频" else "重新选择")
-                }
-                Text(
-                    text = if (state.pickedVideoName.isBlank()) "未选择文件" else state.pickedVideoName,
-                    modifier = Modifier.weight(1f),
-                    maxLines = 2,
-                    overflow = TextOverflow.Ellipsis
-                )
-            }
-            Spacer(modifier = Modifier.height(12.dp))
-            ActionRow(
-                actions = listOf(
-                    "手动导入" to vm::submitUploadVideo,
-                    "交给 Agent" to vm::submitUploadVideo
-                ),
-                enabled = !state.busy && state.pickedVideoName.isNotBlank()
-            )
-        }
-
-        ExploreInputMode.Text -> {
-            OutlinedTextField(
-                value = state.textTitle,
-                onValueChange = vm::updateTextTitle,
-                modifier = Modifier.fillMaxWidth(),
-                label = { Text("标题") },
-                singleLine = true
-            )
-            Spacer(modifier = Modifier.height(10.dp))
-            OutlinedTextField(
-                value = state.textContent,
-                onValueChange = vm::updateTextContent,
-                modifier = Modifier.fillMaxWidth(),
-                label = { Text("正文") },
-                minLines = 5
-            )
-            Spacer(modifier = Modifier.height(12.dp))
-            ActionRow(
-                actions = listOf(
-                    "手动导入" to vm::submitText,
-                    "交给 Agent" to vm::submitText
-                )
-            )
-        }
-    }
-}
-
-@Composable
-private fun AgentTab(state: StoryForgeUiState, vm: StoryForgeViewModel) {
-    SectionCard(title = "Agent 列表", subtitle = "一个 Agent 可以学习多个知识库，并服务多个平台。") {
+private fun ProductionTab(state: StoryForgeUiState, vm: StoryForgeViewModel) {
+    SectionCard(title = "智能体列表", subtitle = "一个智能体默认关联一个知识库，也可以关联多个知识库") {
        ChoiceRow(
            options = state.assistants.map { it.name to (state.selectedAssistantId == it.id) },
            onSelect = { label ->
@@ -620,16 +426,16 @@ private fun AgentTab(state: StoryForgeUiState, vm: StoryForgeViewModel) {
        )
        Spacer(modifier = Modifier.height(12.dp))
        OutlinedButton(onClick = vm::startNewAssistant) {
-            Text("新建 Agent")
+            Text("新建智能体")
        }
    }

-    SectionCard(title = "Agent 定义", subtitle = "先定义账号方向、变现方式和主模型，再决定学习哪些知识库。") {
+    SectionCard(title = "编辑智能体", subtitle = "提示词由用户提供，可随时调整模型和知识库绑定") {
        OutlinedTextField(
            value = state.assistantName,
            onValueChange = vm::updateAssistantName,
            modifier = Modifier.fillMaxWidth(),
-            label = { Text("Agent 名称") },
+            label = { Text("智能体名称") },
            singleLine = true
        )
        Spacer(modifier = Modifier.height(10.dp))
@@ -637,7 +443,7 @@ private fun AgentTab(state: StoryForgeUiState, vm: StoryForgeViewModel) {
            value = state.assistantDescription,
            onValueChange = vm::updateAssistantDescription,
            modifier = Modifier.fillMaxWidth(),
-            label = { Text("账号方向 / 变现方式") },
+            label = { Text("智能体说明") },
            minLines = 2
        )
        Spacer(modifier = Modifier.height(10.dp))
@@ -653,25 +459,11 @@ private fun AgentTab(state: StoryForgeUiState, vm: StoryForgeViewModel) {
            value = state.assistantGenerationGoal,
            onValueChange = vm::updateAssistantGenerationGoal,
            modifier = Modifier.fillMaxWidth(),
-            label = { Text("Agent 目标") },
+            label = { Text("生成目标") },
            minLines = 3
        )
        Spacer(modifier = Modifier.height(12.dp))
-        Text("目标平台", style = MaterialTheme.typography.titleSmall)
-        Spacer(modifier = Modifier.height(8.dp))
-        ChoiceRow(
-            options = listOf(
-                "抖音" to state.generationPlatform.contains("抖音"),
-                "小红书" to state.generationPlatform.contains("小红书"),
-                "快手" to state.generationPlatform.contains("快手"),
-                "视频号" to state.generationPlatform.contains("视频号"),
-                "YouTube" to state.generationPlatform.contains("YouTube"),
-                "B站" to state.generationPlatform.contains("B站")
-            ),
-            onSelect = {}
-        )
-        Spacer(modifier = Modifier.height(12.dp))
-        Text("主模型", style = MaterialTheme.typography.titleSmall)
+        Text("选择生成模型", style = MaterialTheme.typography.titleSmall)
        Spacer(modifier = Modifier.height(8.dp))
        ChoiceRow(
            options = state.modelProfiles.map { it.name to (state.assistantModelProfileId == it.id) },
@@ -680,7 +472,7 @@ private fun AgentTab(state: StoryForgeUiState, vm: StoryForgeViewModel) {
            }
        )
        Spacer(modifier = Modifier.height(12.dp))
-        Text("学习知识库", style = MaterialTheme.typography.titleSmall)
+        Text("选择要关联的知识库", style = MaterialTheme.typography.titleSmall)
        Spacer(modifier = Modifier.height(8.dp))
        ChoiceRow(
            options = state.knowledgeBases.map { it.name to state.selectedAssistantKnowledgeBaseIds.contains(it.id) },
@@ -690,16 +482,16 @@ private fun AgentTab(state: StoryForgeUiState, vm: StoryForgeViewModel) {
        )
        Spacer(modifier = Modifier.height(14.dp))
        Button(onClick = vm::saveAssistant, enabled = !state.busy) {
-            Text(if (state.assistantEditorId.isNullOrBlank()) "创建 Agent" else "保存 Agent")
+            Text(if (state.assistantEditorId.isNullOrBlank()) "创建智能体" else "保存智能体配置")
        }
    }

-    SectionCard(title = "调研与试跑", subtitle = "创建完 Agent 后，先跑一轮调研，再试一次文案输出。") {
+    SectionCard(title = "生成文案", subtitle = "选择智能体后，直接基于关联知识库输出文案") {
        OutlinedTextField(
            value = state.generationBrief,
            onValueChange = vm::updateGenerationBrief,
            modifier = Modifier.fillMaxWidth(),
-            label = { Text("本轮调研或文案需求") },
+            label = { Text("文案需求") },
            minLines = 4
        )
        Spacer(modifier = Modifier.height(10.dp))
@@ -708,14 +500,14 @@ private fun AgentTab(state: StoryForgeUiState, vm: StoryForgeViewModel) {
                value = state.generationPlatform,
                onValueChange = vm::updateGenerationPlatform,
                modifier = Modifier.weight(1f),
-                label = { Text("主平台") },
+                label = { Text("平台") },
                singleLine = true
            )
            OutlinedTextField(
                value = state.generationAudience,
                onValueChange = vm::updateGenerationAudience,
                modifier = Modifier.weight(1f),
-                label = { Text("人群") },
+                label = { Text("目标受众") },
                singleLine = true
            )
        }
@@ -732,72 +524,12 @@ private fun AgentTab(state: StoryForgeUiState, vm: StoryForgeViewModel) {
            if (state.generateBusy) {
                CircularProgressIndicator(modifier = Modifier.size(18.dp), strokeWidth = 2.dp)
            } else {
-                Text("开始试跑")
+                Text("开始生成")
            }
        }
        if (state.generationOutput.isNotBlank()) {
            Spacer(modifier = Modifier.height(16.dp))
-            KeyValueBlock(label = "最近输出", value = state.generationOutput)
-        }
-    }
-}
-
-@Composable
-private fun ProductionTab(state: StoryForgeUiState, vm: StoryForgeViewModel) {
-    SectionCard(title = "生产泳道", subtitle = "同一页管理文案、封面、实拍剪辑和 AI 视频。") {
-        StatsRow(
-            metrics = listOf(
-                "文案" to if (state.generationOutput.isNotBlank()) "就绪" else "待生成",
-                "封面" to "待接入",
-                "实拍剪辑" to state.jobs.count { it.line_type == "real_cut" }.toString(),
-                "AI 视频" to state.jobs.count { it.line_type == "ai_video" }.toString()
-            )
-        )
-        Spacer(modifier = Modifier.height(12.dp))
-        ActionRow(
-            actions = listOf(
-                "写文案" to vm::generateCopy,
-                "补封面" to {},
-                "实拍剪辑" to {},
-                "AI 视频" to {}
-            ),
-            enabled = !state.generateBusy
-        )
-    }
-
-    SectionCard(title = "作品与成片", subtitle = "这里承接生产完成后的作品库和当前任务。") {
-        state.latestJob?.let { latest ->
-            MiniCard(
-                title = latest.title,
-                subtitle = buildString {
-                    append("状态 ${latest.status}")
-                    if (latest.upload_status.isNotBlank()) append(" · 上传 ${latest.upload_status}")
-                    if (latest.style_summary.isNotBlank()) append(" · ${latest.style_summary.take(32)}")
-                }
-            )
-            Spacer(modifier = Modifier.height(10.dp))
-        }
-        state.documents.take(3).forEach { document ->
-            MiniCard(
-                title = document.title,
-                subtitle = document.style_summary.ifBlank { document.transcript_text.take(54) }
-            )
-            Spacer(modifier = Modifier.height(10.dp))
-        }
-        if (state.latestJob == null && state.documents.isEmpty()) {
-            Text("还没有可看的作品，先去找对标导入，或者先创建一个 Agent。")
-        }
-    }
-
-    SectionCard(title = "文案结果", subtitle = "先保留当前可用链路，后续把封面和视频能力一起接进来。") {
-        if (state.generationOutput.isBlank()) {
-            Text("还没有生成结果，先到 Agent 页完成一次试跑。")
-        } else {
-            KeyValueBlock(label = "文案", value = state.generationOutput)
-            if (state.generationPromptExcerpt.isNotBlank()) {
-                Spacer(modifier = Modifier.height(10.dp))
-                KeyValueBlock(label = "提示词摘要", value = state.generationPromptExcerpt)
-            }
+            KeyValueBlock(label = "生成结果", value = state.generationOutput)
        }
    }
 }
@@ -808,17 +540,17 @@ private fun MineTab(state: StoryForgeUiState, vm: StoryForgeViewModel, onInstall
        KeyValueRow(label = "用户名", value = state.account?.username ?: "-")
        KeyValueRow(label = "角色", value = state.account?.role ?: "-")
        KeyValueRow(label = "审批", value = state.account?.approval_status ?: "-")
-        KeyValueRow(label = "地址", value = state.baseUrl)
+        KeyValueRow(label = "Base URL", value = state.baseUrl)
        if (state.resolvedIp.isNotBlank()) {
            KeyValueRow(label = "解析 IP", value = state.resolvedIp)
        }
        Spacer(modifier = Modifier.height(12.dp))
        OutlinedButton(onClick = vm::logout) {
-            Text("退出")
+            Text("退出登录")
        }
    }

-    SectionCard(title = "分析模型", subtitle = "用户不管 Key，只切主模型和默认分析模型。") {
+    SectionCard(title = "分析模型", subtitle = "探索页默认使用这里选中的模型") {
        ChoiceRow(
            options = state.modelProfiles.map { it.name to (state.account?.preferred_analysis_model_id == it.id) },
            onSelect = { label ->
@@ -861,22 +593,22 @@ private fun MineTab(state: StoryForgeUiState, vm: StoryForgeViewModel, onInstall
        )
        Spacer(modifier = Modifier.height(12.dp))
        Button(onClick = vm::createModelProfile) {
-            Text("保存默认模型")
+            Text("保存为默认分析模型")
        }
    }

-    SectionCard(title = "OTA 更新", subtitle = state.otaStatus.ifBlank { "检查并安装最新版本。" }) {
+    SectionCard(title = "OTA 更新", subtitle = state.otaStatus.ifBlank { "检查新版本并执行安装" }) {
        Row(horizontalArrangement = Arrangement.spacedBy(12.dp), verticalAlignment = Alignment.CenterVertically) {
            Button(onClick = vm::checkForUpdates) {
-                Text("检查")
+                Text("检查更新")
            }
            OutlinedButton(onClick = onInstallLatestUpdate, enabled = state.otaInfo?.hasUpdate == true) {
-                Text("安装")
+                Text("安装最新版本")
            }
        }
        state.otaInfo?.let { ota ->
            Spacer(modifier = Modifier.height(12.dp))
-            KeyValueRow(label = "版本", value = "${ota.latestVersionName} (${ota.latestVersionCode})")
+            KeyValueRow(label = "最新版本", value = "${ota.latestVersionName} (${ota.latestVersionCode})")
            if (ota.releaseNotes.isNotBlank()) {
                KeyValueBlock(label = "更新说明", value = ota.releaseNotes)
            }
@@ -884,18 +616,13 @@ private fun MineTab(state: StoryForgeUiState, vm: StoryForgeViewModel, onInstall
    }

    if (state.account?.role == "super_admin") {
-        SectionCard(title = "审批", subtitle = "主管理员审批新用户。") {
+        SectionCard(title = "主管理员审批", subtitle = "新注册账号需要你审批后才能正常使用全部功能") {
            if (state.pendingAccounts.isEmpty()) {
-                Text("当前没有待审批账号。")
+                Text("当前没有待审批账号")
            } else {
                state.pendingAccounts.forEach { account ->
                    Card(colors = CardDefaults.cardColors(containerColor = MaterialTheme.colorScheme.surfaceVariant)) {
-                        Column(
-                            modifier = Modifier
-                                .fillMaxWidth()
-                                .padding(14.dp),
-                            verticalArrangement = Arrangement.spacedBy(8.dp)
-                        ) {
+                        Column(modifier = Modifier.fillMaxWidth().padding(14.dp), verticalArrangement = Arrangement.spacedBy(8.dp)) {
                            Text(account.display_name, fontWeight = FontWeight.Bold)
                            Text(account.username, style = MaterialTheme.typography.bodySmall)
                            Row(horizontalArrangement = Arrangement.spacedBy(12.dp)) {
@@ -912,10 +639,62 @@ private fun MineTab(state: StoryForgeUiState, vm: StoryForgeViewModel, onInstall
                }
            }
        }
+
+        SectionCard(title = "发布 OTA", subtitle = "主管理员可直接更新在线版本号和下载地址") {
+            Row(horizontalArrangement = Arrangement.spacedBy(12.dp)) {
+                OutlinedTextField(
+                    value = state.publishVersionCode,
+                    onValueChange = vm::updatePublishVersionCode,
+                    modifier = Modifier.weight(1f),
+                    label = { Text("VersionCode") },
+                    singleLine = true
+                )
+                OutlinedTextField(
+                    value = state.publishMinSupportedCode,
+                    onValueChange = vm::updatePublishMinSupportedCode,
+                    modifier = Modifier.weight(1f),
+                    label = { Text("最低支持") },
+                    singleLine = true
+                )
+            }
+            Spacer(modifier = Modifier.height(10.dp))
+            OutlinedTextField(
+                value = state.publishVersionName,
+                onValueChange = vm::updatePublishVersionName,
+                modifier = Modifier.fillMaxWidth(),
+                label = { Text("VersionName") },
+                singleLine = true
+            )
+            Spacer(modifier = Modifier.height(10.dp))
+            OutlinedTextField(
+                value = state.publishApkUrl,
+                onValueChange = vm::updatePublishApkUrl,
+                modifier = Modifier.fillMaxWidth(),
+                label = { Text("APK 下载地址") },
+                minLines = 2
+            )
+            Spacer(modifier = Modifier.height(10.dp))
+            OutlinedTextField(
+                value = state.publishNotes,
+                onValueChange = vm::updatePublishNotes,
+                modifier = Modifier.fillMaxWidth(),
+                label = { Text("更新说明") },
+                minLines = 3
+            )
+            Spacer(modifier = Modifier.height(12.dp))
+            Row(verticalAlignment = Alignment.CenterVertically, horizontalArrangement = Arrangement.spacedBy(12.dp)) {
+                Text("强制更新")
+                Switch(checked = state.publishForceUpdate, onCheckedChange = vm::setPublishForceUpdate)
+            }
+            Spacer(modifier = Modifier.height(12.dp))
+            Button(onClick = vm::publishUpdate) {
+                Text("发布 OTA")
+            }
+        }
    }

-    SectionCard(title = "最近日志", subtitle = "用来确认审批、解析、任务和 OTA 状态。") {
-        state.timeline.take(8).forEach { item ->
+    SectionCard(title = "最近日志", subtitle = "用于确认审批、解析、任务和 OTA 状态") {
+        state.timeline.forEach { item ->
            Text(item, style = MaterialTheme.typography.bodySmall)
            Spacer(modifier = Modifier.height(6.dp))
        }
@@ -928,10 +707,7 @@ private fun ChoiceRow(
    options: List<Pair<String, Boolean>>,
    onSelect: (String) -> Unit
 ) {
-    FlowRow(
-        horizontalArrangement = Arrangement.spacedBy(10.dp),
-        verticalArrangement = Arrangement.spacedBy(10.dp)
-    ) {
+    FlowRow(horizontalArrangement = Arrangement.spacedBy(10.dp), verticalArrangement = Arrangement.spacedBy(10.dp)) {
        options.forEach { (label, selected) ->
            FilterChip(
                selected = selected,
@@ -942,54 +718,6 @@ private fun ChoiceRow(
    }
 }

-@OptIn(ExperimentalLayoutApi::class)
-@Composable
-private fun ActionRow(
-    actions: List<Pair<String, () -> Unit>>,
-    enabled: Boolean = true
-) {
-    FlowRow(
-        horizontalArrangement = Arrangement.spacedBy(10.dp),
-        verticalArrangement = Arrangement.spacedBy(10.dp)
-    ) {
-        actions.forEachIndexed { index, (label, action) ->
-            if (index == 0) {
-                Button(onClick = action, enabled = enabled) {
-                    Text(label)
-                }
-            } else {
-                OutlinedButton(onClick = action, enabled = enabled) {
-                    Text(label)
-                }
-            }
-        }
-    }
-}
-
-@OptIn(ExperimentalLayoutApi::class)
-@Composable
-private fun StatsRow(metrics: List<Pair<String, String>>) {
-    FlowRow(
-        horizontalArrangement = Arrangement.spacedBy(10.dp),
-        verticalArrangement = Arrangement.spacedBy(10.dp)
-    ) {
-        metrics.forEach { (label, value) ->
-            Box(
-                modifier = Modifier
-                    .width(140.dp)
-                    .clip(RoundedCornerShape(18.dp))
-                    .background(MaterialTheme.colorScheme.surfaceVariant.copy(alpha = 0.55f))
-                    .padding(14.dp)
-            ) {
-                Column(verticalArrangement = Arrangement.spacedBy(4.dp)) {
-                    Text(label, style = MaterialTheme.typography.bodySmall, color = MaterialTheme.colorScheme.onSurface.copy(alpha = 0.68f))
-                    Text(value, style = MaterialTheme.typography.titleLarge, fontWeight = FontWeight.Bold)
-                }
-            }
-        }
-    }
-}
-
@Composable
 private fun KnowledgeBaseSelector(state: StoryForgeUiState, onSelect: (String) -> Unit) {
    Text("选择知识库", style = MaterialTheme.typography.titleSmall)
@@ -1004,7 +732,7 @@ private fun KnowledgeBaseSelector(state: StoryForgeUiState, onSelect: (String) -

@Composable
 private fun AssistantSelector(state: StoryForgeUiState, onSelect: (String) -> Unit) {
-    Text("绑定 Agent", style = MaterialTheme.typography.titleSmall)
+    Text("选择关联智能体", style = MaterialTheme.typography.titleSmall)
    Spacer(modifier = Modifier.height(8.dp))
    ChoiceRow(
        options = state.assistants.map { it.name to (state.selectedAssistantId == it.id) },
@@ -1021,16 +749,11 @@ private fun HeroCard(title: String, subtitle: String, heroBrush: Brush, badges:
            .fillMaxWidth()
            .clip(RoundedCornerShape(28.dp))
            .background(heroBrush)
-            .border(
-                width = 1.dp,
-                color = MaterialTheme.colorScheme.outline.copy(alpha = 0.12f),
-                shape = RoundedCornerShape(28.dp)
-            )
            .padding(20.dp)
    ) {
        Column(verticalArrangement = Arrangement.spacedBy(10.dp)) {
-            Text(title, style = MaterialTheme.typography.headlineLarge, color = MaterialTheme.colorScheme.onSurface)
-            Text(subtitle, style = MaterialTheme.typography.bodyLarge, color = MaterialTheme.colorScheme.onSurface.copy(alpha = 0.74f))
+            Text(title, style = MaterialTheme.typography.headlineLarge, color = Color.White)
+            Text(subtitle, style = MaterialTheme.typography.bodyLarge, color = Color(0xFFF8F5EF))
            if (badges.isNotEmpty()) {
                ChoiceRow(options = badges.map { it to true }, onSelect = {})
            }
@@ -1056,7 +779,7 @@ private fun SectionCard(title: String, subtitle: String, content: @Composable ()
                Text(
                    subtitle,
                    style = MaterialTheme.typography.bodySmall,
-                    color = MaterialTheme.colorScheme.onSurface.copy(alpha = 0.68f)
+                    color = MaterialTheme.colorScheme.onSurface.copy(alpha = 0.72f)
                )
            }
            Spacer(modifier = Modifier.height(6.dp))
@@ -1086,11 +809,7 @@ private fun KeyValueBlock(label: String, value: String) {
        modifier = Modifier
            .fillMaxWidth()
            .clip(RoundedCornerShape(16.dp))
-            .border(
-                1.dp,
-                MaterialTheme.colorScheme.outline.copy(alpha = 0.2f),
-                RoundedCornerShape(16.dp)
-            )
+            .border(1.dp, MaterialTheme.colorScheme.outline.copy(alpha = 0.2f), RoundedCornerShape(16.dp))
            .padding(14.dp)
    ) {
        Text(value)
@@ -1099,20 +818,10 @@ private fun KeyValueBlock(label: String, value: String) {

@Composable
 private fun MiniCard(title: String, subtitle: String) {
-    Card(colors = CardDefaults.cardColors(containerColor = MaterialTheme.colorScheme.surfaceVariant.copy(alpha = 0.58f))) {
-        Column(
-            modifier = Modifier
-                .fillMaxWidth()
-                .padding(14.dp),
-            verticalArrangement = Arrangement.spacedBy(6.dp)
-        ) {
+    Card(colors = CardDefaults.cardColors(containerColor = MaterialTheme.colorScheme.surfaceVariant)) {
+        Column(modifier = Modifier.fillMaxWidth().padding(14.dp), verticalArrangement = Arrangement.spacedBy(6.dp)) {
            Text(title, fontWeight = FontWeight.Bold)
-            Text(
-                subtitle,
-                maxLines = 4,
-                overflow = TextOverflow.Ellipsis,
-                style = MaterialTheme.typography.bodySmall
-            )
+            Text(subtitle, maxLines = 4, overflow = TextOverflow.Ellipsis, style = MaterialTheme.typography.bodySmall)
        }
    }
 }
--- a/android-app/app/src/main/java/com/aiglasses/app/storyforge/StoryForgeViewModel.kt
+++ b/android-app/app/src/main/java/com/aiglasses/app/storyforge/StoryForgeViewModel.kt
@@ -15,9 +15,7 @@ import kotlinx.coroutines.launch
 import retrofit2.HttpException

 enum class StoryForgeTab {
-    Overview,
-    Benchmark,
-    Agent,
+    Explore,
    Production,
    Mine
 }
@@ -28,7 +26,6 @@ enum class StoryForgeAuthMode {
 }

 enum class ExploreInputMode {
-    ContentSource,
    VideoLink,
    UploadVideo,
    Text
@@ -55,7 +52,7 @@ data class StoryForgeUiState(
    val originalHost: String = "",
    val isAuthenticated: Boolean = false,
    val isApproved: Boolean = false,
-    val currentTab: StoryForgeTab = StoryForgeTab.Overview,
+    val currentTab: StoryForgeTab = StoryForgeTab.Explore,
    val busy: Boolean = false,
    val generateBusy: Boolean = false,
    val statusMessage: String = "准备连接 StoryForge",
@@ -75,13 +72,6 @@ data class StoryForgeUiState(
    val createKnowledgeBaseName: String = "",
    val createKnowledgeBaseDescription: String = "",
    val exploreInputMode: ExploreInputMode = ExploreInputMode.VideoLink,
-    val accountSyncPlatform: String = "抖音",
-    val accountSyncHandle: String = "",
-    val accountSyncUrl: String = "",
-    val accountSyncTitle: String = "",
-    val accountSyncMaxItems: String = "5",
-    val accountSyncSkipExisting: Boolean = true,
-    val accountSyncAutoTriggerAnalysis: Boolean = true,
    val videoUrl: String = "",
    val videoTitle: String = "",
    val textTitle: String = "",
@@ -165,35 +155,6 @@ class StoryForgeViewModel(application: Application) : AndroidViewModel(applicati
        _state.value = _state.value.copy(videoUrl = value)
    }

-    fun updateAccountSyncPlatform(value: String) {
-        _state.value = _state.value.copy(accountSyncPlatform = value)
-    }
-
-    fun updateAccountSyncHandle(value: String) {
-        _state.value = _state.value.copy(accountSyncHandle = value)
-    }
-
-    fun updateAccountSyncUrl(value: String) {
-        _state.value = _state.value.copy(accountSyncUrl = value)
-    }
-
-    fun updateAccountSyncTitle(value: String) {
-        _state.value = _state.value.copy(accountSyncTitle = value)
-    }
-
-    fun updateAccountSyncMaxItems(value: String) {
-        val digits = value.filter { it.isDigit() }
-        _state.value = _state.value.copy(accountSyncMaxItems = digits)
-    }
-
-    fun setAccountSyncSkipExisting(value: Boolean) {
-        _state.value = _state.value.copy(accountSyncSkipExisting = value)
-    }
-
-    fun setAccountSyncAutoTriggerAnalysis(value: Boolean) {
-        _state.value = _state.value.copy(accountSyncAutoTriggerAnalysis = value)
-    }
-
    fun updateVideoTitle(value: String) {
        _state.value = _state.value.copy(videoTitle = value)
    }
@@ -502,43 +463,6 @@ class StoryForgeViewModel(application: Application) : AndroidViewModel(applicati
        }
    }

-    fun submitContentSourceSync() {
-        val current = state.value
-        if (current.accountSyncUrl.isBlank()) {
-            setError("请先输入账号主页链接")
-            return
-        }
-        val knowledgeBaseId = selectedKnowledgeBaseIdOrFallback()
-        if (knowledgeBaseId.isBlank()) {
-            setError("请先选择知识库")
-            return
-        }
-        val maxItems = current.accountSyncMaxItems.toIntOrNull()?.coerceIn(1, 20) ?: 5
-        runBusy(message = "正在创建账号同步任务...", task = {
-            repository.createContentSourceSyncJob(
-                platform = current.accountSyncPlatform.trim(),
-                handle = current.accountSyncHandle.trim(),
-                sourceUrl = current.accountSyncUrl.trim(),
-                title = current.accountSyncTitle.trim(),
-                knowledgeBaseId = knowledgeBaseId,
-                assistantId = current.selectedAssistantId,
-                analysisModelProfileId = preferredModelId(),
-                maxItems = maxItems,
-                skipExisting = current.accountSyncSkipExisting,
-                autoTriggerAnalysis = current.accountSyncAutoTriggerAnalysis
-            )
-        }) { job ->
-            appendTimeline("账号同步任务已创建: ${job.title}")
-            _state.value = state.value.copy(
-                accountSyncHandle = "",
-                accountSyncUrl = "",
-                accountSyncTitle = "",
-                accountSyncMaxItems = maxItems.toString()
-            )
-            afterJobCreated(job)
-        }
-    }
-
    fun submitText() {
        val current = state.value
        if (current.textTitle.isBlank() || current.textContent.isBlank()) {
@@ -849,7 +773,7 @@ class StoryForgeViewModel(application: Application) : AndroidViewModel(applicati
        _state.value = state.value.copy(
            latestJob = job,
            latestJobId = job.id,
-            currentTab = StoryForgeTab.Benchmark
+            currentTab = StoryForgeTab.Explore
        )
        refreshWorkspace()
        startJobPolling(job.id)
--- a/android-app/app/src/main/java/com/aiglasses/app/ui/theme/AppTheme.kt
+++ b/android-app/app/src/main/java/com/aiglasses/app/ui/theme/AppTheme.kt
@@ -13,82 +13,51 @@ import androidx.compose.ui.text.font.FontWeight
 import androidx.compose.ui.unit.sp

 private val LightColors = lightColorScheme(
-    primary = Color(0xFF4E89F5),
-    secondary = Color(0xFF87AEEB),
-    tertiary = Color(0xFF17283A),
-    background = Color(0xFFF2F7FF),
-    surface = Color(0xFFFFFFFF),
-    surfaceVariant = Color(0xFFEAF2FF),
+    primary = Color(0xFF0E4B43),
+    secondary = Color(0xFF9C6427),
+    tertiary = Color(0xFF2A5B8A),
+    background = Color(0xFFF7F3EC),
+    surface = Color(0xFFFFFCF8),
    onPrimary = Color.White,
    onSecondary = Color.White,
-    onBackground = Color(0xFF152332),
-    onSurface = Color(0xFF152332),
-    outline = Color(0xFFC9D8EA)
+    onBackground = Color(0xFF1A1713),
+    onSurface = Color(0xFF1A1713)
 )

 private val DarkColors = darkColorScheme(
-    primary = Color(0xFF8CB7FF),
-    secondary = Color(0xFF7EA5DE),
-    tertiary = Color(0xFFE6EEF9),
-    background = Color(0xFF101823),
-    surface = Color(0xFF162131),
-    surfaceVariant = Color(0xFF1D2B3D),
-    onPrimary = Color(0xFF0C1B30),
-    onSecondary = Color(0xFF0C1B30),
-    onBackground = Color(0xFFEAF1FB),
-    onSurface = Color(0xFFEAF1FB),
-    outline = Color(0xFF35506F)
+    primary = Color(0xFF7FD6C7),
+    secondary = Color(0xFFFFC27A),
+    tertiary = Color(0xFF98C7FF),
+    background = Color(0xFF101714),
+    surface = Color(0xFF18211D),
+    onPrimary = Color(0xFF062D29),
+    onSecondary = Color(0xFF4B2B00),
+    onBackground = Color(0xFFF0E8DB),
+    onSurface = Color(0xFFF0E8DB)
 )

 private val AppTypography = Typography(
    headlineLarge = TextStyle(
-        fontFamily = FontFamily.SansSerif,
+        fontFamily = FontFamily.Serif,
        fontWeight = FontWeight.Bold,
-        fontSize = 30.sp,
-        lineHeight = 36.sp
-    ),
-    headlineMedium = TextStyle(
-        fontFamily = FontFamily.SansSerif,
-        fontWeight = FontWeight.Bold,
-        fontSize = 26.sp,
-        lineHeight = 32.sp
+        fontSize = 34.sp,
+        lineHeight = 40.sp
    ),
    headlineSmall = TextStyle(
-        fontFamily = FontFamily.SansSerif,
+        fontFamily = FontFamily.Serif,
        fontWeight = FontWeight.SemiBold,
        fontSize = 22.sp,
        lineHeight = 28.sp
    ),
-    titleLarge = TextStyle(
-        fontFamily = FontFamily.SansSerif,
-        fontWeight = FontWeight.Bold,
-        fontSize = 20.sp,
-        lineHeight = 26.sp
-    ),
    bodyLarge = TextStyle(
        fontFamily = FontFamily.SansSerif,
        fontSize = 16.sp,
        lineHeight = 24.sp
    ),
-    bodyMedium = TextStyle(
-        fontFamily = FontFamily.SansSerif,
-        fontSize = 14.sp,
-        lineHeight = 21.sp
-    ),
-    bodySmall = TextStyle(
-        fontFamily = FontFamily.SansSerif,
-        fontSize = 12.sp,
-        lineHeight = 18.sp
-    ),
    labelLarge = TextStyle(
        fontFamily = FontFamily.SansSerif,
        fontWeight = FontWeight.Medium,
        fontSize = 14.sp
-    ),
-    labelSmall = TextStyle(
-        fontFamily = FontFamily.SansSerif,
-        fontWeight = FontWeight.Medium,
-        fontSize = 11.sp
    )
 )

--- a/collector-service/Dockerfile
+++ b/collector-service/Dockerfile
@@ -1,9 +1,5 @@
 FROM python:3.11-slim

-RUN apt-get update \
-    && apt-get install -y --no-install-recommends ffmpeg \
-    && rm -rf /var/lib/apt/lists/*
-
 WORKDIR /app
 COPY requirements.txt ./
 RUN pip install --no-cache-dir -r requirements.txt
--- a/collector-service/app/database.py
+++ b/collector-service/app/database.py
@@ -48,18 +48,6 @@ class Database:
        with self.session() as conn:
            conn.execute(sql, params)

-    def table_exists(self, name: str) -> bool:
-        row = self.fetch_one(
-            "SELECT name FROM sqlite_master WHERE type = 'table' AND name = ?",
-            (name,),
-        )
-        return bool(row)
-
-    def column_exists(self, table: str, column: str) -> bool:
-        with self.session() as conn:
-            rows = conn.execute(f"PRAGMA table_info({table})").fetchall()
-        return any(row["name"] == column for row in rows)
-
    def init_schema(self) -> None:
        schema = """
        CREATE TABLE IF NOT EXISTS accounts (
@@ -102,10 +90,10 @@ class Database:
        CREATE TABLE IF NOT EXISTS knowledge_bases (
            id TEXT PRIMARY KEY,
            user_id TEXT NOT NULL,
-            project_id TEXT,
            name TEXT NOT NULL,
            description TEXT NOT NULL DEFAULT '',
-            sync_status TEXT NOT NULL DEFAULT 'ready',
+            fastgpt_dataset_id TEXT,
+            sync_status TEXT NOT NULL DEFAULT 'pending',
            created_at TEXT NOT NULL,
            updated_at TEXT NOT NULL,
            FOREIGN KEY(user_id) REFERENCES accounts(id) ON DELETE CASCADE
@@ -120,9 +108,7 @@ class Database:
            transcript_text TEXT NOT NULL DEFAULT '',
            style_summary TEXT NOT NULL DEFAULT '',
            combined_text TEXT NOT NULL DEFAULT '',
-            analysis_json TEXT NOT NULL DEFAULT '{}',
-            storyboard_json TEXT NOT NULL DEFAULT '[]',
-            source_artifact_json TEXT NOT NULL DEFAULT '{}',
+            fastgpt_collection_id TEXT NOT NULL DEFAULT '',
            analysis_model_profile_id TEXT NOT NULL DEFAULT '',
            created_at TEXT NOT NULL,
            updated_at TEXT NOT NULL,
@@ -132,12 +118,11 @@ class Database:
        CREATE TABLE IF NOT EXISTS assistants (
            id TEXT PRIMARY KEY,
            user_id TEXT NOT NULL,
-            project_id TEXT,
            name TEXT NOT NULL,
            description TEXT NOT NULL DEFAULT '',
            system_prompt TEXT NOT NULL DEFAULT '',
            generation_goal TEXT NOT NULL DEFAULT '',
-            config_json TEXT NOT NULL DEFAULT '{}',
+            fastgpt_app_key TEXT NOT NULL DEFAULT '',
            model_profile_id TEXT NOT NULL DEFAULT '',
            created_at TEXT NOT NULL,
            updated_at TEXT NOT NULL,
@@ -155,27 +140,19 @@ class Database:
        CREATE TABLE IF NOT EXISTS jobs (
            id TEXT PRIMARY KEY,
            user_id TEXT NOT NULL,
-            project_id TEXT,
-            parent_job_id TEXT,
            assistant_id TEXT,
            knowledge_base_id TEXT NOT NULL,
-            content_source_id TEXT,
            source_type TEXT NOT NULL,
-            line_type TEXT NOT NULL DEFAULT 'analysis',
-            workflow_key TEXT NOT NULL DEFAULT '',
-            orchestrator TEXT NOT NULL DEFAULT 'n8n',
-            provider_name TEXT NOT NULL DEFAULT '',
-            provider_task_id TEXT NOT NULL DEFAULT '',
            source_url TEXT,
            title TEXT NOT NULL,
            language TEXT NOT NULL DEFAULT 'auto',
            status TEXT NOT NULL,
            transcript_text TEXT NOT NULL DEFAULT '',
            style_summary TEXT NOT NULL DEFAULT '',
+            fastgpt_collection_id TEXT NOT NULL DEFAULT '',
            upload_status TEXT NOT NULL DEFAULT 'pending',
            error TEXT NOT NULL DEFAULT '',
            artifacts_json TEXT NOT NULL DEFAULT '{}',
-            result_json TEXT NOT NULL DEFAULT '{}',
            analysis_model_profile_id TEXT NOT NULL DEFAULT '',
            created_at TEXT NOT NULL,
            updated_at TEXT NOT NULL,
@@ -184,66 +161,6 @@ class Database:
            FOREIGN KEY(knowledge_base_id) REFERENCES knowledge_bases(id) ON DELETE CASCADE
        );

-        CREATE TABLE IF NOT EXISTS projects (
-            id TEXT PRIMARY KEY,
-            user_id TEXT NOT NULL,
-            name TEXT NOT NULL,
-            description TEXT NOT NULL DEFAULT '',
-            created_at TEXT NOT NULL,
-            updated_at TEXT NOT NULL,
-            FOREIGN KEY(user_id) REFERENCES accounts(id) ON DELETE CASCADE
-        );
-
-        CREATE TABLE IF NOT EXISTS content_sources (
-            id TEXT PRIMARY KEY,
-            user_id TEXT NOT NULL,
-            project_id TEXT,
-            source_kind TEXT NOT NULL,
-            platform TEXT NOT NULL DEFAULT '',
-            handle TEXT NOT NULL DEFAULT '',
-            source_url TEXT NOT NULL DEFAULT '',
-            title TEXT NOT NULL DEFAULT '',
-            local_path TEXT NOT NULL DEFAULT '',
-            metadata_json TEXT NOT NULL DEFAULT '{}',
-            created_at TEXT NOT NULL,
-            updated_at TEXT NOT NULL,
-            FOREIGN KEY(user_id) REFERENCES accounts(id) ON DELETE CASCADE,
-            FOREIGN KEY(project_id) REFERENCES projects(id) ON DELETE SET NULL
-        );
-
-        CREATE TABLE IF NOT EXISTS publish_reviews (
-            id TEXT PRIMARY KEY,
-            user_id TEXT NOT NULL,
-            project_id TEXT,
-            source_job_id TEXT,
-            assistant_id TEXT,
-            title TEXT NOT NULL,
-            platform TEXT NOT NULL DEFAULT 'douyin',
-            content_type TEXT NOT NULL DEFAULT 'video',
-            publish_url TEXT NOT NULL DEFAULT '',
-            published_at TEXT NOT NULL DEFAULT '',
-            metrics_json TEXT NOT NULL DEFAULT '{}',
-            verdict TEXT NOT NULL DEFAULT '',
-            highlights TEXT NOT NULL DEFAULT '',
-            next_actions TEXT NOT NULL DEFAULT '',
-            notes TEXT NOT NULL DEFAULT '',
-            created_at TEXT NOT NULL,
-            updated_at TEXT NOT NULL,
-            FOREIGN KEY(user_id) REFERENCES accounts(id) ON DELETE CASCADE,
-            FOREIGN KEY(project_id) REFERENCES projects(id) ON DELETE SET NULL,
-            FOREIGN KEY(source_job_id) REFERENCES jobs(id) ON DELETE SET NULL,
-            FOREIGN KEY(assistant_id) REFERENCES assistants(id) ON DELETE SET NULL
-        );
-
-        CREATE TABLE IF NOT EXISTS job_events (
-            id TEXT PRIMARY KEY,
-            job_id TEXT NOT NULL,
-            event_type TEXT NOT NULL,
-            payload_json TEXT NOT NULL DEFAULT '{}',
-            created_at TEXT NOT NULL,
-            FOREIGN KEY(job_id) REFERENCES jobs(id) ON DELETE CASCADE
-        );
-
        CREATE TABLE IF NOT EXISTS app_updates (
            id INTEGER PRIMARY KEY AUTOINCREMENT,
            platform TEXT NOT NULL,
@@ -262,103 +179,3 @@ class Database:
        """
        with self.session() as conn:
            conn.executescript(schema)
-        self.migrate_schema()
-
-    def migrate_schema(self) -> None:
-        table_columns: dict[str, dict[str, str]] = {
-            "knowledge_bases": {
-                "project_id": "TEXT",
-            },
-            "knowledge_documents": {
-                "analysis_json": "TEXT NOT NULL DEFAULT '{}'",
-                "storyboard_json": "TEXT NOT NULL DEFAULT '[]'",
-                "source_artifact_json": "TEXT NOT NULL DEFAULT '{}'",
-            },
-            "assistants": {
-                "project_id": "TEXT",
-                "config_json": "TEXT NOT NULL DEFAULT '{}'",
-            },
-            "jobs": {
-                "project_id": "TEXT",
-                "parent_job_id": "TEXT",
-                "content_source_id": "TEXT",
-                "line_type": "TEXT NOT NULL DEFAULT 'analysis'",
-                "workflow_key": "TEXT NOT NULL DEFAULT ''",
-                "orchestrator": "TEXT NOT NULL DEFAULT 'n8n'",
-                "provider_name": "TEXT NOT NULL DEFAULT ''",
-                "provider_task_id": "TEXT NOT NULL DEFAULT ''",
-                "result_json": "TEXT NOT NULL DEFAULT '{}'",
-            },
-        }
-
-        for table, columns in table_columns.items():
-            if not self.table_exists(table):
-                continue
-            for column, definition in columns.items():
-                if self.column_exists(table, column):
-                    continue
-                self.execute(f"ALTER TABLE {table} ADD COLUMN {column} {definition}")
-
-        self.ensure_default_projects()
-
-    def ensure_default_projects(self) -> None:
-        if not self.table_exists("projects"):
-            return
-
-        accounts = self.fetch_all("SELECT id, username FROM accounts ORDER BY created_at ASC")
-        for account in accounts:
-            project = self.fetch_one(
-                "SELECT * FROM projects WHERE user_id = ? ORDER BY created_at ASC LIMIT 1",
-                (account["id"],),
-            )
-            if not project:
-                project_id = f"proj_{account['id']}"
-                now = utc_now()
-                self.execute(
-                    """
-                    INSERT INTO projects (id, user_id, name, description, created_at, updated_at)
-                    VALUES (?, ?, ?, ?, ?, ?)
-                    """,
-                    (
-                        project_id,
-                        account["id"],
-                        f"{account['username']} 默认项目",
-                        "系统自动创建的默认项目",
-                        now,
-                        now,
-                    ),
-                )
-                project = self.fetch_one("SELECT * FROM projects WHERE id = ?", (project_id,))
-
-            if not project:
-                continue
-
-            if self.column_exists("knowledge_bases", "project_id"):
-                self.execute(
-                    """
-                    UPDATE knowledge_bases
-                    SET project_id = ?
-                    WHERE user_id = ? AND (project_id IS NULL OR project_id = '')
-                    """,
-                    (project["id"], account["id"]),
-                )
-
-            if self.column_exists("assistants", "project_id"):
-                self.execute(
-                    """
-                    UPDATE assistants
-                    SET project_id = ?
-                    WHERE user_id = ? AND (project_id IS NULL OR project_id = '')
-                    """,
-                    (project["id"], account["id"]),
-                )
-
-            if self.column_exists("jobs", "project_id"):
-                self.execute(
-                    """
-                    UPDATE jobs
-                    SET project_id = ?
-                    WHERE user_id = ? AND (project_id IS NULL OR project_id = '')
-                    """,
-                    (project["id"], account["id"]),
-                )
--- a/collector-service/app/douyin_features.py
+++ b/collector-service/app/douyin_features.py
--- a/collector-service/app/fastgpt.py
+++ b/collector-service/app/fastgpt.py
@@ -0,0 +1,48 @@
+from __future__ import annotations
+
+from typing import Any
+
+import httpx
+
+
+class FastGPTClient:
+    def __init__(self, *, base_url: str, dataset_api_key: str, timeout: float = 60.0) -> None:
+        self.base_url = base_url.rstrip("/")
+        self.dataset_api_key = dataset_api_key.strip()
+        self.timeout = timeout
+
+    @property
+    def enabled(self) -> bool:
+        return bool(self.base_url and self.dataset_api_key)
+
+    async def ensure_dataset(self, name: str, intro: str = "") -> dict[str, Any] | None:
+        if not self.enabled:
+            return None
+        payload = {"name": name, "intro": intro}
+        async with httpx.AsyncClient(timeout=self.timeout) as client:
+            response = await client.post(
+                f"{self.base_url}/api/core/dataset/create",
+                headers={"Authorization": f"Bearer {self.dataset_api_key}"},
+                json=payload,
+            )
+            response.raise_for_status()
+            return response.json().get("data") or response.json()
+
+    async def add_text_document(self, dataset_id: str, name: str, text: str) -> dict[str, Any] | None:
+        if not self.enabled or not dataset_id.strip():
+            return None
+        payload = {
+            "datasetId": dataset_id,
+            "type": "text",
+            "name": name,
+            "trainingType": "chunk",
+            "text": text,
+        }
+        async with httpx.AsyncClient(timeout=self.timeout) as client:
+            response = await client.post(
+                f"{self.base_url}/api/core/dataset/collection/create/text",
+                headers={"Authorization": f"Bearer {self.dataset_api_key}"},
+                json=payload,
+            )
+            response.raise_for_status()
+            return response.json().get("data") or response.json()
--- a/collector-service/app/integrations.py
+++ b/collector-service/app/integrations.py
@@ -1,217 +0,0 @@
-from __future__ import annotations
-
-import mimetypes
-from pathlib import Path
-from typing import Any
-
-import httpx
-
-
-def _join_url(base_url: str, path: str) -> str:
-    base = base_url.rstrip("/")
-    if path.startswith("http://") or path.startswith("https://"):
-        return path
-    return f"{base}/{path.lstrip('/')}"
-
-
-def _unwrap_response(payload: Any) -> dict[str, Any]:
-    if not isinstance(payload, dict):
-        return {"value": payload}
-    if payload.get("success") is True and "data" in payload:
-        data = payload.get("data")
-        if isinstance(data, dict):
-            return data
-        return {"value": data}
-    return payload
-
-
-class N8NClient:
-    def __init__(
-        self,
-        *,
-        base_url: str,
-        workflow_paths: dict[str, str],
-        shared_secret: str = "",
-        timeout: float = 60.0,
-    ) -> None:
-        self.base_url = base_url.rstrip("/")
-        self.workflow_paths = workflow_paths
-        self.shared_secret = shared_secret.strip()
-        self.timeout = timeout
-
-    @property
-    def enabled(self) -> bool:
-        return bool(self.base_url)
-
-    async def trigger(self, workflow_key: str, payload: dict[str, Any]) -> dict[str, Any]:
-        workflow_path = self.workflow_paths.get(workflow_key, "").strip()
-        if not workflow_path:
-            raise ValueError(f"workflow path not configured for {workflow_key}")
-        try:
-            workflow_path = workflow_path.format(**payload)
-        except KeyError:
-            pass
-        headers: dict[str, str] = {}
-        if self.shared_secret:
-            headers["X-Orchestrator-Secret"] = self.shared_secret
-        async with httpx.AsyncClient(timeout=self.timeout) as client:
-            response = await client.post(
-                _join_url(self.base_url, workflow_path),
-                json=payload,
-                headers=headers,
-            )
-            response.raise_for_status()
-            if not response.content:
-                return {"triggered": True}
-            return _unwrap_response(response.json())
-
-
-class CutVideoClient:
-    def __init__(
-        self,
-        *,
-        base_url: str,
-        api_key: str = "",
-        timeout: float = 120.0,
-        upload_timeout: float = 1800.0,
-    ) -> None:
-        self.base_url = base_url.rstrip("/")
-        self.api_key = api_key.strip()
-        self.timeout = timeout
-        self.upload_timeout = upload_timeout
-
-    @property
-    def enabled(self) -> bool:
-        return bool(self.base_url)
-
-    def _headers(self) -> dict[str, str]:
-        headers: dict[str, str] = {}
-        if self.api_key:
-            headers["Authorization"] = f"Bearer {self.api_key}"
-        return headers
-
-    async def submit_job(self, payload: dict[str, Any]) -> dict[str, Any]:
-        async with httpx.AsyncClient(timeout=self.timeout) as client:
-            response = await client.post(
-                _join_url(self.base_url, "/api/jobs"),
-                json=payload,
-                headers=self._headers(),
-            )
-            response.raise_for_status()
-            return _unwrap_response(response.json())
-
-    async def upload_source_file(self, source_path: Path, *, folder_name: str = "") -> dict[str, Any]:
-        content_type = mimetypes.guess_type(source_path.name)[0] or "application/octet-stream"
-        headers = self._headers()
-        data = {"folder_name": folder_name} if folder_name else {}
-        async with httpx.AsyncClient(timeout=self.upload_timeout) as client:
-            with source_path.open("rb") as handle:
-                response = await client.post(
-                    _join_url(self.base_url, "/api/uploads"),
-                    data=data,
-                    files={"files": (source_path.name, handle, content_type)},
-                    headers=headers,
-                )
-            response.raise_for_status()
-            return _unwrap_response(response.json())
-
-    async def get_task(self, task_id: str) -> dict[str, Any]:
-        async with httpx.AsyncClient(timeout=self.timeout) as client:
-            response = await client.get(
-                _join_url(self.base_url, f"/api/tasks/{task_id}"),
-                headers=self._headers(),
-            )
-            response.raise_for_status()
-            return _unwrap_response(response.json())
-
-    async def get_run(self, run_id: str) -> dict[str, Any]:
-        async with httpx.AsyncClient(timeout=self.timeout) as client:
-            response = await client.get(
-                _join_url(self.base_url, f"/api/runs/{run_id}"),
-                headers=self._headers(),
-            )
-            response.raise_for_status()
-            return _unwrap_response(response.json())
-
-
-class AsrHttpClient:
-    def __init__(
-        self,
-        *,
-        base_url: str,
-        transcribe_path: str = "/transcribe",
-        field_name: str = "wav",
-        timeout: float = 120.0,
-    ) -> None:
-        self.base_url = base_url.rstrip("/")
-        self.transcribe_path = transcribe_path
-        self.field_name = field_name.strip() or "wav"
-        self.timeout = timeout
-
-    @property
-    def enabled(self) -> bool:
-        return bool(self.base_url)
-
-    async def transcribe_audio(self, audio_path: Path) -> dict[str, Any]:
-        content_type = mimetypes.guess_type(audio_path.name)[0] or "application/octet-stream"
-        async with httpx.AsyncClient(timeout=self.timeout) as client:
-            with audio_path.open("rb") as handle:
-                response = await client.post(
-                    _join_url(self.base_url, self.transcribe_path),
-                    files={self.field_name: (audio_path.name, handle, content_type)},
-                )
-            response.raise_for_status()
-            return _unwrap_response(response.json())
-
-
-class HuobaoDramaClient:
-    def __init__(self, *, base_url: str, timeout: float = 180.0) -> None:
-        self.base_url = base_url.rstrip("/")
-        self.timeout = timeout
-
-    @property
-    def enabled(self) -> bool:
-        return bool(self.base_url)
-
-    async def create_drama(self, payload: dict[str, Any]) -> dict[str, Any]:
-        async with httpx.AsyncClient(timeout=self.timeout) as client:
-            response = await client.post(
-                _join_url(self.base_url, "/api/v1/dramas"),
-                json=payload,
-            )
-            response.raise_for_status()
-            return _unwrap_response(response.json())
-
-    async def generate_image(self, payload: dict[str, Any]) -> dict[str, Any]:
-        async with httpx.AsyncClient(timeout=self.timeout) as client:
-            response = await client.post(
-                _join_url(self.base_url, "/api/v1/images"),
-                json=payload,
-            )
-            response.raise_for_status()
-            return _unwrap_response(response.json())
-
-    async def get_image(self, image_id: str) -> dict[str, Any]:
-        async with httpx.AsyncClient(timeout=self.timeout) as client:
-            response = await client.get(
-                _join_url(self.base_url, f"/api/v1/images/{image_id}"),
-            )
-            response.raise_for_status()
-            return _unwrap_response(response.json())
-
-    async def generate_video(self, payload: dict[str, Any]) -> dict[str, Any]:
-        async with httpx.AsyncClient(timeout=self.timeout) as client:
-            response = await client.post(
-                _join_url(self.base_url, "/api/v1/videos"),
-                json=payload,
-            )
-            response.raise_for_status()
-            return _unwrap_response(response.json())
-
-    async def get_video(self, video_id: str) -> dict[str, Any]:
-        async with httpx.AsyncClient(timeout=self.timeout) as client:
-            response = await client.get(
-                _join_url(self.base_url, f"/api/v1/videos/{video_id}"),
-            )
-            response.raise_for_status()
-            return _unwrap_response(response.json())
--- a/collector-service/app/main.py
+++ b/collector-service/app/main.py
--- a/collector-service/requirements.txt
+++ b/collector-service/requirements.txt
@@ -3,4 +3,3 @@ uvicorn[standard]==0.34.0
 httpx==0.28.1
 python-multipart==0.0.20
 pydantic==2.11.1
-yt-dlp
--- a/concepts/explore-first/README.md
+++ b/concepts/explore-first/README.md
@@ -0,0 +1,26 @@
+# Version A: Explore First
+
+Direction: `BibiGPT x mobile creator app`
+
+This version optimizes for the fastest path from raw material to reusable knowledge.
+
+## Product thesis
+
+- User intent starts with a single material input, not assistant configuration.
+- The app should feel like `paste link -> learn style -> save to knowledge base`.
+- Assistant creation is still present, but secondary.
+
+## Key decisions
+
+- `Explore` is the hero tab and the default opening screen.
+- Three inputs are elevated equally: video link, upload video, paste text.
+- The main feedback loop is a clean processing timeline instead of a complex dashboard.
+- Knowledge bases are shown as lightweight chips so the user can move fast.
+- Generated assistant suggestions appear after learning is complete.
+
+## When this version is best
+
+- Solo creators
+- Fast content collection
+- Teams that want low onboarding cost
+- Users who are not technical and do not want to think in workflows
--- a/concepts/explore-first/index.html
+++ b/concepts/explore-first/index.html
@@ -0,0 +1,387 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="UTF-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>StoryForge Version A</title>
+  <style>
+    :root {
+      --bg: #f4efe6;
+      --panel: rgba(255,255,255,0.82);
+      --ink: #1f1c17;
+      --muted: #6e6558;
+      --accent: #e26d3d;
+      --accent-soft: #ffd8c9;
+      --line: rgba(56, 40, 24, 0.12);
+      --shadow: 0 22px 60px rgba(72, 44, 23, 0.16);
+      --radius-xl: 30px;
+      --radius-lg: 22px;
+      --radius-md: 16px;
+    }
+
+    * { box-sizing: border-box; }
+    body {
+      margin: 0;
+      min-height: 100vh;
+      font-family: "Avenir Next", "SF Pro Display", "Segoe UI", sans-serif;
+      color: var(--ink);
+      background:
+        radial-gradient(circle at top left, rgba(236,128,78,0.24), transparent 32%),
+        radial-gradient(circle at 85% 18%, rgba(121,154,120,0.2), transparent 26%),
+        linear-gradient(180deg, #f7f0e8 0%, #efe6da 100%);
+      display: grid;
+      place-items: center;
+      padding: 28px;
+    }
+
+    .phone {
+      width: 390px;
+      min-height: 844px;
+      background: linear-gradient(180deg, rgba(255,255,255,0.82), rgba(255,250,245,0.94));
+      border: 1px solid rgba(80,52,28,0.1);
+      border-radius: 38px;
+      box-shadow: var(--shadow);
+      overflow: hidden;
+      position: relative;
+      backdrop-filter: blur(18px);
+    }
+
+    .hero {
+      padding: 26px 24px 20px;
+      position: relative;
+    }
+
+    .hero::after {
+      content: "";
+      position: absolute;
+      right: -24px;
+      top: -34px;
+      width: 168px;
+      height: 168px;
+      background: radial-gradient(circle, rgba(226,109,61,0.24), transparent 66%);
+      pointer-events: none;
+    }
+
+    .eyebrow {
+      display: inline-flex;
+      align-items: center;
+      gap: 8px;
+      padding: 8px 12px;
+      border-radius: 999px;
+      background: rgba(255,255,255,0.74);
+      border: 1px solid rgba(91,58,36,0.08);
+      font-size: 12px;
+      color: var(--muted);
+      letter-spacing: 0.04em;
+      text-transform: uppercase;
+    }
+
+    h1 {
+      margin: 16px 0 10px;
+      font-size: 34px;
+      line-height: 1.02;
+      letter-spacing: -0.04em;
+    }
+
+    .sub {
+      margin: 0;
+      color: var(--muted);
+      font-size: 14px;
+      line-height: 1.6;
+    }
+
+    .panel {
+      background: var(--panel);
+      border: 1px solid var(--line);
+      border-radius: var(--radius-xl);
+      margin: 0 18px 16px;
+      padding: 18px;
+      backdrop-filter: blur(18px);
+    }
+
+    .modes {
+      display: grid;
+      grid-template-columns: repeat(3, 1fr);
+      gap: 10px;
+      margin-bottom: 14px;
+    }
+
+    .mode {
+      padding: 12px 10px;
+      border-radius: 18px;
+      border: 1px solid var(--line);
+      font-size: 12px;
+      text-align: center;
+      color: var(--muted);
+      background: rgba(255,255,255,0.62);
+    }
+
+    .mode.active {
+      background: linear-gradient(180deg, #fff0e8, #ffd8c9);
+      color: #4f2818;
+      border-color: rgba(226,109,61,0.28);
+      font-weight: 700;
+    }
+
+    .input {
+      border-radius: 20px;
+      border: 1px solid var(--line);
+      background: #fffdf9;
+      padding: 16px;
+      min-height: 104px;
+      color: var(--muted);
+      line-height: 1.5;
+    }
+
+    .cta-row {
+      display: flex;
+      gap: 10px;
+      margin-top: 14px;
+    }
+
+    .button {
+      flex: 1;
+      border: 0;
+      border-radius: 18px;
+      padding: 14px 16px;
+      font-size: 14px;
+      font-weight: 700;
+    }
+
+    .button.primary {
+      background: linear-gradient(180deg, #ea7d4f, #d85d2e);
+      color: white;
+      box-shadow: 0 16px 28px rgba(205, 94, 44, 0.28);
+    }
+
+    .button.secondary {
+      background: rgba(255,255,255,0.75);
+      color: var(--ink);
+      border: 1px solid var(--line);
+    }
+
+    .section-title {
+      display: flex;
+      justify-content: space-between;
+      align-items: center;
+      margin-bottom: 14px;
+      font-size: 15px;
+      font-weight: 700;
+    }
+
+    .mini {
+      font-size: 12px;
+      color: var(--muted);
+      font-weight: 600;
+    }
+
+    .timeline {
+      display: grid;
+      gap: 12px;
+    }
+
+    .job {
+      border-radius: 22px;
+      padding: 14px;
+      background: linear-gradient(180deg, rgba(255,255,255,0.88), rgba(252,246,238,0.88));
+      border: 1px solid rgba(85,56,34,0.08);
+    }
+
+    .job-top, .assistant-top {
+      display: flex;
+      justify-content: space-between;
+      align-items: center;
+      margin-bottom: 10px;
+      gap: 12px;
+    }
+
+    .job-title {
+      font-size: 14px;
+      font-weight: 700;
+    }
+
+    .badge {
+      padding: 6px 10px;
+      border-radius: 999px;
+      font-size: 11px;
+      font-weight: 700;
+      background: var(--accent-soft);
+      color: #7a381d;
+    }
+
+    .steps {
+      display: flex;
+      gap: 8px;
+      flex-wrap: wrap;
+    }
+
+    .step {
+      padding: 7px 10px;
+      border-radius: 12px;
+      background: rgba(248,239,230,0.95);
+      color: #66594d;
+      font-size: 11px;
+      border: 1px solid rgba(95,69,42,0.08);
+    }
+
+    .chips {
+      display: flex;
+      gap: 8px;
+      flex-wrap: wrap;
+      margin-top: 12px;
+    }
+
+    .chip {
+      padding: 8px 12px;
+      border-radius: 999px;
+      background: rgba(255,255,255,0.7);
+      border: 1px solid var(--line);
+      font-size: 12px;
+    }
+
+    .assistants {
+      display: grid;
+      gap: 12px;
+    }
+
+    .assistant {
+      border-radius: 24px;
+      padding: 16px;
+      background: linear-gradient(135deg, rgba(255,247,239,0.92), rgba(244,255,246,0.9));
+      border: 1px solid rgba(86,70,41,0.08);
+    }
+
+    .assistant h3 {
+      margin: 0;
+      font-size: 16px;
+    }
+
+    .assistant p {
+      margin: 8px 0 0;
+      font-size: 13px;
+      color: var(--muted);
+      line-height: 1.5;
+    }
+
+    .tabbar {
+      position: absolute;
+      left: 18px;
+      right: 18px;
+      bottom: 18px;
+      border-radius: 24px;
+      background: rgba(30, 24, 18, 0.92);
+      color: rgba(255,255,255,0.58);
+      display: grid;
+      grid-template-columns: repeat(3, 1fr);
+      padding: 10px;
+      gap: 8px;
+    }
+
+    .tab {
+      text-align: center;
+      padding: 12px 8px;
+      border-radius: 16px;
+      font-size: 12px;
+      font-weight: 700;
+    }
+
+    .tab.active {
+      background: linear-gradient(180deg, rgba(233,123,73,0.95), rgba(204,85,39,0.95));
+      color: white;
+    }
+  </style>
+</head>
+<body>
+  <main class="phone">
+    <section class="hero">
+      <div class="eyebrow">StoryForge · Explore First</div>
+      <h1>Paste a video. Learn a voice. Build a style library.</h1>
+      <p class="sub">A mobile-first flow for collecting creator material, turning it into text, and dropping the refined style signal into private knowledge bases.</p>
+    </section>
+
+    <section class="panel">
+      <div class="modes">
+        <div class="mode active">Video Link</div>
+        <div class="mode">Upload Video</div>
+        <div class="mode">Paste Text</div>
+      </div>
+      <div class="input">https://www.douyin.com/video/creator-style-01
+
+Target KB: Founder Hooks
+Assistant: AI Startup Scriptwriter
+Analysis model: Local GLM-5</div>
+      <div class="cta-row">
+        <button class="button primary">Start learning</button>
+        <button class="button secondary">Save draft</button>
+      </div>
+      <div class="chips">
+        <div class="chip">Founder Hooks</div>
+        <div class="chip">Sales Emotion</div>
+        <div class="chip">Short CTA</div>
+      </div>
+    </section>
+
+    <section class="panel">
+      <div class="section-title">
+        <span>Processing timeline</span>
+        <span class="mini">2 active jobs</span>
+      </div>
+      <div class="timeline">
+        <div class="job">
+          <div class="job-top">
+            <div class="job-title">AI startup founder talking-head sample</div>
+            <div class="badge">Analyzing</div>
+          </div>
+          <div class="steps">
+            <div class="step">Downloaded</div>
+            <div class="step">Audio extracted</div>
+            <div class="step">ASR complete</div>
+            <div class="step">Style patterns</div>
+            <div class="step">KB sync next</div>
+          </div>
+        </div>
+        <div class="job">
+          <div class="job-top">
+            <div class="job-title">Closing CTA collection</div>
+            <div class="badge">Saved</div>
+          </div>
+          <div class="steps">
+            <div class="step">22 hooks found</div>
+            <div class="step">3 tone labels</div>
+            <div class="step">Knowledge base updated</div>
+          </div>
+        </div>
+      </div>
+    </section>
+
+    <section class="panel" style="margin-bottom: 112px;">
+      <div class="section-title">
+        <span>Suggested assistants</span>
+        <span class="mini">Generated from your latest material</span>
+      </div>
+      <div class="assistants">
+        <div class="assistant">
+          <div class="assistant-top">
+            <h3>AI Startup Scriptwriter</h3>
+            <div class="badge">1 KB</div>
+          </div>
+          <p>Sharp hook in the first sentence, short explanatory middle, strong “do this now” ending. Built from founder-style narration.</p>
+        </div>
+        <div class="assistant">
+          <div class="assistant-top">
+            <h3>Emotion-driven Sales Closer</h3>
+            <div class="badge">2 KBs</div>
+          </div>
+          <p>More intimate and persuasive. Best for conversion-driven scripts, private-domain follow-up, and urgency messaging.</p>
+        </div>
+      </div>
+    </section>
+
+    <nav class="tabbar">
+      <div class="tab active">Explore</div>
+      <div class="tab">Production</div>
+      <div class="tab">Mine</div>
+    </nav>
+  </main>
+</body>
+</html>
--- a/concepts/studio-workbench/README.md
+++ b/concepts/studio-workbench/README.md
@@ -1,27 +0,0 @@
-# Version B: Studio Workbench
-
-Direction: `Castmagic x content ops studio`
-
-This version optimizes for teams that want to turn one material source into many structured outputs.
-
-## Product thesis
-
- Users should feel they are operating a content studio, not just a summarizer.
- Material ingestion is one panel inside a broader production system.
- Knowledge bases, assistants, and output assets should be visible at once.
- This is stronger for repeatable workflows and team collaboration.
-
-## Key decisions
-
- `Production` becomes the emotional center of the app.
- The screen is split into material, assistant, and output zones.
- The user can see which knowledge bases feed which assistant.
- One source material can drive multiple output formats immediately.
- This layout is heavier, but it better communicates long-term business value.
-
-## When this version is best
-
- Small content teams
- Agencies managing multiple client voices
- Users who need assistant governance and model routing
- Teams that value throughput over the fastest first-use experience
--- a/concepts/studio-workbench/index.html
+++ b/concepts/studio-workbench/index.html
@@ -1,426 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-  <meta charset="UTF-8" />
-  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>StoryForge Version B</title>
-  <style>
-    :root {
-      --bg: #0e1416;
-      --panel: #121b1e;
-      --panel-soft: #162226;
-      --panel-bright: #1a282d;
-      --ink: #edf3ef;
-      --muted: #9db1a8;
-      --teal: #66c2a5;
-      --amber: #f2a65a;
-      --coral: #ff7a59;
-      --line: rgba(202, 224, 215, 0.1);
-      --shadow: 0 24px 70px rgba(0, 0, 0, 0.42);
-      --radius-xl: 32px;
-      --radius-lg: 22px;
-      --radius-md: 16px;
-    }
-
-    * { box-sizing: border-box; }
-    body {
-      margin: 0;
-      min-height: 100vh;
-      font-family: "Avenir Next", "SF Pro Display", "Segoe UI", sans-serif;
-      color: var(--ink);
-      background:
-        radial-gradient(circle at top left, rgba(102,194,165,0.18), transparent 28%),
-        radial-gradient(circle at 88% 14%, rgba(255,122,89,0.16), transparent 24%),
-        linear-gradient(180deg, #0d1214 0%, #10181b 100%);
-      display: grid;
-      place-items: center;
-      padding: 26px;
-    }
-
-    .frame {
-      width: 1440px;
-      min-height: 900px;
-      border-radius: 34px;
-      background: rgba(16, 23, 25, 0.95);
-      border: 1px solid rgba(199, 225, 215, 0.08);
-      box-shadow: var(--shadow);
-      display: grid;
-      grid-template-columns: 250px 1fr;
-      overflow: hidden;
-    }
-
-    .sidebar {
-      background: linear-gradient(180deg, #0f181b, #111b1f);
-      border-right: 1px solid var(--line);
-      padding: 26px 18px;
-      display: flex;
-      flex-direction: column;
-      gap: 18px;
-    }
-
-    .brand {
-      padding: 12px 14px;
-      border-radius: 18px;
-      background: rgba(255,255,255,0.03);
-      border: 1px solid var(--line);
-    }
-
-    .brand small {
-      display: block;
-      color: var(--muted);
-      text-transform: uppercase;
-      letter-spacing: 0.08em;
-      font-size: 11px;
-      margin-bottom: 8px;
-    }
-
-    .brand strong {
-      font-size: 24px;
-      letter-spacing: -0.04em;
-    }
-
-    .nav {
-      display: grid;
-      gap: 8px;
-    }
-
-    .nav-item {
-      padding: 14px 16px;
-      border-radius: 18px;
-      color: var(--muted);
-      border: 1px solid transparent;
-      background: transparent;
-      font-weight: 700;
-    }
-
-    .nav-item.active {
-      color: #0d1416;
-      background: linear-gradient(180deg, #79d1b6, #56b394);
-    }
-
-    .nav-item.alert {
-      border-color: rgba(255,122,89,0.22);
-      background: rgba(255,122,89,0.08);
-      color: #ffd5cb;
-    }
-
-    .sidebar-footer {
-      margin-top: auto;
-      padding: 16px;
-      border-radius: 18px;
-      background: rgba(255,255,255,0.03);
-      border: 1px solid var(--line);
-      color: var(--muted);
-      font-size: 13px;
-      line-height: 1.6;
-    }
-
-    .content {
-      padding: 24px;
-      display: grid;
-      grid-template-rows: auto auto 1fr;
-      gap: 18px;
-    }
-
-    .topbar {
-      display: flex;
-      justify-content: space-between;
-      align-items: center;
-      gap: 18px;
-    }
-
-    .headline h1 {
-      margin: 0;
-      font-size: 34px;
-      letter-spacing: -0.04em;
-    }
-
-    .headline p {
-      margin: 8px 0 0;
-      color: var(--muted);
-      font-size: 14px;
-    }
-
-    .top-actions {
-      display: flex;
-      gap: 10px;
-    }
-
-    .button {
-      padding: 14px 18px;
-      border-radius: 16px;
-      border: 1px solid var(--line);
-      background: var(--panel-soft);
-      color: var(--ink);
-      font-weight: 700;
-    }
-
-    .button.primary {
-      background: linear-gradient(180deg, #f7b36a, #ee9143);
-      color: #27140b;
-      border-color: transparent;
-    }
-
-    .stats {
-      display: grid;
-      grid-template-columns: repeat(4, 1fr);
-      gap: 14px;
-    }
-
-    .stat {
-      padding: 16px 18px;
-      border-radius: 20px;
-      background: var(--panel);
-      border: 1px solid var(--line);
-    }
-
-    .stat span {
-      display: block;
-      color: var(--muted);
-      font-size: 12px;
-      margin-bottom: 8px;
-    }
-
-    .stat strong {
-      font-size: 30px;
-      letter-spacing: -0.05em;
-    }
-
-    .workspace {
-      display: grid;
-      grid-template-columns: 1.15fr 0.95fr 1.1fr;
-      gap: 18px;
-    }
-
-    .card {
-      background: linear-gradient(180deg, rgba(22,34,38,0.96), rgba(17,27,30,0.98));
-      border: 1px solid var(--line);
-      border-radius: 26px;
-      padding: 18px;
-    }
-
-    .card h2 {
-      margin: 0 0 6px;
-      font-size: 20px;
-    }
-
-    .card p {
-      margin: 0 0 14px;
-      color: var(--muted);
-      font-size: 13px;
-      line-height: 1.6;
-    }
-
-    .composer {
-      border-radius: 18px;
-      border: 1px solid var(--line);
-      background: rgba(255,255,255,0.03);
-      min-height: 118px;
-      padding: 16px;
-      color: var(--muted);
-      margin-bottom: 12px;
-    }
-
-    .option-grid {
-      display: grid;
-      gap: 10px;
-      margin-top: 14px;
-    }
-
-    .option {
-      padding: 14px;
-      border-radius: 18px;
-      border: 1px solid var(--line);
-      background: rgba(255,255,255,0.03);
-      display: flex;
-      justify-content: space-between;
-      align-items: center;
-      gap: 12px;
-    }
-
-    .option small, .asset small {
-      display: block;
-      color: var(--muted);
-      margin-top: 4px;
-      font-size: 12px;
-    }
-
-    .pill {
-      padding: 7px 11px;
-      border-radius: 999px;
-      font-size: 11px;
-      font-weight: 800;
-    }
-
-    .pill.teal { background: rgba(102,194,165,0.15); color: #9be4ce; }
-    .pill.amber { background: rgba(242,166,90,0.15); color: #ffd6a7; }
-    .pill.coral { background: rgba(255,122,89,0.14); color: #ffc6b6; }
-
-    .pipeline {
-      display: grid;
-      gap: 12px;
-    }
-
-    .stage {
-      padding: 14px;
-      border-radius: 18px;
-      background: rgba(255,255,255,0.03);
-      border: 1px solid var(--line);
-    }
-
-    .stage strong {
-      display: block;
-      margin-bottom: 8px;
-      font-size: 14px;
-    }
-
-    .asset-grid {
-      display: grid;
-      gap: 12px;
-    }
-
-    .asset {
-      border-radius: 20px;
-      padding: 16px;
-      background: linear-gradient(180deg, rgba(26,40,45,0.96), rgba(20,31,35,0.96));
-      border: 1px solid rgba(200, 225, 216, 0.08);
-    }
-
-    .asset strong {
-      display: block;
-      font-size: 15px;
-    }
-
-    .asset .meta {
-      margin-top: 10px;
-      display: flex;
-      gap: 8px;
-      flex-wrap: wrap;
-    }
-  </style>
-</head>
-<body>
-  <main class="frame">
-    <aside class="sidebar">
-      <div class="brand">
-        <small>StoryForge</small>
-        <strong>Studio Workbench</strong>
-      </div>
-      <div class="nav">
-        <div class="nav-item">Explore</div>
-        <div class="nav-item active">Production</div>
-        <div class="nav-item">Knowledge</div>
-        <div class="nav-item">Assistants</div>
-        <div class="nav-item">Models</div>
-        <div class="nav-item alert">3 accounts pending</div>
-      </div>
-      <div class="sidebar-footer">
-        Best for a team that wants traceable content operations: one material source, many assistant outputs, one clear knowledge map.
-      </div>
-    </aside>
-
-    <section class="content">
-      <header class="topbar">
-        <div class="headline">
-          <h1>Run your copywriting system like a studio.</h1>
-          <p>Ingest material, route it through the right knowledge bases, and send different assistants to generate platform-specific outputs.</p>
-        </div>
-        <div class="top-actions">
-          <button class="button">Add material</button>
-          <button class="button primary">Generate outputs</button>
-        </div>
-      </header>
-
-      <section class="stats">
-        <div class="stat"><span>Materials this week</span><strong>42</strong></div>
-        <div class="stat"><span>Knowledge bases</span><strong>9</strong></div>
-        <div class="stat"><span>Active assistants</span><strong>6</strong></div>
-        <div class="stat"><span>Reusable outputs</span><strong>128</strong></div>
-      </section>
-
-      <section class="workspace">
-        <article class="card">
-          <h2>Material intake</h2>
-          <p>Every source enters here first. Links, files, and text all converge into a transcript-centered asset.</p>
-          <div class="composer">Paste a Douyin or YouTube link here.
-
-Knowledge target: Founder Hooks + Proof Framing
-Assistant route: AI Startup Scriptwriter + Sales CTA Finisher
-Analysis model: Local GLM-5</div>
-          <div class="option-grid">
-            <div class="option">
-              <div>
-                <strong>VC founder talking-head sample</strong>
-                <small>12m · transcript ready · hook density 8.9/10</small>
-              </div>
-              <span class="pill teal">Linked</span>
-            </div>
-            <div class="option">
-              <div>
-                <strong>High-conversion CTA collection</strong>
-                <small>text note · 38 CTA endings extracted</small>
-              </div>
-              <span class="pill amber">Text</span>
-            </div>
-          </div>
-        </article>
-
-        <article class="card">
-          <h2>Knowledge routing</h2>
-          <p>Make the knowledge graph visible. Users should always know which assistant can read which material pool.</p>
-          <div class="pipeline">
-            <div class="stage">
-              <strong>1. Transcript clean-up</strong>
-              Remove filler, split hooks, isolate claims, normalize CTA language.
-            </div>
-            <div class="stage">
-              <strong>2. Style abstraction</strong>
-              Extract rhythm, sentence energy, authority level, objection handling patterns.
-            </div>
-            <div class="stage">
-              <strong>3. Knowledge base sync</strong>
-              Founder Hooks, Sales Emotion, Short CTA, Proof Framing.
-            </div>
-            <div class="stage">
-              <strong>4. Assistant generation</strong>
-              Bind one or more KBs, assign model, generate title/script/variant bundle.
-            </div>
-          </div>
-        </article>
-
-        <article class="card">
-          <h2>Output assets</h2>
-          <p>One material source should fan out into multiple reusable content assets immediately.</p>
-          <div class="asset-grid">
-            <div class="asset">
-              <strong>AI Startup Scriptwriter</strong>
-              <small>Bound to Founder Hooks + Proof Framing · Model: Local GLM-5</small>
-              <div class="meta">
-                <span class="pill coral">60s oral script</span>
-                <span class="pill teal">3 title variants</span>
-                <span class="pill amber">Closing CTA</span>
-              </div>
-            </div>
-            <div class="asset">
-              <strong>Emotion-driven Sales Closer</strong>
-              <small>Bound to Sales Emotion + Short CTA · Model: Gemini via local proxy</small>
-              <div class="meta">
-                <span class="pill amber">Private-domain follow-up</span>
-                <span class="pill coral">Urgency rewrite</span>
-              </div>
-            </div>
-            <div class="asset">
-              <strong>Authority-led Brand Explainer</strong>
-              <small>Bound to Proof Framing only · Safer for educational content</small>
-              <div class="meta">
-                <span class="pill teal">Long caption</span>
-                <span class="pill amber">Carousel outline</span>
-              </div>
-            </div>
-          </div>
-        </article>
-      </section>
-    </section>
-  </main>
-</body>
-</html>
--- a/deploy/cleanup_legacy_fastgpt_runtime.sh
+++ b/deploy/cleanup_legacy_fastgpt_runtime.sh
@@ -1,65 +0,0 @@
-#!/usr/bin/env bash
-set -euo pipefail
-
-LEGACY_CONTAINERS=(
-  storyforge-fastgpt-plugin
-  storyforge-sandbox
-  storyforge-pg
-  storyforge-minio
-  storyforge-redis
-  storyforge-mongo
-)
-
-LEGACY_NETWORK="storyforge-net"
-COLLECTOR_HEALTH_URL="${COLLECTOR_HEALTH_URL:-http://127.0.0.1:8081/healthz}"
-N8N_HEALTH_URL="${N8N_HEALTH_URL:-http://127.0.0.1:5670/healthz}"
-APPLY="${APPLY:-0}"
-
-log() {
-  printf '[cleanup] %s\n' "$*"
-}
-
-check_url() {
-  local url="$1"
-  curl -fsS "$url" >/dev/null
-}
-
-log "preflight: verifying StoryForge collector and n8n"
-check_url "$COLLECTOR_HEALTH_URL"
-check_url "$N8N_HEALTH_URL"
-
-log "legacy containers:"
-for container in "${LEGACY_CONTAINERS[@]}"; do
-  if docker ps -a --format '{{.Names}}' | grep -Fxq "$container"; then
-    status="$(docker inspect --format '{{.State.Status}}' "$container")"
-    printf '  - %s (%s)\n' "$container" "$status"
-  else
-    printf '  - %s (missing)\n' "$container"
-  fi
-done
-
-if [[ "$APPLY" != "1" ]]; then
-  log "dry run complete. Re-run with APPLY=1 to stop and remove legacy containers."
-  exit 0
-fi
-
-for container in "${LEGACY_CONTAINERS[@]}"; do
-  if docker ps -a --format '{{.Names}}' | grep -Fxq "$container"; then
-    log "removing $container"
-    docker rm -f "$container" >/dev/null
-  fi
-done
-
-if docker network inspect "$LEGACY_NETWORK" >/dev/null 2>&1; then
-  if [[ "$(docker network inspect "$LEGACY_NETWORK" --format '{{len .Containers}}')" == "0" ]]; then
-    log "removing empty network $LEGACY_NETWORK"
-    docker network rm "$LEGACY_NETWORK" >/dev/null
-  else
-    log "network $LEGACY_NETWORK still has attached containers; leaving it in place"
-  fi
-fi
-
-log "post-check: verifying StoryForge collector and n8n"
-check_url "$COLLECTOR_HEALTH_URL"
-check_url "$N8N_HEALTH_URL"
-log "legacy FastGPT runtime cleanup completed"
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -1,30 +1,56 @@
+version: "3.9"
+
 services:
-  n8n:
-    image: ${N8N_IMAGE:-docker.n8n.io/n8nio/n8n:latest}
-    container_name: storyforge-n8n
+  mongo:
+    image: mongo:6
+    container_name: storyforge-mongo
+    restart: unless-stopped
+    ports:
+      - "27017:27017"
+    volumes:
+      - ./data/mongo:/data/db
+
+  vectorDB:
+    image: pgvector/pgvector:pg16
+    container_name: storyforge-pgvector
    restart: unless-stopped
    environment:
-      N8N_HOST: ${N8N_HOST:-0.0.0.0}
-      N8N_PORT: 5678
-      N8N_PROTOCOL: ${N8N_PROTOCOL:-http}
-      WEBHOOK_URL: ${WEBHOOK_URL:-http://127.0.0.1:5670/}
-      GENERIC_TIMEZONE: ${GENERIC_TIMEZONE:-Asia/Shanghai}
-      TZ: ${TZ:-Asia/Shanghai}
-      N8N_SECURE_COOKIE: ${N8N_SECURE_COOKIE:-false}
-      N8N_ENFORCE_SETTINGS_FILE_PERMISSIONS: ${N8N_ENFORCE_SETTINGS_FILE_PERMISSIONS:-false}
+      POSTGRES_DB: ${POSTGRES_DB:-fastgpt}
+      POSTGRES_USER: ${POSTGRES_USER:-postgres}
+      POSTGRES_PASSWORD: ${POSTGRES_PASSWORD:-postgres}
    ports:
-      - "5670:5678"
+      - "5432:5432"
    volumes:
-      - ./data/n8n:/home/node/.n8n
-      - ./n8n:/workspace/n8n:ro
+      - ./data/pg:/var/lib/postgresql/data
+
+  redis:
+    image: redis:7-alpine
+    container_name: storyforge-redis
+    restart: unless-stopped
+    ports:
+      - "6379:6379"
+    volumes:
+      - ./data/redis:/data
+
+  minio:
+    image: minio/minio:RELEASE.2025-02-07T23-21-09Z
+    container_name: storyforge-minio
+    restart: unless-stopped
+    command: server /data --console-address ":9001"
+    environment:
+      MINIO_ROOT_USER: ${MINIO_ROOT_USER:-minioadmin}
+      MINIO_ROOT_PASSWORD: ${MINIO_ROOT_PASSWORD:-minioadmin}
+    ports:
+      - "9000:9000"
+      - "9001:9001"
+    volumes:
+      - ./data/minio:/data

  collector:
    build:
      context: ./collector-service
    container_name: storyforge-collector
    restart: unless-stopped
-    depends_on:
-      - n8n
    environment:
      DATA_DIR: /data/collector
      DATABASE_PATH: /data/collector/storyforge.db
@@ -32,47 +58,44 @@ services:
      LOCAL_OPENAI_BASE_URL: ${LOCAL_OPENAI_BASE_URL:-http://host.docker.internal:8317/v1}
      LOCAL_OPENAI_MODEL: ${LOCAL_OPENAI_MODEL:-GLM-5}
      LOCAL_OPENAI_API_KEY: ${LOCAL_OPENAI_API_KEY:-}
-      N8N_BASE_URL: ${COLLECTOR_N8N_BASE_URL:-http://n8n:5678}
-      N8N_ANALYSIS_WEBHOOK_PATH: ${N8N_ANALYSIS_WEBHOOK_PATH:-/webhook/storyforge-analysis}
-      N8N_REAL_CUT_WEBHOOK_PATH: ${N8N_REAL_CUT_WEBHOOK_PATH:-/webhook/storyforge-real-cut}
-      N8N_AI_VIDEO_WEBHOOK_PATH: ${N8N_AI_VIDEO_WEBHOOK_PATH:-/webhook/storyforge-ai-video}
-      N8N_CONTENT_SOURCE_SYNC_WEBHOOK_PATH: ${N8N_CONTENT_SOURCE_SYNC_WEBHOOK_PATH:-/webhook/storyforge-content-source-sync}
-      ORCHESTRATOR_SHARED_SECRET: ${ORCHESTRATOR_SHARED_SECRET:-storyforge-local-secret}
-      CUTVIDEO_BASE_URL: ${CUTVIDEO_BASE_URL:-}
-      CUTVIDEO_API_KEY: ${CUTVIDEO_API_KEY:-}
-      CUTVIDEO_BASE_CONFIG: ${CUTVIDEO_BASE_CONFIG:-example.job.yaml}
-      CUTVIDEO_POLL_INTERVAL_SEC: ${CUTVIDEO_POLL_INTERVAL_SEC:-10}
-      CUTVIDEO_MAX_WAIT_SEC: ${CUTVIDEO_MAX_WAIT_SEC:-1800}
-      CUTVIDEO_UPLOAD_TIMEOUT_SEC: ${CUTVIDEO_UPLOAD_TIMEOUT_SEC:-1800}
-      HUOBAO_BASE_URL: ${HUOBAO_BASE_URL:-http://host.docker.internal:5678}
+      FASTGPT_BASE_URL: ${FASTGPT_BASE_URL:-http://host.docker.internal:3000}
+      FASTGPT_DATASET_API_KEY: ${FASTGPT_DATASET_API_KEY:-}
      YTDLP_BIN: ${YTDLP_BIN:-yt-dlp}
      FFMPEG_BIN: ${FFMPEG_BIN:-ffmpeg}
      WHISPER_BIN: ${WHISPER_BIN:-}
      WHISPER_MODEL: ${WHISPER_MODEL:-/data/collector/models/ggml-base.en.bin}
-      ASR_HTTP_BASE_URL: ${ASR_HTTP_BASE_URL:-}
-      ASR_HTTP_TRANSCRIBE_PATH: ${ASR_HTTP_TRANSCRIBE_PATH:-/transcribe}
-      ASR_HTTP_FIELD_NAME: ${ASR_HTTP_FIELD_NAME:-wav}
-      ASR_HTTP_TIMEOUT_SEC: ${ASR_HTTP_TIMEOUT_SEC:-120}
-      HUOBAO_POLL_INTERVAL_SEC: ${HUOBAO_POLL_INTERVAL_SEC:-10}
-      HUOBAO_MAX_WAIT_SEC: ${HUOBAO_MAX_WAIT_SEC:-900}
    ports:
      - "8081:8081"
    volumes:
      - ./data/collector:/data/collector
    command: uvicorn app.main:app --host 0.0.0.0 --port 8081

+  fastgpt:
+    image: ghcr.io/labring/fastgpt:latest
+    container_name: storyforge-fastgpt
+    restart: unless-stopped
+    depends_on:
+      - mongo
+      - vectorDB
+      - redis
+      - minio
+    ports:
+      - "3000:3000"
+
+  sandbox:
+    image: ghcr.io/labring/fastgpt-sandbox:latest
+    container_name: storyforge-sandbox
+    restart: unless-stopped
+
+  fastgpt-plugin:
+    image: ghcr.io/labring/fastgpt-plugin:latest
+    container_name: storyforge-fastgpt-plugin
+    restart: unless-stopped
+
  cli-proxy-api:
    image: ${CLIPROXY_IMAGE:-storyforge/cli-proxy-api:patched}
    container_name: storyforge-cliproxyapi
    restart: unless-stopped
-    command:
-      - ./CLIProxyAPI
-      - -config
-      - /CLIProxyAPI/config.yaml
-    volumes:
-      - ./data/cliproxyapi/config.yaml:/CLIProxyAPI/config.yaml:ro
-      - ./data/cliproxyapi/auths:/root/.cli-proxy-api
-      - ./data/cliproxyapi/logs:/CLIProxyAPI/logs
    ports:
      - "8317:8317"
      - "8085:8085"
--- a/docs/AUDIT_2026-03-18.md
+++ b/docs/AUDIT_2026-03-18.md
@@ -1,191 +0,0 @@
-# StoryForge 现状审计
-
-日期：2026-03-18
-更新：2026-03-20
-
-## 结论
-
-当前应以 `/Users/kris/code/StoryForge-gitea` 作为主工作区继续推进，而不是 `/Users/kris/code/Fastgpt`。后者更像一次不完整的导入快照，前者才是可持续开发的真实仓库。
-
-## 现有功能归位
-
-### 1. `collector-service` 之前承担的功能
-
- 账号注册、登录、审批
- 本地模型配置
- 知识库、智能体、任务管理
- 视频链接/上传视频/文本三类入口
- 下载器、ffmpeg、whisper.cpp 风格的本地处理调用
- Android OTA 查询/发布
-
-### 2. FastGPT 实际承担的功能
-
- 仅承担“数据集/文档同步”的外部依赖角色
- 代码痕迹集中在：
-  - `collector-service/app/fastgpt.py`
-  - `docker-compose.yml`
-  - 若干 `fastgpt_*` 字段
-
-结论：FastGPT 并不是业务内核，适合迁移后整体删除。
-
-### 3. n8n 适合接管的功能
-
- 任务触发
- 工作流分流
- 外部能力编排入口
- 任务执行顺序控制
-
-不适合承载：
-
- 用户、项目、Agent、知识库、任务、历史记录的主数据
- 业务状态唯一真相源
-
-结论：应采用“业务状态在 `collector-service`，流程编排在 `n8n`”的分层。
-
-## 多用户与数据边界
-
-当前已明确采用：
-
- `accounts`
- `projects`
- `knowledge_bases`
- `assistants`
- `content_sources`
- `jobs`
- `job_events`
-
-推荐模型：`user + project`。
-
-理由：
-
- 只做 `user` 级隔离，会导致一个用户内部不同内容工作流难以再分边界
- `project` 可以自然承接“一个创作者方向 / 一个客户 / 一个账号矩阵 / 一个内容实验”
- `assistant`、`knowledge_base`、`job`、`content_source` 都能挂到 `project`，便于后续扩展协作空间
-
-## 外部链路审计
-
-### 1. 下载器
-
- 已存在，不需要重写
- 现阶段通过 `yt-dlp` 命令集成
- 账号级内容源同步同样复用 `yt-dlp --flat-playlist`，不额外维护抓取器
-
-### 2. ASR
-
- 现有实现已部署，入口现已标准化为“两级优先级”：
-  - 优先调用 HTTP ASR 服务
-  - HTTP 不可用或返回空结果时，回退到 `whisper.cpp` 命令行
- 本次已按 `mac-whisper-service` 的 `/transcribe` 协议完成接入，并用任务 `job_e95f9b5579fd4c5aa40f04de611e9fd0` 验证 `artifacts.asr_backend=http`
- 进一步联调发现真实长视频转写耗时约 44 秒，因此 `collector` 侧 `ASR_HTTP_TIMEOUT_SEC` 默认值已提升到 120 秒；本机 `mac-whisper-service` 运行时也需要把 `WHISPER_TIMEOUT_MS` 提升到 `120000`
- 修复后再次验证成功，任务 `job_bb405e2e878849e38c4bb31f7781e1e3` 已写入真实 HTTP ASR 文本并记录 `artifacts.asr_http_payload`
- `collector` 运行镜像已补上 `ffmpeg` 和 `yt-dlp`，避免容器内缺依赖导致音频抽取或下载失效
-
-### 2.1 内容源账号同步
-
- 已新增 `content_source_sync_pipeline`
- 用户可通过 `POST /v2/pipelines/content-source-sync` 提交创作者账号 URL
- 后端会创建父任务，使用 `yt-dlp --flat-playlist` 抓取最近 N 条视频 URL，再自动派生用户自己的 `video_link` 子分析任务
- `jobs.parent_job_id` 已加入数据模型，父子任务关系可持久化查询
- 已用 bilibili 账号 URL 联调验证：
-  - 父任务：`job_b02109cf9e8244fbb5b86f184a7c7574`
-  - 子任务：`job_7f169db61af441f8a7f186d03db2d91c`、`job_28c47774028441378a3974860c375ab7`
-
-结论：账号级调度不再是空白能力，但目前只验证了 `bilibili` URL 形态，抖音 / 小红书仍需真链路核实。
-
-### 3. Windows `cutvideo`
-
- 仓库：`/Users/kris/code/cutvideo`
- 具备清晰 API：
-  - `POST /api/jobs`
-  - `POST /api/uploads`
-  - `GET /api/tasks/{task_id}`
-  - `GET /api/runs/{run_id}`
- 适合集成为“由 StoryForge 后端授权调用的局域网剪辑能力”
-
-当前状态：
-
- StoryForge 已支持把 `upload_video` 或已完成的 `video_link` 源素材自动上传到 `cutvideo`
- `real-cut` 任务可直接传 `source_job_id`，由后端完成 staging 后再提交到剪辑服务
- Windows 机器已部署带 `POST /api/uploads` 的 `cutvideo` 版本，并完成局域网联调
-
-### 3.1 `douyin` 工作台
-
- `collector-service` 已具备 `/v2/douyin/*` 工作台接口
- 已补充两类关键联调增强：
-  - 分享文案中的 URL 自动提取与归一化
-  - public 页面命中抖音反爬挑战时的显式诊断返回
- 真实 smoke 结果表明，纯 public 主页抓取会落到 `byted_acrawler` 挑战页，而不是正常 profile 数据页
- 同时，`manual_profile_payload + manual_work_payloads` 已验证可完成账号入库、分析报告生成、相似账号搜索和对标关系写入
- 现已新增浏览器辅助采集工具 `/Users/kris/code/StoryForge-gitea/scripts/douyin-browser-capture/capture_and_sync.mjs`
- 同目录现已新增本地控制台 `/Users/kris/code/StoryForge-gitea/scripts/douyin-browser-capture/control_panel.mjs`
- 该工具使用真实 Playwright Chromium 会话打开抖音页面，允许人工登录 / 过滑块后继续自动提取 `<script>` JSON、网络 JSON、视频详情页和创作者中心页数据
- 浏览器工具最终直接调用现有 `/v2/douyin/accounts/sync`，不新增第二套持久化模型
- 控制台模式已经支持“开始采集 -> 浏览器登录 -> 网页点继续 -> 自动同步”的点击式流程，并修复了 ready-file 提前点击的竞态
-
-结论：`douyin` 方向不再是“接口存在但不可用”，当前状态是“public 直抓受反爬限制，但人工采集兜底链已跑通”。
-
-### 4. `huobao-drama`
-
- 旧改版位置：`/Users/kris/code/huobaoduanju/huobao-drama-master`
- 最新 upstream：`/Users/kris/code/huobao-drama-upstream`
- 旧改版主要多了一套 `ad_workflow` 方向，和当前 StoryForge MVP 不完全对齐
- 最新版已具备：
-  - `POST /api/v1/dramas`
-  - `POST /api/v1/images`
-  - `GET /api/v1/images/{id}`
-  - `POST /api/v1/videos`
-  - `GET /api/v1/videos/{id}`
-  - `reference_mode=first_last`
-
-本次真实联调里，旧改版为了兼容 `qnaigc` 需要补 4 个点：
-
- `pkg/image/openai_image_client.go`
- `application/services/image_generation_service.go`
- `pkg/video/openai_sora_client.go`
- `application/services/video_generation_service.go`
-
-核对结果：
-
- 以上 4 个文件与本机 upstream 同名文件在补丁前没有明显结构分叉
- 当前差异基本就是 `qnaigc` 图片异步查询、Kling 视频 JSON 协议、结果 URL 解析、远程首尾帧 URL 保留这几处兼容逻辑
-
-结论：这批补丁是可移植补丁，MVP 已在旧改版实例上验证通过；下一步应把同样补丁迁到最新版 `huobao-drama-upstream`，而不是继续在旧目录长期演进。
-
-补充验证（2026-03-20）：
-
- `/Users/kris/code/huobao-drama-upstream` 当前工作分支为 `codex/qnaigc-compat`
- 该分支已包含 qnaigc 图片异步查询、Kling 视频协议、结果 URL 解析、远程首尾帧保留等补丁
- 另外补了 `ResourceTransferService` 的 no-op MinIO 转存方法，当前 `go build ./...` 已可全量通过
- 使用复制自旧目录的 `config.yaml + drama_generator.db + data/storage` 在隔离目录启动了 upstream 实例，地址为 `http://127.0.0.1:5681`
- 上游实例健康检查通过，`POST /api/v1/dramas` 可正常创建剧本
- 新的图片和视频生成请求已能走到 provider 调用层，但当前复制出的 AI 配置凭证返回 `403 access denied for invalid user`
- 进一步在旧改版隔离实例 `http://127.0.0.1:5682` 上重放了 fresh 图片请求，返回同样的 `403 access denied for invalid user`
- 结论因此进一步收敛：当前 blocker 不是 upstream 回归，而是外部图片/视频凭证已失效
- 已在 `huobao-drama-upstream` 增加按服务类型的运行时覆盖能力，可用 `HUOBAO_TEXT_* / HUOBAO_IMAGE_* / HUOBAO_VIDEO_*` 环境变量接管数据库中的 AI 配置
- 已在 `huobao-drama-upstream` 固化 `scripts/run_storyforge_smoke.sh`，可自动复制旧库配置与数据、起隔离实例并校验 `/health`
-
-结论更新：`huobao-drama-upstream` 的代码级兼容迁移已经完成，当前剩余 blocker 是外部图片/视频凭证失效，导致无法用“旧配置副本”继续 fresh 生成；但新的运行时 env 覆盖路径已经就位，后续补新 key 不需要再手改 SQLite。
-
-## 当前已完成迁移面
-
- FastGPT 运行时依赖已从 `collector-service` 主代码中剥离
- 旧 FastGPT 运行残留容器 `storyforge-fastgpt-plugin / sandbox / pg / minio / redis / mongo` 已于 2026-03-20 实际下线并清理
- 数据库已支持 `project/content_source/job_events`
- `collector-service` 已增加：
-  - `n8n` 触发
-  - `cutvideo` 集成 client
-  - `huobao-drama` 集成 client
-  - 内部编排接口
- `docker-compose.yml` 已改为 `collector + n8n + cli-proxy-api`
- `n8n` 工作流导出文件已纳入仓库
- `collector-service` 的 live 运行态已回归到 `StoryForge-gitea` 自身源码构建，不再依赖 `/Users/kris/code/Fastgpt/collector-service/app` 的临时 bind mount
- `collector-service` 现已在 live `8081` 提供 `/v2/douyin/*` 接口，并保留原有 `real-cut / ai-video / content-source-sync` 路由
- Android Explore 页已补上“账号同步”入口，可直接创建内容源账号同步任务，并支持平台、主页链接、账号标识、最大抓取条数、跳过已存在、自动触发分析等参数
- Android 工作区缺失的 `com.aiglasses.app.data` 数据层已从同源代码补回，当前 `./gradlew :app:compileDebugKotlin` 与 `:app:assembleDebug` 均已通过，并产出 `app-debug.apk`
-
-## 当前主要风险
-
-1. 小红书账号级内容源还未做真实平台验证
-2. `douyin` public 直抓仍受反爬限制，但现在已经有“真实浏览器 + 人工登录 + 自动提取 + 回写现有工作台”的可落地协作链
-3. `huobao-drama-upstream` 已完成代码迁移并可编译，但 fresh smoke 受外部图片/视频凭证 `403 invalid user` 阻塞
-4. Android 端目前已能完成 Debug APK 构建，但仍缺少真机安装和功能回归验证
--- a/docs/IMPLEMENTATION_PLAN_2026-03-18.md
+++ b/docs/IMPLEMENTATION_PLAN_2026-03-18.md
@@ -1,97 +0,0 @@
-# StoryForge 分阶段实施计划
-
-日期：2026-03-18
-
-## Phase 0: 审计与基线收拢
-
- 确认主工作区
- 识别 FastGPT 真实职责
- 识别多用户、多项目需要的主数据模型
- 对比 `huobao-drama` 旧改版与 upstream
- 审计 `cutvideo` 接口能力
-
-状态：已完成
-
-## Phase 1: 业务后端改造成主状态中心
-
- 引入 `projects`
- 引入 `content_sources`
- 引入 `job_events`
- 让 `knowledge_bases / assistants / jobs` 全部 project 化
- 去掉 `collector-service` 中的 FastGPT 运行时逻辑
- 增加 `agents` 别名接口，统一 Agent 语义
-
-状态：已完成首版
-
-## Phase 2: n8n 接管流程编排
-
- 公共任务创建接口只负责建任务并触发工作流
- `n8n` 负责分发：
-  - `analysis_pipeline`
-  - `real_cut_pipeline`
-  - `ai_video_pipeline`
- 业务步骤落在 `collector-service` 内部接口，保证状态统一入库
-
-状态：已完成首版
-
-## Phase 3: 内容分析主线 MVP
-
- 支持文本
- 支持视频链接
- 支持上传视频
- 接下载器
- 接本地 ASR
- 接本地 LLM
- 产出：
-  - transcript
-  - style_summary
-  - analysis
-  - rewrite
-  - storyboards
-
-状态：已完成首版
-
-## Phase 4: 实拍自动剪辑主线 MVP
-
- 建立 `real_cut` 任务类型
- 通过 `n8n -> collector -> cutvideo` 调度 Windows 机器
- 记录 `task_id / run_id / 结果产物`
-
-状态：已完成 API 级集成
-
-待补：
-
- 用户上传素材到 Windows 侧的文件转运闭环
-
-## Phase 5: AI 自动生成视频主线 MVP
-
- 建立 `ai_video` 任务类型
- 从分析结果或直接 brief 生成分镜
- 调 `huobao-drama`：
-  - 创建 drama
-  - 生成首帧
-  - 生成尾帧
-  - 基于首尾帧生成视频
- 结果回写任务
-
-状态：已完成 API 级集成
-
-## Phase 6: 删除 FastGPT 运行依赖
-
- 删除代码依赖
- 删除 compose 服务
- 删除环境变量
- 删除 README 说明
-
-状态：已完成主仓库首版
-
-## Phase 7: 联调与验证
-
- Python 语法检查
- Compose 配置检查
- `collector-service` 本地启动
- `n8n` workflow 导入
- Windows `cutvideo` 局域网调度
- `huobao-drama` 本机调用
-
-状态：进行中
--- a/docs/LAN_E2E_GUIDE_2026-03-18.md
+++ b/docs/LAN_E2E_GUIDE_2026-03-18.md
@@ -1,312 +0,0 @@
-# StoryForge 本地 / 局域网联调说明
-
-日期：2026-03-18
-
-## 1. 准备 `.env`
-
-复制：
-
-```bash
-cd /Users/kris/code/StoryForge-gitea
-cp .env.example .env
-```
-
-至少确认这些变量：
-
- `N8N_BASE_URL=http://127.0.0.1:5670`，用于你在宿主机单独运行 `collector-service`
- `COLLECTOR_N8N_BASE_URL=http://n8n:5678`，用于 Docker 里的 `collector`
- `ORCHESTRATOR_SHARED_SECRET=storyforge-local-secret`
- `CUTVIDEO_BASE_URL=http://<windows-lan-ip>:7860`
- `CUTVIDEO_API_KEY=` 如果 Windows 服务启用了鉴权
- `HUOBAO_BASE_URL=http://127.0.0.1:5678`
- `WHISPER_BIN=` 指向你现有本地 ASR 可执行文件时填写
- `ASR_HTTP_BASE_URL=` 如果你已有常驻 ASR 服务，填写它的基地址
- `ASR_HTTP_TRANSCRIBE_PATH=/transcribe`
- `ASR_HTTP_FIELD_NAME=wav`
- `ASR_HTTP_TIMEOUT_SEC=120`
-
-说明：
-
- 如果你单独重建 `collector`，要确保运行时仍带上 `CUTVIDEO_BASE_URL`，否则容器会退回空值
- `collector` 容器不要直接复用宿主机的 `N8N_BASE_URL=http://127.0.0.1:5670`，否则容器内会连回自己并导致 webhook 调度失败
- 当前已验证可用的 Windows `cutvideo` 地址是 `http://192.168.31.18:7860`
- 当前已验证可用的本机 HTTP ASR 入口是 `http://host.docker.internal:8088/transcribe`
- 如果你用的是本机 `mac-whisper-service`，建议同时以 `WHISPER_TIMEOUT_MS=120000` 启动，否则长视频会直接 504
-
-## 2. 启动基础服务
-
-```bash
-cd /Users/kris/code/StoryForge-gitea
-docker compose up -d --build
-```
-
-检查：
-
- `collector-service`：`http://127.0.0.1:8081/healthz`
- `n8n`：`http://127.0.0.1:5670`
- `cli-proxy-api`：`http://127.0.0.1:8317`
- 本机 `huobao-drama`：`http://127.0.0.1:5678/health`
-
-## 3. 导入 n8n workflows
-
-从 `n8n/workflows/` 导入：
-
- `storyforge-analysis.json`
- `storyforge-real-cut.json`
- `storyforge-ai-video.json`
- `storyforge-content-source-sync.json`
-
-导入后：
-
- 检查每个 HTTP Request 节点的 `X-Orchestrator-Secret`
- 如果你改了 `.env` 的 secret，这里必须同步
-
-## 4. 登录与审批
-
-默认超级管理员：
-
- 用户名：`kris`
- 密码：`Asd123456.`
-
-新用户注册后，需要用超级管理员审批。
-
-## 5. 内容分析链路验证
-
-### 文本
-
-调用 `POST /v2/explore/text`
-
-预期：
-
- 任务创建成功
- `n8n` webhook 被触发
- 任务最终进入 `completed`
- 知识库文档里出现 transcript / style_summary / analysis / storyboards
-
-已验证样例：
-
- `job_203bc8e9b20f4b1cbbc6cf7da79e46f4`
-
-### 视频链接
-
-调用 `POST /v2/explore/video-link`
-
-前提：
-
- `yt-dlp` 可用
- `ffmpeg` 可用
- ASR 可调用
-
-已验证样例：
-
- `job_bb405e2e878849e38c4bb31f7781e1e3` (`artifacts.asr_backend=http`)
-
-### 上传视频
-
-调用 `POST /v2/explore/upload-video`
-
-预期与视频链接类似，但素材来源为本地上传
-
-## 6. 内容源账号同步验证
-
-调用 `POST /v2/pipelines/content-source-sync`
-
-推荐最小请求体：
-
-```json
-{
-  "source_url": "https://space.bilibili.com/546195/video",
-  "platform": "bilibili",
-  "title": "Bilibili Creator Sync Smoke",
-  "max_items": 2,
-  "skip_existing": true,
-  "auto_trigger_analysis": true
-}
-```
-
-预期：
-
- 创建一个 `content_source_sync` 父任务
- `n8n` 触发 `content_source_sync_pipeline`
- 父任务写回 `discovered_videos / child_job_ids / queued_job_ids`
- 子任务以 `parent_job_id` 挂到父任务下，并自动进入分析主线
-
-已验证样例：
-
- 父任务：`job_b02109cf9e8244fbb5b86f184a7c7574`
- 子任务：`job_7f169db61af441f8a7f186d03db2d91c`
- 子任务：`job_28c47774028441378a3974860c375ab7`
-
-## 6.1 `douyin` 账号工作台验证
-
-基础接口：
-
- `POST /v2/douyin/accounts/sync`
- `POST /v2/douyin/accounts/{account_id}/analysis`
-
-说明：
-
- `profile_url` 现在支持直接传分享文案，后端会自动提取里面的 URL
- 如果 public 页面命中抖音反爬挑战，接口会返回 `public_profile_anti_bot_challenge`
- 遇到挑战页时，继续可用的路径是 `manual_profile_payload`、`manual_work_payloads` 和 `manual_creator_pages`
-
-已验证样例：
-
- public 页面 smoke：返回 `public_profile_anti_bot_challenge`
- 手工导入账号：`dyacct_c2b62842b228406cb48f05fac16fdfdf`
- 手工账号分析报告：`dyreport_10d6b8d2d52a404192f54a3a05d44546`
- 相似账号搜索：`dysearch_c247b75db0df49429a1d127407fe4486`
- 对标关系：`dyrel_c8df266341e74237b99c880eb4b572d8`
-
-浏览器辅助采集：
-
-```bash
-cd /Users/kris/code/StoryForge-gitea/scripts/douyin-browser-capture
-npm install
-npx playwright install chromium
-npm run control-panel
-```
-
-浏览器打开：
-
-```text
-http://127.0.0.1:3618
-```
-
-控制台步骤：
-
-1. 填写抖音主页链接和 StoryForge 账号
-2. 如需查看采集结果，不用离开这个页面；下半部分 `Douyin Workbench` 会展示账号列表、Agent 结论、快照详情和对标结果
-3. `作品工作台` 支持高分榜、最新榜和全部作品切换，并支持多种排序方式
-4. 点击“自动分析高分作品”后，每条高分作品下会补齐商业判断、复刻建议、运营动作和风险提醒
-2. 点击 `开始采集`
-3. 在弹出的 Chromium 里登录或通过挑战页
-4. 回到控制台点击 `已完成登录，继续采集`
-5. 等待 `summary.json` 和可选的 `storyforge-sync-response.json`
-
-命令行方式仍然保留：
-
-```bash
-cd /Users/kris/code/StoryForge-gitea/scripts/douyin-browser-capture
-npm run capture -- \
-  --profile-url https://www.douyin.com/user/your_account \
-  --storyforge-username kris \
-  --storyforge-password 'Asd123456.'
-```
-
-说明：
-
- 脚本会打开真实 Chromium 会话，默认复用 `~/.storyforge/douyin-playwright` 登录态
- 如果出现扫码登录、滑块或挑战页，先在浏览器里人工完成，再回终端继续
- 脚本会保存 `profile-bundle.json`、`storyforge-sync-request.json` 和同步响应
- 当前已完成 headless 最小 smoke，输出目录：
-  - `/tmp/storyforge-douyin-capture-smoke/2026-03-20T06-49-37.705Z-storyforge_test_001`
- 当前已完成本地控制台 smoke，输出目录：
-  - `/Users/kris/code/StoryForge-gitea/output/playwright/douyin/control-panel/run-mmyzplxp-cw0o7q/2026-03-20T14-24-13.174Z-storyforge_test_001`
-  - `/Users/kris/code/StoryForge-gitea/output/playwright/douyin/control-panel/run-mmyzshsp-c6vdhi/2026-03-20T14-26-27.792Z-storyforge_test_001`
- 控制台模式已经修复“提前点击继续导致 ready 信号丢失”的竞态，早于等待点按钮也不会卡死
-
-## 7. `cutvideo` 实拍剪辑链路验证
-
-调用 `POST /v2/pipelines/real-cut`
-
-当前 MVP 前提：
-
- 方式 A：直接传 `input_dir`，它必须是 Windows `cutvideo` 机器可访问的目录
- 方式 B：传 `source_job_id`，`collector-service` 会把 `upload_video` 或已完成的 `video_link` 源素材自动上传到 Windows `cutvideo`，再继续发起任务
- 如果走方式 B，大文件上传超时由 `CUTVIDEO_UPLOAD_TIMEOUT_SEC` 控制
-
-预期：
-
- 任务创建成功
- 如果用了 `source_job_id`，任务 `artifacts.cutvideo_upload` 会记录 Windows staging 结果
- `n8n` 调用 `collector-service` 内部 real-cut step
- 后端记录 `provider_task_id`
- 最终任务写回 `cutvideo_run`
-
-已验证样例：
-
- `job_5ebd829c3f2144bca5c941183e75bdcd`
- `job_01a6f283cbda42e4ae692b268b811a50` (`source_job_id` 自动 staging，本机 `cutvideo` 联调)
- Windows 返回 `task_id=8d8f4a0cd5d9`
- 运行目录 `20260318-093520-Windows cutvideo 联调样例`
-
-## 8. `huobao-drama` AI 视频链路验证
-
-调用 `POST /v2/pipelines/ai-video`
-
-推荐方式：
-
- 先完成一个分析任务
- 再把该分析任务的 `source_job_id` 传给 AI 视频任务
-
-预期：
-
- 创建 drama
- 每个分镜生成首帧、尾帧
- 每个分镜生成视频
- 最终 `job.result.rendered_scenes` 有完整结果
-
-已验证样例：
-
- `job_01828c40377747cf914b51be360cc333`
- `provider_task_id=10`
- `video.task_id=qvideo-1380265978-1773799215825814468`
- 最终视频已回写到 `job.result.rendered_scenes[0].video.video_url`
-
-补充说明（2026-03-20）：
-
- `huobao-drama-upstream` 已在隔离目录用复制的旧配置和数据库起过实例，`/health` 正常
- fresh 图片/视频生成请求已能进入 provider 调用，但当前复制出的图片/视频凭证返回 `403 invalid user`
- 同样的 fresh 图片请求已在旧改版隔离实例 `http://127.0.0.1:5682` 上重放，结论一致，所以当前不是 upstream 回归问题
- `huobao-drama-upstream` 现在支持 `HUOBAO_TEXT_* / HUOBAO_IMAGE_* / HUOBAO_VIDEO_*` 运行时覆盖数据库里的 AI 配置
- `huobao-drama-upstream` 已新增 `/Users/kris/code/huobao-drama-upstream/scripts/run_storyforge_smoke.sh`，可自动复制旧目录配置和数据，在默认 `5681` 端口起隔离实例并校验 `/health`
- 如果你要重新验证 upstream fresh 生成，优先给 huobao 进程补这些环境变量，再复跑即可
-
-推荐覆盖字段：
-
- `HUOBAO_TEXT_PROVIDER / BASE_URL / API_KEY / MODELS`
- `HUOBAO_IMAGE_PROVIDER / BASE_URL / API_KEY / MODELS`
- `HUOBAO_VIDEO_PROVIDER / BASE_URL / API_KEY / MODELS`
- 如需强制指定端点，还可补 `ENDPOINT / QUERY_ENDPOINT`
-
-## 9. 当前已知卡点
-
- 抖音 public 页面直抓会命中反爬挑战；生产接入仍需要 cookie 或人工页面采集协助
- 小红书账号级内容源还未做真实平台验证
- `huobao-drama-upstream` 代码已迁移完成，但 fresh 生成仍受外部图片/视频凭证 `403 invalid user` 阻塞
-
-## 10. 旧 FastGPT 残留清理
-
- 旧 FastGPT runtime 容器已在 2026-03-20 实际清理完成：
-  - `storyforge-fastgpt-plugin`
-  - `storyforge-sandbox`
-  - `storyforge-pg`
-  - `storyforge-minio`
-  - `storyforge-redis`
-  - `storyforge-mongo`
- 清理脚本已纳入仓库：
-  - `/Users/kris/code/StoryForge-gitea/deploy/cleanup_legacy_fastgpt_runtime.sh`
- 脚本会在清理前后校验：
-  - `http://127.0.0.1:8081/healthz`
-  - `http://127.0.0.1:5670/healthz`
-
-## 11. Android 本地构建
-
-如果你要在本机重新打 Android 包：
-
-```bash
-cd /Users/kris/code/StoryForge-gitea/android-app
-./gradlew :app:assembleDebug
-```
-
-当前已验证结果：
-
- `:app:compileDebugKotlin` 通过
- `:app:assembleDebug` 通过
- APK 输出路径：
-  - `/Users/kris/code/StoryForge-gitea/android-app/app/build/outputs/apk/debug/app-debug.apk`
-
-补充说明：
-
- 工作区根目录的 `.gitignore` 里保留了通用 `data/` 忽略规则，但已对 Android 源码目录 `android-app/app/src/main/java/com/aiglasses/app/data/` 做了白名单放行，避免误伤客户端代码
--- a/docs/MVP_STATUS_2026-03-18.md
+++ b/docs/MVP_STATUS_2026-03-18.md
@@ -1,68 +0,0 @@
-# StoryForge MVP 状态
-
-日期：2026-03-18
-更新：2026-03-20
-
-## 已跑通或已完成代码接通
-
- 多用户账号体系
- 审批机制
- `user -> project -> assistant / knowledge base / job / content source` 数据模型
- 文本 / 视频链接 / 上传视频 三类分析任务创建
- 内容源账号同步任务创建与子任务派发
- Android Explore 页已补上内容源账号同步入口
- Android `com.aiglasses.app.data` 数据层已补回，`compileDebugKotlin` 与 `assembleDebug` 已通过
- `n8n` 工作流导入、激活与触发接口
- 本地下载器调用
- 本地 `ffmpeg` / `whisper` 风格入口封装
- HTTP ASR 常驻服务入口绑定
- 本地大模型内容分析、二创文案、分镜生成
- Windows `cutvideo` API 调度与结果回写接口
- `upload_video -> source_job_id -> cutvideo` 自动 staging 闭环
- `collector` live 运行态已从临时源码挂载切回 `StoryForge-gitea` 正式镜像
- live `collector` 已挂出 `/v2/douyin/*` 能力并通过认证接口验证
- `douyin` 支持从分享文案中提取 `profile_url`，并在 public 页面命中抖音反爬挑战时返回明确诊断
- `douyin` 手工 payload 导入与账号分析链路已跑通
- `douyin` 浏览器辅助采集工具已接入，可用真实 Playwright Chromium 会话采集主页 / 视频页并直接调用现有 `/v2/douyin/accounts/sync`
- `douyin` 本地控制台已接入，可通过网页点击方式驱动浏览器辅助采集并查看最近运行结果
- 本机 `huobao-drama` API 调度、首尾帧生成、视频生成与结果回写接口
- FastGPT 运行时依赖删除
- 旧 FastGPT 运行残留容器已实际下线
-
-## 已验证的真实任务
-
- 分析链路：`job_203bc8e9b20f4b1cbbc6cf7da79e46f4`
- HTTP ASR 分析链路：`job_e95f9b5579fd4c5aa40f04de611e9fd0`
- 账号级内容源同步链路：`job_b02109cf9e8244fbb5b86f184a7c7574`
- 账号级同步派生分析任务：`job_7f169db61af441f8a7f186d03db2d91c`、`job_28c47774028441378a3974860c375ab7`
- 长视频 HTTP ASR 超时修复后链路：`job_bb405e2e878849e38c4bb31f7781e1e3`
- 实拍剪辑链路：`job_5ebd829c3f2144bca5c941183e75bdcd`
- 实拍剪辑自动 staging 联调：`job_01a6f283cbda42e4ae692b268b811a50`
- AI 视频链路：`job_01828c40377747cf914b51be360cc333`
- Windows `cutvideo` 部署后联调：`job_5838515ed5c34679acd55a52cfcd424b`
- `douyin` 手工导入账号：`dyacct_c2b62842b228406cb48f05fac16fdfdf`
- `douyin` 账号分析报告：`dyreport_10d6b8d2d52a404192f54a3a05d44546`
- `douyin` 相似账号搜索：`dysearch_c247b75db0df49429a1d127407fe4486`
- `douyin` 对标关系：`dyrel_c8df266341e74237b99c880eb4b572d8`
- `huobao-upstream` 隔离 smoke 剧本：`drama_id=11` (`http://127.0.0.1:5681`)
- `huobao-upstream` 隔离 smoke 启动脚本：`/Users/kris/code/huobao-drama-upstream/scripts/run_storyforge_smoke.sh`
- Android Debug APK：`/Users/kris/code/StoryForge-gitea/android-app/app/build/outputs/apk/debug/app-debug.apk`
- `douyin` 浏览器采集最小 smoke：`/tmp/storyforge-douyin-capture-smoke/2026-03-20T06-49-37.705Z-storyforge_test_001`
- `douyin` 控制台 smoke：`/Users/kris/code/StoryForge-gitea/output/playwright/douyin/control-panel/run-mmyzplxp-cw0o7q/2026-03-20T14-24-13.174Z-storyforge_test_001`
- `douyin` 控制台提前继续回归 smoke：`/Users/kris/code/StoryForge-gitea/output/playwright/douyin/control-panel/run-mmyzshsp-c6vdhi/2026-03-20T14-26-27.792Z-storyforge_test_001`
-
-## 尚未完全跑通
-
- 小红书账号级内容源还未做真实平台验证
- `douyin` public 主页直抓会命中 `public_profile_anti_bot_challenge`；当前已验证手工 payload 导入、分析、相似账号搜索和对标关系可作为可用兜底路径
- `douyin` 浏览器辅助采集已经能真实输出 `profile-bundle.json / storyforge-sync-request.json`，但要拿到有效主页数据仍需要用户在浏览器里完成登录或挑战校验
- `douyin` 控制台点击流已可用，但它仍然依赖本机可打开 Chromium 的环境，不适合放进纯 Docker 容器内部跑 GUI
- `huobao-upstream` 已能全量编译；并且旧改版隔离实例也已重放确认，当前 fresh 生成被外部图片/视频凭证统一返回 `403 invalid user`
- `huobao-upstream` 已新增 `HUOBAO_TEXT_* / HUOBAO_IMAGE_* / HUOBAO_VIDEO_*` 运行时覆盖能力，后续补新 key 可直接接管数据库配置
- Android Debug 包已可本地构建，但尚未完成真机安装验证
-
-## 下一步优先级
-
-1. 更新 `huobao` 可用图片/视频凭证后，用新的 env 覆盖能力对 upstream 版补一轮完整 `drama -> images -> video` fresh smoke
-2. 补抖音真实账号的 cookie / 手工页面采集联调，以及小红书账号级验证
-3. 把 `collector` live 切换结果和部署回滚说明继续固化到仓库
--- a/docs/PRODUCT_LOGIC_NEW_MEDIA_OPERATING_SYSTEM_2026-03-22.md
+++ b/docs/PRODUCT_LOGIC_NEW_MEDIA_OPERATING_SYSTEM_2026-03-22.md
@@ -1,555 +0,0 @@
-# StoryForge 产品逻辑重构手册
-
-日期：2026-03-22
-
-## 1. 目标重定义
-
-StoryForge 不应再被定义成“AI 内容工具集合”。
-
-更准确的定位应是：
-
-**一个以“项目”为入口、以 Agent 为执行中枢、面向多平台账号经营的新媒体运营与生产中台。**
-
-覆盖的平台至少包括：
- 小红书
- 抖音
- 快手
- 微信视频号
- YouTube
- 哔哩哔哩
-
-新的核心能力不是“直接生成一条内容”，而是先完成：
-1. 用户先建项目，明确这是已绑定账号项目还是预调研项目
-2. 项目创建后先创建 Agent
-3. Agent 完成账号画像、多平台市场调研和导入分析
-4. 持续跟踪重点创作者的更新并自动汇总日报
-5. 再把分析结果转成内容生产链与复盘闭环
-
-## 2. 为什么要调整
-
-之前的系统更偏：
- 任务中心
- Agent 中心
- Pipeline 中心
-
-这对研发是友好的，但对创作者不够自然。
-
-创作者真正的心智顺序是：
-1. 我先要建一个项目
-2. 这个项目是运营自己的账号，还是先做市场调研
-3. 我应该先创建哪个 Agent
-4. 这个 Agent 要服务哪些平台、靠什么变现
-5. 参考作品和主页怎么导入，谁来分析
-6. 哪条内容该走文案、封面、实拍剪辑还是 AI 视频
-7. 产生的额度和成本怎么管
-8. 发完之后效果如何
-
-因此 StoryForge 的主对象必须重构。
-
-## 3. 新的主对象模型
-
-### 3.1 项目 Project
-项目是 StoryForge 的第一层入口，分为两类：
- `bound_account_project`：已绑定账号项目，适合直接围绕自己的账号运营
- `pre_research_project`：预调研项目，适合先做市场和账号研究，再决定后续是否绑定账号
-
-项目创建后，不直接进入生产，而是先进入 Agent 创建流程。
-
-### 3.2 工作区 Workspace
-代表一个团队、品牌、创作者个人，或者一个客户项目集合。
-
-### 3.3 平台账号 Platform Account
-按平台保存账号实体，必须带平台字段：
- `xiaohongshu`
- `douyin`
- `kuaishou`
- `wechat_video`
- `youtube`
- `bilibili`
-
-账号类型分两类：
- `reference_account`：参考账号 / 精品账号 / 对标账号
- `owned_account`：自己在运营的账号
-
-### 3.4 Agent
-Agent 是项目内的执行中枢，不是用户直接操作内容的替代品。
-
-创建 Agent 时必须定义：
- 账号类型
- 变现方式
- 目标平台
- 默认主大模型
- 可选对比模型
-
-目标平台必须支持多选，至少包括：
- 小红书
- 抖音
- 快手
- 微信视频号
- YouTube
- 哔哩哔哩
-
-Agent 创建完成后，默认先做多平台市场调研，再进入账号导入、分析、生产和复盘。
-
-### 3.5 多平台市场调研
-这是 Agent 创建后的第一步工作，不是可选项。
-
-调研输出建议包含：
- 平台机会判断
- 账号类型差异
- 内容形态偏好
- 变现方式匹配度
- 竞争密度
- 适合先做的平台建议
-
-### 3.6 账号画像 Account Insight
-对一个账号的阶段性总结，不是单次报告。
-
-建议固定结构：
- 账号定位
- 栏目结构
- 内容支柱
- 爆款规律
- 商业化机会
- 风险与短板
- 下阶段动作建议
-
-### 3.7 作品 Content Item
-所有作品统一抽象，不管来源于哪个平台，都沉淀到生产中心里的“作品与成片”区域。
-
-作品需要统一字段：
- 标题
- 平台
- 作者
- 发布时间
- 内容类型：视频 / 图文 / 长视频 / Shorts
- 互动指标：播放、点赞、评论、收藏、转发
- 平台原链接
- 标准化热度分
- 标准化商业价值分
- 标准化可复刻分
-
-### 3.8 跟踪账号 Tracking Account
-这是区别于“一次性导入”的持续性对象。
-
-用户可以手动把某些参考账号加入跟踪列表，系统随后持续监控：
- 是否有新作品发布
- 自上次打开后新增了哪些内容
- 哪些新内容值得借鉴
- 应该送给哪个 Agent 做进一步学习
-
-跟踪账号需要绑定：
- 平台
- 账号主页
- 所属项目
- 关联 Agent
- 是否开启自动日报
-
-### 3.9 更新日报 Update Digest
-日报不是固定按自然日生成，而是按“自用户上次打开后”或“自上次已读后”的更新窗口动态汇总。
-
-例如：
- 用户 1 天没打开，则生成 1 天更新汇总
- 用户 5 天没打开，则自动生成 5 天汇总
-
-日报内容应包含：
- 跟踪账号新增内容
- 作品摘要
- Agent 标注的借鉴点
- 风险点
- 建议动作
- 一键加入学习集 / Playbook / 生产中心作品区
-
-### 3.10 内容打法 Playbook
-从精品账号和高分作品中总结出的可学习方法论。
-
-例如：
- 开头钩子模板
- 文案结构模板
- 镜头节奏模板
- 情绪驱动模板
- 选题组合模板
-
-### 3.11 生产任务 Production Task
-生产任务不是平台发现逻辑，而是执行逻辑。
-
-统一分为：
- 文案生成任务
- 封面生成任务
- 实拍剪辑任务
- AI 视频任务
- 发布准备任务
- 复盘任务
-
-### 3.12 发布复盘 Publish Review
-真正的闭环在发布后。
-
-复盘必须沉淀：
- 作品最终版本
- 发布时间
- 实际平台链接
- 实际数据表现
- 是否达到目标
- 下一步建议
-
-## 4. 核心业务闭环
-
-StoryForge 的闭环应该改成下面 8 步：
-
-### 第 1 步：创建项目
-用户先建项目，项目分两类：
- 已绑定账号项目：直接围绕自己的账号运营
- 预调研项目：先研究市场和参考账号，再决定是否进入绑定账号运营
-
-### 第 2 步：创建 Agent
-项目创建后先创建 Agent，并在创建时定义：
- 账号类型
- 变现方式
- 目标平台
- 默认主大模型
- 可选对比模型
-
-### 第 3 步：多平台市场调研
-Agent 创建后先做多平台市场调研，为项目判断优先平台和内容方向。
-
-### 第 4 步：导入参考作品或主页
-参考作品 / 参考主页导入时必须支持：
- 手动绑定 Agent
- 自动关联 Agent
-
-导入后的分析不由用户手工处理，而由 Agent 负责完成。
-
-### 第 5 步：跟踪重点账号并生成更新日报
-用户可以把重点参考账号加入“跟踪账号”列表。
-
-系统应在账号更新后自动：
- 抓取最新作品
- 汇总自上次打开后的新增内容
- 由关联 Agent 标注借鉴点
- 生成日报供用户进入系统后优先查看
-
-### 第 6 步：沉淀账号画像与内容打法
-Agent 将调研和导入分析结果转成结构化资产：
- 账号画像
- 内容打法
- Playbook
- 选题池
-
-### 第 7 步：进入生产链
-生产链统一分流为：
- 文案
- 封面生成
- 实拍剪辑
- AI 视频
-
-### 第 8 步：发布与复盘
-发布后把真实反馈写回系统，更新：
- 项目策略
- 账号策略
- 选题池
- Playbook
- Agent 学习集
-
-## 5. 页面与信息架构
-
-## 5.1 Web 端一级导航
-
-建议固定为：
- 运营总台
- 我的项目
- Agent
- 找对标
- 跟踪账号
- 自运营账号
- Playbook
- 生产中心
- 发布与复盘
- 自动流程
- 设置
-
-## 5.2 运营总台
-
-首页不应该先展示工具，而应该先展示业务动作：
- 今日待办
- 待创建的项目
- 待创建的 Agent
- 新发现的高价值账号
- 新发现的高价值作品
- 本周重点选题
- 待生产任务
- 待复盘任务
- 平台异常提醒
-
-## 5.3 找对标页
-
-这个页面应借鉴 `飞瓜 / 千瓜` 的榜单和筛选思路，但它不只是“发现页”，还要承接对标账号的页内详情。
-
-核心结构：
- 页内搜索
- 顶部平台切换
- 赛道筛选
- 榜单类型切换
- 排序切换
- 列表区
- 页内详情区或展开态
- 快速加入项目 / 绑定 Agent
-
-补充要求：
- 全局搜索保留，但找对标页必须有页内搜索
- 页内搜索支持账号名、主页链接、作品链接、关键词
- “变现方式”不应只保留单一选项，至少支持不限、知识付费、广告合作、带货转化、私域咨询
-
-## 5.4 跟踪账号页
-
-这是一个高价值的持续运营页面，必须进入一级导航。
-
-核心结构：
- 跟踪账号列表
- 最近更新时间
- 关联 Agent
- 更新日报
- 借鉴点标注
- 一键加入学习集 / Playbook / 生产中心作品区
-
-逻辑要求：
- 跟踪账号由用户手动添加
- 系统自动监控更新
- 日报按“上次打开后”汇总，而不是死板按自然日切分
- 如果用户多天未登录，则进入平台后看到的是多天汇总日报
-
-## 5.5 找对标页内详情态
-
-对标账号的详情不要再拆成独立一级页面，而应在 `找对标` 页面里用页内展开、右侧详情区或抽屉承接。
-
-建议包含：
- 总览
- 高分作品
- 账号画像
- 内容打法
- 相似账号
- 已学习 Agent
-
-## 5.6 我的项目
-
-“我的项目”是新的主入口，建议展示：
- 项目类型
- 绑定状态
- 已创建 Agent
- 调研状态
- 导入状态
- 生产进度
- 复盘状态
-
-项目详情里要能直接进入 Agent 创建和 Agent 管理。
-
-## 5.7 自运营账号工作区
-
-比参考账号多两块：
- 生产计划
- 发布复盘
-
-## 5.8 生产中心里的作品与成片
-
-作品不再单独拆成一级页，而是并入生产中心里的“作品与成片”区域。
-
-这个区域必须支持：
- 平台筛选
- 类型筛选
- 时间筛选
- AI 分数排序
- 互动热度排序
- 商业价值排序
- 可复刻排序
-
-每条内容下面必须同时展示：
- 基础数据
- AI 摘要
- 可借鉴点
- 风险点
- 一键加入 Playbook / 选题池 / Agent 学习集
-
-## 5.9 Playbook 页
-
-这是 StoryForge 未来的核心资产层。
-
-Playbook 不能只是文本。
-
-应结构化为：
- 适用平台
- 适用赛道
- 适用人群
- 钩子模板
- 结构模板
- 表达模板
- 商业承接方式
- 不适用场景
-
-## 5.10 Agent 工作台
-
-Agent 页面不要做成技术配置页。
-
-应分为：
- 学习源
- 能力标签
- 当前任务
- 输出风格
- 产出记录
- 账号类型
- 变现方式
- 目标平台
- 默认主大模型
- 可选对比模型
-
-高级 Prompt 和模型切换才进入高级设置。
-
-## 5.11 生产中心
-
-生产中心统一承接所有内容生产，不要再拆成分散入口。
-
-主分流：
- 文案
- 封面生成
- 实拍剪辑
- AI 视频
-
-同时要内置“作品与成片”区域，让用户在生产页面里直接查看：
- 当前在产内容
- 已沉淀的高分内容
- 待审核成片
- 已发布后待复盘内容
-
-## 5.12 发布与复盘
-
-这个模块是现在最缺的。
-
-建议结构：
- 待发布
- 已发布
- 7 日复盘
- 30 日复盘
- 继续做 / 停止做 / 升级做
-
-## 6. 产品规则补充
-
-### 6.1 参考作品和主页导入
-
-导入参考作品或主页时，必须支持两种方式：
- 手动绑定到某个 Agent
- 系统自动关联到推荐 Agent
-
-无论哪种方式，后续的导入分析都由 Agent 负责，不再依赖用户手工整理。
-
-### 6.2 跟踪账号与日报
-
-跟踪账号是长期行为，不是一次性导入。
-
-规则建议：
- 用户手动把账号加入跟踪列表
- 系统监控是否有新增作品
- 新增作品按“上次打开后”自动汇总
- 由用户创建的 Agent 分析借鉴点
- 用户打开平台后优先看到这组日报
- 高价值更新可一键送入学习集 / Playbook / 生产中心作品区
-
-### 6.3 API key 管理
-
-API key 统一后台托管，用户不直接管理密钥。
-
-产品侧只展示：
- 当前可用模型
- 模型能力说明
- 额度消耗情况
- 是否支持对比模型
-
-### 6.4 积分 / 额度体系
-
-新增积分 / 额度体系，先按三类额度表达：
- 文案额度
- 封面额度
- 视频额度
-
-额度用于控制生成、渲染和调用成本，不要求用户感知底层 API key。
-
-## 7. 对当前 StoryForge 的直接调整建议
-
-### 7.1 产品抽象调整
-
-从：
- Workspace
- Job
- Pipeline
-
-改成：
- 项目
- Agent
- 账号
- 作品
- Playbook
- 生产
- 复盘
-
-### 7.2 Douyin Workbench 调整
-
-当前 Douyin Workbench 是一个阶段性工具页。
-
-下一步要升级成通用的 `Platform Account Workspace`。
-
-也就是：
- 不再只服务抖音
- 抖音先做出来，但模型上必须对齐未来多平台
-
-### 7.3 Agent 展示方式调整
-
-Agent 必须保留，并成为项目执行主中枢，但不应替代项目作为一级入口。
-
-一级主视角应该是：
- 项目
- Agent
- 账号
- 作品
- Playbook
- 生产
- 复盘
-
-### 7.4 API Key 管理调整
-
-这一项直接沿用 6.3 的规则，产品落地时只需要把“可用模型、能力说明、额度消耗、对比模型支持情况”放到前台，不把密钥暴露给用户。
-
-### 7.5 额度体系调整
-
-这一项直接沿用 6.4 的规则，产品层面只暴露三类额度：
- 文案额度
- 封面额度
- 视频额度
-
-额度用于控制生成、渲染和调用成本，不要求用户感知底层 API key。
-
-## 8. 当前优先级建议
-
-### P0
- 定义新的项目对象模型
- 定义多平台账号模型
- 重做 Web 信息架构
- 把“项目 -> Agent -> 调研 -> 导入分析 -> 生产 -> 复盘”的闭环做清楚
- 打通 API key 后台托管
- 打通文案 / 封面 / 视频三类额度
-
-### P1
- 打通 Playbook
- 打通发布与复盘
- 把 Douyin Workbench 升级成多平台工作区框架
- 打通参考作品 / 主页导入时的手动绑定与自动关联 Agent
- 打通 Agent 的多平台市场调研
-
-### P2
- 团队协作
- 审批流
- 批量投放与品牌协作
-
-## 9. 最终一句话
-
-StoryForge 的下一阶段，不应该再做成“AI 工具后台”。
-
-它应该做成：
-
-**一个以项目为入口、由 Agent 驱动、覆盖多平台调研、导入分析、内容生产和复盘的新媒体运营中台。**
--- a/n8n/README.md
+++ b/n8n/README.md
@@ -1,30 +0,0 @@
-# n8n Workflows
-
-本目录保存 StoryForge 的工作流导出文件，避免流程只存在于 n8n UI。
-
-## 工作流
-
- `workflows/storyforge-analysis.json`：内容分析主线
- `workflows/storyforge-real-cut.json`：Windows `cutvideo` 调度主线
- `workflows/storyforge-ai-video.json`：`huobao-drama` AI 生成视频主线
- `workflows/storyforge-content-source-sync.json`：内容源账号同步与批量分析派发主线
-
-## 约定
-
- 工作流内部默认通过 `http://collector:8081` 调用 `collector-service`
- 内部调用头部使用 `X-Orchestrator-Secret: storyforge-local-secret`
- 如果你修改了 `.env` 里的 `ORCHESTRATOR_SHARED_SECRET`，导入工作流后需要同步更新对应 HTTP Request 节点
-
-## 导入
-
-1. 先执行 `docker compose up -d n8n collector`
-2. 打开 `http://127.0.0.1:5670`
-3. 从 UI 导入本目录下的 4 个 JSON
-4. 激活工作流
-
-## Webhook 路径
-
- `/webhook/storyforge-analysis`
- `/webhook/storyforge-real-cut`
- `/webhook/storyforge-ai-video`
- `/webhook/storyforge-content-source-sync`
--- a/n8n/workflows/storyforge-ai-video.json
+++ b/n8n/workflows/storyforge-ai-video.json
@@ -1,70 +0,0 @@
-{
-  "name": "StoryForge AI Video Pipeline",
-  "nodes": [
-    {
-      "parameters": {
-        "httpMethod": "POST",
-        "path": "storyforge-ai-video",
-        "responseMode": "onReceived",
-        "options": {}
-      },
-      "id": "aivideo-webhook",
-      "name": "AI Video Webhook",
-      "type": "n8n-nodes-base.webhook",
-      "typeVersion": 2,
-      "position": [
-        220,
-        300
-      ],
-      "webhookId": "storyforge-ai-video"
-    },
-    {
-      "parameters": {
-        "method": "POST",
-        "url": "={{'http://collector:8081/internal/jobs/steps/ai-video/render?job_id=' + ($json.body.job_id || $json.body.jobId)}}",
-        "sendHeaders": true,
-        "headerParameters": {
-          "parameters": [
-            {
-              "name": "X-Orchestrator-Secret",
-              "value": "storyforge-local-secret"
-            }
-          ]
-        },
-        "options": {
-          "timeout": 3600000
-        }
-      },
-      "id": "aivideo-runner",
-      "name": "Run AI Video Step",
-      "type": "n8n-nodes-base.httpRequest",
-      "typeVersion": 4.2,
-      "position": [
-        520,
-        300
-      ]
-    }
-  ],
-  "connections": {
-    "AI Video Webhook": {
-      "main": [
-        [
-          {
-            "node": "Run AI Video Step",
-            "type": "main",
-            "index": 0
-          }
-        ]
-      ]
-    },
-    "Run AI Video Step": {
-      "main": [
-        []
-      ]
-    }
-  },
-  "active": false,
-  "settings": {},
-  "pinData": {},
-  "versionId": "storyforge-ai-video-v1"
-}
--- a/n8n/workflows/storyforge-analysis.json
+++ b/n8n/workflows/storyforge-analysis.json
@@ -1,70 +0,0 @@
-{
-  "name": "StoryForge Analysis Pipeline",
-  "nodes": [
-    {
-      "parameters": {
-        "httpMethod": "POST",
-        "path": "storyforge-analysis",
-        "responseMode": "onReceived",
-        "options": {}
-      },
-      "id": "analysis-webhook",
-      "name": "Analysis Webhook",
-      "type": "n8n-nodes-base.webhook",
-      "typeVersion": 2,
-      "position": [
-        220,
-        300
-      ],
-      "webhookId": "storyforge-analysis"
-    },
-    {
-      "parameters": {
-        "method": "POST",
-        "url": "={{'http://collector:8081/internal/jobs/steps/analyze?job_id=' + ($json.body.job_id || $json.body.jobId)}}",
-        "sendHeaders": true,
-        "headerParameters": {
-          "parameters": [
-            {
-              "name": "X-Orchestrator-Secret",
-              "value": "storyforge-local-secret"
-            }
-          ]
-        },
-        "options": {
-          "timeout": 600000
-        }
-      },
-      "id": "analysis-runner",
-      "name": "Run Analysis Step",
-      "type": "n8n-nodes-base.httpRequest",
-      "typeVersion": 4.2,
-      "position": [
-        520,
-        300
-      ]
-    }
-  ],
-  "connections": {
-    "Analysis Webhook": {
-      "main": [
-        [
-          {
-            "node": "Run Analysis Step",
-            "type": "main",
-            "index": 0
-          }
-        ]
-      ]
-    },
-    "Run Analysis Step": {
-      "main": [
-        []
-      ]
-    }
-  },
-  "active": false,
-  "settings": {},
-  "pinData": {},
-  "versionId": "storyforge-analysis-v1"
-}
--- a/n8n/workflows/storyforge-content-source-sync.json
+++ b/n8n/workflows/storyforge-content-source-sync.json
@@ -1,70 +0,0 @@
-{
-  "name": "StoryForge Content Source Sync",
-  "nodes": [
-    {
-      "parameters": {
-        "httpMethod": "POST",
-        "path": "storyforge-content-source-sync",
-        "responseMode": "onReceived",
-        "options": {}
-      },
-      "id": "content-source-sync-webhook",
-      "name": "Content Source Sync Webhook",
-      "type": "n8n-nodes-base.webhook",
-      "typeVersion": 2,
-      "position": [
-        220,
-        300
-      ],
-      "webhookId": "storyforge-content-source-sync"
-    },
-    {
-      "parameters": {
-        "method": "POST",
-        "url": "={{'http://collector:8081/internal/jobs/steps/content-source-sync?job_id=' + ($json.body.job_id || $json.body.jobId)}}",
-        "sendHeaders": true,
-        "headerParameters": {
-          "parameters": [
-            {
-              "name": "X-Orchestrator-Secret",
-              "value": "storyforge-local-secret"
-            }
-          ]
-        },
-        "options": {
-          "timeout": 600000
-        }
-      },
-      "id": "content-source-sync-runner",
-      "name": "Run Content Source Sync Step",
-      "type": "n8n-nodes-base.httpRequest",
-      "typeVersion": 4.2,
-      "position": [
-        540,
-        300
-      ]
-    }
-  ],
-  "connections": {
-    "Content Source Sync Webhook": {
-      "main": [
-        [
-          {
-            "node": "Run Content Source Sync Step",
-            "type": "main",
-            "index": 0
-          }
-        ]
-      ]
-    },
-    "Run Content Source Sync Step": {
-      "main": [
-        []
-      ]
-    }
-  },
-  "active": false,
-  "settings": {},
-  "pinData": {},
-  "versionId": "storyforge-content-source-sync-v1"
-}
--- a/n8n/workflows/storyforge-real-cut.json
+++ b/n8n/workflows/storyforge-real-cut.json
@@ -1,70 +0,0 @@
-{
-  "name": "StoryForge Real Cut Pipeline",
-  "nodes": [
-    {
-      "parameters": {
-        "httpMethod": "POST",
-        "path": "storyforge-real-cut",
-        "responseMode": "onReceived",
-        "options": {}
-      },
-      "id": "realcut-webhook",
-      "name": "Real Cut Webhook",
-      "type": "n8n-nodes-base.webhook",
-      "typeVersion": 2,
-      "position": [
-        220,
-        300
-      ],
-      "webhookId": "storyforge-real-cut"
-    },
-    {
-      "parameters": {
-        "method": "POST",
-        "url": "={{'http://collector:8081/internal/jobs/steps/real-cut/run?job_id=' + ($json.body.job_id || $json.body.jobId)}}",
-        "sendHeaders": true,
-        "headerParameters": {
-          "parameters": [
-            {
-              "name": "X-Orchestrator-Secret",
-              "value": "storyforge-local-secret"
-            }
-          ]
-        },
-        "options": {
-          "timeout": 3600000
-        }
-      },
-      "id": "realcut-runner",
-      "name": "Run Real Cut Step",
-      "type": "n8n-nodes-base.httpRequest",
-      "typeVersion": 4.2,
-      "position": [
-        520,
-        300
-      ]
-    }
-  ],
-  "connections": {
-    "Real Cut Webhook": {
-      "main": [
-        [
-          {
-            "node": "Run Real Cut Step",
-            "type": "main",
-            "index": 0
-          }
-        ]
-      ]
-    },
-    "Run Real Cut Step": {
-      "main": [
-        []
-      ]
-    }
-  },
-  "active": false,
-  "settings": {},
-  "pinData": {},
-  "versionId": "storyforge-real-cut-v1"
-}
--- a/output/ui/new-media-ops-reference-2026-03-22/README.md
+++ b/output/ui/new-media-ops-reference-2026-03-22/README.md
@@ -1,68 +0,0 @@
-# 新媒体运营平台 UI 参考包
-
-这份参考包只保留更贴近 `StoryForge` 业务逻辑的页面，不再以通用 AI 后台为主。
-
-目标场景：
- 发现各平台精品账号
- 分析账号和作品
- 沉淀可学习的内容方法论
- 创建 Agent 学习这些方法论
- 反推到自己的选题、生产、发布与复盘
-
-预览入口：
- [图片墙预览](./index.html)
-
-## 当前收录
-
-### 千瓜数据
-来源：
- `https://www.qian-gua.com/rank/fans/1/7/20250112/0.html`
- `https://www.qian-gua.com/Home/AllPrice`
-
-适合借鉴：
- 小红书达人榜单页
- 多维筛选条件
- 榜单 -> 详情 -> 收藏/监控 的路径
- 平台能力地图
-
-文件：
- [01-qiangua-rank-page.png](./raw/01-qiangua-rank-page.png)
- [02-qiangua-plan-and-modules.png](./raw/02-qiangua-plan-and-modules.png)
-
-### 飞瓜数据
-来源：
- `https://dy.feigua.cn/help/detail/9/447.html`
-
-适合借鉴：
- 抖音运营后台一级导航
- 账号发现与涨粉榜
- 数据监测工作台
- 品牌投放 / 竞品投放
-
-文件：
- [03-feigua-menu-structure.png](./raw/03-feigua-menu-structure.png)
- [04-feigua-account-discovery.png](./raw/04-feigua-account-discovery.png)
- [05-feigua-monitoring-workbench.png](./raw/05-feigua-monitoring-workbench.png)
- [06-feigua-brand-delivery.png](./raw/06-feigua-brand-delivery.png)
-
-## 我对这批参考的判断
-
-最适合 StoryForge 的，不是照搬它们某一家的界面，而是组合借法：
-
-1. 用 `飞瓜数据` 借后台主壳与一级导航分组
-2. 用 `千瓜数据` 借榜单、达人筛选、监测和内容资产视角
-3. StoryForge 自己再把平台差异抽象成统一对象：
-   - 平台账号
-   - 参考账号
-   - 作品
-   - 账号洞察
-   - 内容打法
-   - Agent
-   - 生产任务
-   - 发布复盘
-
-## 不建议直接照搬的点
-
- 不要照搬纯投放平台风格，那会过度偏品牌投放
- 不要把账号分析页做成单纯长报告
- 不要把 Agent 放在用户主视角，创作者更关心“账号、作品、选题、生产、复盘”
--- a/output/ui/new-media-ops-reference-2026-03-22/index.html
+++ b/output/ui/new-media-ops-reference-2026-03-22/index.html
@@ -1,136 +0,0 @@
-<!doctype html>
-<html lang="zh-CN">
-  <head>
-    <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1" />
-    <title>StoryForge 新媒体运营参考 UI</title>
-    <style>
-      :root {
-        --bg: #f4f8fd;
-        --panel: #fff;
-        --line: #dbe7f2;
-        --text: #152131;
-        --muted: #62758d;
-        --blue: #8fc2ff;
-        --blue-deep: #3f7fe7;
-      }
-      * { box-sizing: border-box; }
-      body {
-        margin: 0;
-        font-family: "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei", sans-serif;
-        color: var(--text);
-        background: linear-gradient(180deg, #f7fbff 0%, #eef4fb 100%);
-      }
-      .wrap { max-width: 1440px; margin: 0 auto; padding: 28px 22px 56px; }
-      .hero {
-        background: rgba(255,255,255,.86);
-        border: 1px solid rgba(143,194,255,.35);
-        border-radius: 24px;
-        box-shadow: 0 22px 48px rgba(80, 113, 145, .12);
-        padding: 28px;
-      }
-      h1 { margin: 0 0 10px; font-size: 30px; }
-      .hero p { margin: 0; line-height: 1.8; color: var(--muted); max-width: 980px; }
-      .hero ul { margin: 12px 0 0; padding-left: 18px; color: var(--muted); line-height: 1.9; }
-      .section { margin-top: 28px; }
-      .section h2 { margin: 0 0 12px; font-size: 22px; }
-      .section p { margin: 0 0 16px; color: var(--muted); }
-      .grid { display: grid; grid-template-columns: repeat(2, minmax(0, 1fr)); gap: 20px; }
-      .card {
-        background: var(--panel);
-        border: 1px solid var(--line);
-        border-radius: 18px;
-        overflow: hidden;
-        box-shadow: 0 10px 24px rgba(44, 72, 102, .08);
-      }
-      .card img { width: 100%; display: block; background: #eff5fc; }
-      .meta { padding: 16px 18px 18px; }
-      .meta h3 { margin: 0 0 8px; font-size: 18px; }
-      .meta .source { margin: 0 0 8px; color: var(--blue-deep); font-size: 13px; }
-      .meta .use { margin: 0; color: var(--muted); line-height: 1.8; font-size: 14px; }
-      @media (max-width: 960px) {
-        .grid { grid-template-columns: 1fr; }
-        .wrap { padding: 18px 14px 40px; }
-        h1 { font-size: 24px; }
-      }
-    </style>
-  </head>
-  <body>
-    <div class="wrap">
-      <div class="hero">
-        <h1>StoryForge 新媒体运营参考 UI</h1>
-        <p>
-          这批参考不是通用 AI 后台，而是更贴近“抖音 / 小红书 / B站 / YouTube 多平台账号运营”的产品形态。
-          重点观察的是：账号发现、精品账号分析、内容监控、竞品跟踪、品牌投放、内容复盘。
-        </p>
-        <ul>
-          <li>飞瓜：适合借抖音后台主壳、一级导航、监控与投放模块</li>
-          <li>千瓜：适合借小红书榜单、达人筛选、竞品监测与内容资产视角</li>
-          <li>StoryForge 自己再抽象成统一的跨平台工作区，而不是按平台裂成四套后台</li>
-        </ul>
-      </div>
-
-      <div class="section">
-        <h2>千瓜数据</h2>
-        <p>更适合作为“小红书方向的榜单发现、达人筛选、行业观察、内容洞察”的参考。</p>
-        <div class="grid">
-          <div class="card">
-            <img src="./raw/01-qiangua-rank-page.png" alt="千瓜达人榜单页" />
-            <div class="meta">
-              <h3>达人榜单页</h3>
-              <p class="source">来源：qian-gua.com</p>
-              <p class="use">适合借榜单页的筛选区、排行表格、达人卡摘要信息。可转译为 StoryForge 的“精品账号发现”。</p>
-            </div>
-          </div>
-          <div class="card">
-            <img src="./raw/02-qiangua-plan-and-modules.png" alt="千瓜模块与能力地图" />
-            <div class="meta">
-              <h3>模块与能力地图</h3>
-              <p class="source">来源：qian-gua.com</p>
-              <p class="use">这张不是最终界面参考，而是产品能力地图参考，适合帮助我们定义菜单层级和模块边界。</p>
-            </div>
-          </div>
-        </div>
-      </div>
-
-      <div class="section">
-        <h2>飞瓜数据</h2>
-        <p>更适合作为“抖音方向的后台主壳、账号发现、监控工作台、品牌投放”的参考。</p>
-        <div class="grid">
-          <div class="card">
-            <img src="./raw/03-feigua-menu-structure.png" alt="飞瓜菜单结构图" />
-            <div class="meta">
-              <h3>一级菜单结构</h3>
-              <p class="source">来源：dy.feigua.cn/help</p>
-              <p class="use">适合借一级导航分组方式。StoryForge 可转译成：运营总台、账号发现、内容库、Agent、生产、发布复盘、设置。</p>
-            </div>
-          </div>
-          <div class="card">
-            <img src="./raw/04-feigua-account-discovery.png" alt="飞瓜账号发现页" />
-            <div class="meta">
-              <h3>账号发现页</h3>
-              <p class="source">来源：dy.feigua.cn/help</p>
-              <p class="use">适合借涨粉榜、行业筛选、账号列表和“详情”入口，用于 StoryForge 的精品账号发现和对标账号收录。</p>
-            </div>
-          </div>
-          <div class="card">
-            <img src="./raw/05-feigua-monitoring-workbench.png" alt="飞瓜监测工作台" />
-            <div class="meta">
-              <h3>数据监测工作台</h3>
-              <p class="source">来源：dy.feigua.cn/help</p>
-              <p class="use">适合借监控任务页和持续追踪视角，可转译为 StoryForge 的“账号跟踪 / 作品跟踪 / 竞品跟踪”。</p>
-            </div>
-          </div>
-          <div class="card">
-            <img src="./raw/06-feigua-brand-delivery.png" alt="飞瓜品牌投放页" />
-            <div class="meta">
-              <h3>品牌投放与竞品页</h3>
-              <p class="source">来源：dy.feigua.cn/help</p>
-              <p class="use">适合借品牌搜索、筛选和表格摘要区。StoryForge 可转译为“品牌案例库 / 商业化机会 / 竞品投放观察”。</p>
-            </div>
-          </div>
-        </div>
-      </div>
-    </div>
-  </body>
-</html>
--- a/output/ui/new-media-ops-reference-2026-03-22/raw/01-qiangua-rank-page.png
+++ b/output/ui/new-media-ops-reference-2026-03-22/raw/01-qiangua-rank-page.png
--- a/output/ui/new-media-ops-reference-2026-03-22/raw/02-qiangua-plan-and-modules.png
+++ b/output/ui/new-media-ops-reference-2026-03-22/raw/02-qiangua-plan-and-modules.png
--- a/output/ui/new-media-ops-reference-2026-03-22/raw/03-feigua-menu-structure.png
+++ b/output/ui/new-media-ops-reference-2026-03-22/raw/03-feigua-menu-structure.png
--- a/output/ui/new-media-ops-reference-2026-03-22/raw/04-feigua-account-discovery.png
+++ b/output/ui/new-media-ops-reference-2026-03-22/raw/04-feigua-account-discovery.png
--- a/output/ui/new-media-ops-reference-2026-03-22/raw/05-feigua-monitoring-workbench.png
+++ b/output/ui/new-media-ops-reference-2026-03-22/raw/05-feigua-monitoring-workbench.png
--- a/output/ui/new-media-ops-reference-2026-03-22/raw/06-feigua-brand-delivery.png
+++ b/output/ui/new-media-ops-reference-2026-03-22/raw/06-feigua-brand-delivery.png
--- a/output/ui/storyforge-mobile-v4-html-prototype-2026-03-22/README.md
+++ b/output/ui/storyforge-mobile-v4-html-prototype-2026-03-22/README.md
@@ -1,30 +0,0 @@
-# StoryForge Mobile V4 HTML Prototype
-
-这是一套只做界面、不接真实功能的移动端高保真原型，用来配合当前 `Web V4` 的产品逻辑评审。
-
-## 入口
-
- 预览文件：`index.html`
-
-## 页面结构
-
-1. `登录与工作区`
-2. `总览`
-3. `找对标`
-4. `跟踪日报`
-5. `Agent`
-6. `生产中心`
-7. `我的`
-
-## 设计口径
-
- 产品定位：多平台新媒体运营助手
- 主题色：淡蓝、白、黑、灰
- 主对象：项目、对标、Agent、生产、复盘
- 导航方式：底部 5 栏，适合 Android / iOS 通用使用
-
-## 说明
-
- 这是静态 HTML 原型，不依赖本地服务
- 命名和业务逻辑与 `Web V4` 保持一致
- 当前重点是验证信息层级、导航、操作入口和视觉节奏
--- a/output/ui/storyforge-mobile-v4-html-prototype-2026-03-22/index.html
+++ b/output/ui/storyforge-mobile-v4-html-prototype-2026-03-22/index.html
@@ -1,785 +0,0 @@
-<!doctype html>
-<html lang="zh-CN">
-<head>
-  <meta charset="utf-8" />
-  <meta name="viewport" content="width=device-width, initial-scale=1" />
-  <title>StoryForge Mobile V4 Prototype</title>
-  <style>
-    :root {
-      --bg: #edf6ff;
-      --bg-soft: #f7fbff;
-      --panel: #ffffff;
-      --panel-soft: #f5f9ff;
-      --line: #dbe7f3;
-      --line-strong: #cddded;
-      --text: #152332;
-      --muted: #64788e;
-      --blue-50: #f3f8ff;
-      --blue-100: #e6f1ff;
-      --blue-500: #70a8ff;
-      --blue-600: #4d8ff0;
-      --blue-700: #356fd0;
-      --green: #23a873;
-      --orange: #f2a64a;
-      --red: #df6e6e;
-      --shadow: 0 22px 56px rgba(21, 35, 50, 0.1);
-    }
-
-    * { box-sizing: border-box; }
-
-    body {
-      margin: 0;
-      font-family: "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei", sans-serif;
-      color: var(--text);
-      background:
-        radial-gradient(circle at top left, rgba(113, 171, 255, 0.22), transparent 26%),
-        linear-gradient(180deg, #f8fbff 0%, var(--bg) 100%);
-    }
-
-    main {
-      max-width: 1900px;
-      margin: 0 auto;
-      padding: 28px;
-    }
-
-    .hero {
-      margin-bottom: 20px;
-    }
-
-    .hero h1 {
-      margin: 0 0 8px;
-      font-size: 34px;
-    }
-
-    .hero p {
-      margin: 0;
-      max-width: 920px;
-      color: var(--muted);
-      line-height: 1.6;
-    }
-
-    .board {
-      display: grid;
-      grid-template-columns: repeat(3, minmax(0, 1fr));
-      gap: 24px;
-    }
-
-    .meta-card {
-      background: rgba(255,255,255,0.82);
-      border: 1px solid var(--line);
-      border-radius: 26px;
-      padding: 18px;
-      box-shadow: var(--shadow);
-    }
-
-    .meta-card h2 {
-      margin: 0 0 6px;
-      font-size: 20px;
-    }
-
-    .meta-card p {
-      margin: 0 0 16px;
-      color: var(--muted);
-      font-size: 13px;
-      line-height: 1.5;
-    }
-
-    .phone {
-      width: 100%;
-      max-width: 430px;
-      aspect-ratio: 430 / 932;
-      margin: 0 auto;
-      background: linear-gradient(180deg, #ffffff 0%, #f7fbff 100%);
-      border: 1px solid var(--line-strong);
-      border-radius: 34px;
-      box-shadow: 0 26px 60px rgba(21, 35, 50, 0.14);
-      overflow: hidden;
-      position: relative;
-    }
-
-    .status {
-      display: flex;
-      justify-content: space-between;
-      align-items: center;
-      padding: 14px 20px 10px;
-      font-size: 13px;
-      font-weight: 600;
-      color: var(--muted);
-    }
-
-    .screen {
-      display: flex;
-      flex-direction: column;
-      height: calc(100% - 40px);
-      padding: 0 16px 16px;
-      gap: 12px;
-    }
-
-    .screen.login {
-      justify-content: space-between;
-      padding-top: 10px;
-    }
-
-    .brand-box,
-    .card,
-    .sheet {
-      background: var(--panel);
-      border: 1px solid var(--line);
-      border-radius: 24px;
-      box-shadow: 0 10px 26px rgba(21,35,50,0.06);
-    }
-
-    .brand-box {
-      padding: 24px;
-      background: linear-gradient(145deg, #eef6ff 0%, #ffffff 78%);
-    }
-
-    .logo {
-      width: 58px;
-      height: 58px;
-      border-radius: 18px;
-      display: grid;
-      place-items: center;
-      background: linear-gradient(145deg, var(--blue-500), var(--blue-600));
-      color: #fff;
-      font-weight: 800;
-      font-size: 24px;
-      margin-bottom: 16px;
-    }
-
-    .brand-box h3,
-    .card h3,
-    .sheet h3 {
-      margin: 0 0 6px;
-      font-size: 18px;
-    }
-
-    .sub {
-      color: var(--muted);
-      font-size: 12px;
-      line-height: 1.45;
-    }
-
-    .form {
-      display: grid;
-      gap: 12px;
-    }
-
-    .field {
-      padding: 14px 16px;
-      border-radius: 18px;
-      border: 1px solid var(--line);
-      background: #fff;
-    }
-
-    .field label {
-      display: block;
-      font-size: 11px;
-      color: var(--muted);
-      margin-bottom: 6px;
-    }
-
-    .field div {
-      font-size: 15px;
-      font-weight: 600;
-    }
-
-    .actions,
-    .chips,
-    .stats,
-    .tabs,
-    .kv {
-      display: flex;
-      flex-wrap: wrap;
-      gap: 8px;
-    }
-
-    .btn {
-      display: inline-flex;
-      align-items: center;
-      justify-content: center;
-      border-radius: 16px;
-      padding: 12px 14px;
-      font-size: 13px;
-      font-weight: 700;
-      border: 1px solid var(--line);
-      background: #fff;
-      color: var(--text);
-    }
-
-    .btn.primary {
-      background: linear-gradient(180deg, var(--blue-500), var(--blue-600));
-      color: #fff;
-      border-color: rgba(77,143,240,0.18);
-    }
-
-    .btn.ghost {
-      background: var(--blue-50);
-      color: var(--blue-700);
-      border-color: rgba(77,143,240,0.16);
-    }
-
-    .chip,
-    .pill {
-      display: inline-flex;
-      align-items: center;
-      padding: 6px 10px;
-      border-radius: 999px;
-      border: 1px solid var(--line);
-      background: var(--blue-50);
-      color: var(--muted);
-      font-size: 11px;
-      line-height: 1;
-    }
-
-    .chip.active,
-    .pill.active {
-      background: var(--blue-100);
-      color: var(--blue-700);
-      border-color: rgba(77,143,240,0.16);
-      font-weight: 700;
-    }
-
-    .metric {
-      flex: 1 1 0;
-      min-width: 92px;
-      padding: 12px;
-      border-radius: 18px;
-      background: linear-gradient(180deg, #ffffff 0%, #f4f9ff 100%);
-      border: 1px solid var(--line);
-    }
-
-    .metric small {
-      display: block;
-      color: var(--muted);
-      font-size: 11px;
-      margin-bottom: 6px;
-    }
-
-    .metric strong {
-      font-size: 18px;
-    }
-
-    .card {
-      padding: 16px;
-      display: grid;
-      gap: 10px;
-    }
-
-    .card.tight {
-      gap: 8px;
-    }
-
-    .stack {
-      display: grid;
-      gap: 10px;
-    }
-
-    .row {
-      display: flex;
-      gap: 10px;
-      align-items: start;
-    }
-
-    .avatar {
-      width: 42px;
-      height: 42px;
-      border-radius: 14px;
-      background: linear-gradient(145deg, #c9e0ff, #92bcff);
-      display: grid;
-      place-items: center;
-      color: #fff;
-      font-weight: 800;
-      flex: 0 0 auto;
-    }
-
-    .title {
-      font-size: 16px;
-      font-weight: 700;
-      line-height: 1.35;
-    }
-
-    .caption {
-      color: var(--muted);
-      font-size: 12px;
-      line-height: 1.45;
-    }
-
-    .split {
-      display: grid;
-      grid-template-columns: 1fr 1fr;
-      gap: 10px;
-    }
-
-    .progress {
-      height: 8px;
-      border-radius: 999px;
-      background: #edf3fa;
-      overflow: hidden;
-    }
-
-    .progress > span {
-      display: block;
-      height: 100%;
-      border-radius: 999px;
-      background: linear-gradient(90deg, #8cc2ff, #4f8fee);
-    }
-
-    .list-item {
-      padding: 14px;
-      border-radius: 20px;
-      border: 1px solid var(--line);
-      background: linear-gradient(180deg, #fff 0%, #f8fbff 100%);
-      display: grid;
-      gap: 8px;
-    }
-
-    .bottom-nav {
-      margin-top: auto;
-      padding: 10px;
-      border-radius: 24px;
-      border: 1px solid var(--line);
-      background: rgba(255,255,255,0.96);
-      display: grid;
-      grid-template-columns: repeat(5, 1fr);
-      gap: 8px;
-      box-shadow: 0 12px 30px rgba(21,35,50,0.08);
-    }
-
-    .nav-tab {
-      text-align: center;
-      padding: 10px 0;
-      border-radius: 18px;
-      font-size: 11px;
-      color: var(--muted);
-      font-weight: 700;
-    }
-
-    .nav-tab.active {
-      background: linear-gradient(180deg, var(--blue-500), var(--blue-600));
-      color: #fff;
-    }
-
-    .section-head {
-      display: flex;
-      justify-content: space-between;
-      align-items: center;
-      gap: 10px;
-    }
-
-    .sheet {
-      padding: 14px;
-      background: linear-gradient(180deg, #f7fbff 0%, #ffffff 100%);
-    }
-
-    @media (max-width: 1480px) {
-      .board { grid-template-columns: repeat(2, minmax(0, 1fr)); }
-    }
-
-    @media (max-width: 980px) {
-      main { padding: 18px; }
-      .board { grid-template-columns: 1fr; }
-    }
-  </style>
-</head>
-<body>
-  <main>
-    <section class="hero">
-      <h1>StoryForge Mobile V4</h1>
-      <p>这版移动端不照搬 Web，而是保留高频动作。主逻辑仍然是“我的项目 -> 找对标 -> 跟踪日报 -> Agent -> 生产”，把重配置留在 Web，把快决策、快查看、快推进留给手机。</p>
-    </section>
-
-    <section class="board">
-      <article class="meta-card">
-        <h2>01 登录与工作区</h2>
-        <p>先进入工作区，再同步项目、Agent 和今日任务。</p>
-        <div class="phone">
-          <div class="status"><span>9:41</span><span>5G 100%</span></div>
-          <div class="screen login">
-            <div class="brand-box">
-              <div class="logo">SF</div>
-              <h3>StoryForge</h3>
-              <div class="sub">创作者移动工作台</div>
-            </div>
-
-            <div class="form">
-              <div class="field">
-                <label>工作区</label>
-                <div>星流内容组</div>
-              </div>
-              <div class="field">
-                <label>手机号</label>
-                <div style="color:#9aa9b8;font-weight:500;">请输入登录手机号</div>
-              </div>
-              <div class="field">
-                <label>密码</label>
-                <div>••••••••</div>
-              </div>
-              <div class="chips">
-                <span class="chip active">短信登录</span>
-                <span class="chip">Token</span>
-                <span class="chip">高级登录</span>
-              </div>
-              <div class="actions">
-                <span class="btn primary" style="width:100%;">进入工作台</span>
-              </div>
-            </div>
-
-            <div class="sub">登录后自动同步你的项目、Agent、生产队列和跟踪日报。</div>
-          </div>
-        </div>
-      </article>
-
-      <article class="meta-card">
-        <h2>02 总览</h2>
-        <p>先看今天该推进什么，再跳转到对应动作。</p>
-        <div class="phone">
-          <div class="status"><span>9:41</span><span>Wi-Fi 93%</span></div>
-          <div class="screen">
-            <div class="brand-box">
-              <div class="title">早上好，林闻</div>
-              <div class="caption">星流内容组 · 今天有 3 个动作值得先做</div>
-              <div class="stats" style="margin-top:12px;">
-                <div class="metric"><small>项目</small><strong>5</strong></div>
-                <div class="metric"><small>更新</small><strong>12</strong></div>
-                <div class="metric"><small>待调研</small><strong>4</strong></div>
-              </div>
-            </div>
-
-            <div class="card">
-              <div class="section-head">
-                <h3>今日重点</h3>
-                <span class="pill active">4 项</span>
-              </div>
-              <div class="list-item">
-                <div class="title">先为“副业增长实验室”建项目</div>
-                <div class="caption">先开项目，再决定要不要绑定账号。</div>
-              </div>
-              <div class="list-item">
-                <div class="title">补齐“教育切片助手”的平台和变现</div>
-                <div class="caption">补完后再跑首轮调研。</div>
-              </div>
-            </div>
-
-            <div class="split">
-              <div class="card tight">
-                <h3>高分提醒</h3>
-                <div class="caption">《副业失败的 3 个坑》适合转系列。</div>
-              </div>
-              <div class="card tight">
-                <h3>跟踪日报</h3>
-                <div class="caption">5 天内 7 条更新值得学。</div>
-              </div>
-            </div>
-
-            <div class="card">
-              <h3>本周进度</h3>
-              <div class="progress"><span style="width:68%;"></span></div>
-              <div class="caption">已完成 8 / 12 个内容动作</div>
-              <div class="chips">
-                <span class="chip active">同步账号</span>
-                <span class="chip">找对标</span>
-                <span class="chip">去生产</span>
-                <span class="chip">看复盘</span>
-              </div>
-            </div>
-
-            <div class="bottom-nav">
-              <div class="nav-tab active">总览</div>
-              <div class="nav-tab">对标</div>
-              <div class="nav-tab">Agent</div>
-              <div class="nav-tab">生产</div>
-              <div class="nav-tab">我的</div>
-            </div>
-          </div>
-        </div>
-      </article>
-
-      <article class="meta-card">
-        <h2>03 找对标</h2>
-        <p>在手机上做快速筛选、快速收藏、快速导入。</p>
-        <div class="phone">
-          <div class="status"><span>9:41</span><span>5G 91%</span></div>
-          <div class="screen">
-            <div class="card">
-              <div class="title">找对标</div>
-              <div class="caption">搜账号、主页链接、作品链接。</div>
-              <div class="field" style="padding:12px 14px;">
-                <div style="font-size:13px;color:#91a2b3;font-weight:500;">搜账号、主页链接、作品链接</div>
-              </div>
-              <div class="chips">
-                <span class="chip active">抖音</span>
-                <span class="chip">小红书</span>
-                <span class="chip">B站</span>
-                <span class="chip">YouTube</span>
-              </div>
-              <div class="chips">
-                <span class="chip active">涨粉</span>
-                <span class="chip">互动</span>
-                <span class="chip">商业价值</span>
-              </div>
-            </div>
-
-            <div class="list-item">
-              <div class="row">
-                <div class="avatar">阿</div>
-                <div>
-                  <div class="title">阿元创业手记</div>
-                  <div class="caption">抖音 · 创业成长 · AI 可学习度 93</div>
-                </div>
-              </div>
-              <div class="chips">
-                <span class="chip active">查看</span>
-                <span class="chip">导入</span>
-                <span class="chip">绑 Agent</span>
-              </div>
-            </div>
-
-            <div class="sheet">
-              <div class="section-head">
-                <h3>当前选中对标</h3>
-                <span class="pill active">阿元创业手记</span>
-              </div>
-              <div class="split">
-                <div class="metric"><small>可学习度</small><strong>93</strong></div>
-                <div class="metric"><small>商业价值</small><strong>88</strong></div>
-              </div>
-              <div class="stack" style="margin-top:10px;">
-                <div class="caption">画像：反常识切入、案例推进强、结尾动作明确。</div>
-                <div class="caption">高分内容：《副业失败的 3 个坑》适合提炼成系列。</div>
-              </div>
-              <div class="actions" style="margin-top:12px;">
-                <span class="btn ghost" style="flex:1 1 0;">导入项目</span>
-                <span class="btn primary" style="flex:1 1 0;">创建 Agent</span>
-              </div>
-            </div>
-
-            <div class="bottom-nav">
-              <div class="nav-tab">总览</div>
-              <div class="nav-tab active">对标</div>
-              <div class="nav-tab">Agent</div>
-              <div class="nav-tab">生产</div>
-              <div class="nav-tab">我的</div>
-            </div>
-          </div>
-        </div>
-      </article>
-
-      <article class="meta-card">
-        <h2>04 跟踪日报</h2>
-        <p>手机端优先看“上次打开后”的更新，不必再翻后台。</p>
-        <div class="phone">
-          <div class="status"><span>9:41</span><span>5G 89%</span></div>
-          <div class="screen">
-            <div class="card">
-              <div class="section-head">
-                <h3>跟踪日报</h3>
-                <span class="pill active">5 天汇总</span>
-              </div>
-              <div class="caption">自上次打开后，共有 5 个账号更新，Agent 标了 7 条借鉴点。</div>
-              <div class="chips">
-                <span class="chip active">刷新</span>
-                <span class="chip">看全部</span>
-                <span class="chip">新增跟踪</span>
-              </div>
-            </div>
-
-            <div class="list-item">
-              <div class="title">秋芝2046 · 新增 3 条作品</div>
-              <div class="caption">教育切片助手判断：其中 2 条适合转 30 秒口播。</div>
-              <div class="chips">
-                <span class="chip active">有借鉴点</span>
-                <span class="chip">入学习集</span>
-              </div>
-            </div>
-
-            <div class="list-item">
-              <div class="title">晨风老师 · 新增 2 条图文</div>
-              <div class="caption">更适合补小红书搜索承接模板。</div>
-              <div class="chips">
-                <span class="chip active">适合图文线</span>
-                <span class="chip">加 Playbook</span>
-              </div>
-            </div>
-
-            <div class="card tight">
-              <h3>今日建议</h3>
-              <div class="caption">先把 3 条高价值更新送入 Agent 学习，再决定是否转生产。</div>
-            </div>
-
-            <div class="bottom-nav">
-              <div class="nav-tab active">总览</div>
-              <div class="nav-tab">对标</div>
-              <div class="nav-tab">Agent</div>
-              <div class="nav-tab">生产</div>
-              <div class="nav-tab">我的</div>
-            </div>
-          </div>
-        </div>
-      </article>
-
-      <article class="meta-card">
-        <h2>05 Agent</h2>
-        <p>手机上更适合快速建 Agent、看学习源、看首轮调研结果。</p>
-        <div class="phone">
-          <div class="status"><span>9:41</span><span>Wi-Fi 90%</span></div>
-          <div class="screen">
-            <div class="card">
-              <div class="section-head">
-                <h3>Agent</h3>
-                <span class="pill active">待调研 4</span>
-              </div>
-              <div class="caption">先定项目、平台、变现和主模型，再跑首轮调研。</div>
-              <div class="chips">
-                <span class="chip active">抖音</span>
-                <span class="chip active">小红书</span>
-                <span class="chip">视频号</span>
-              </div>
-              <div class="chips">
-                <span class="chip active">知识付费</span>
-                <span class="chip">广告合作</span>
-                <span class="chip">私域咨询</span>
-              </div>
-              <div class="actions">
-                <span class="btn ghost" style="flex:1 1 0;">跑调研</span>
-                <span class="btn primary" style="flex:1 1 0;">创建 Agent</span>
-              </div>
-            </div>
-
-            <div class="list-item">
-              <div class="title">选题助手 · 教育切片</div>
-              <div class="caption">学习源：高信任图文 + 强观点短视频</div>
-              <div class="chips">
-                <span class="chip active">主模型：通义</span>
-                <span class="chip">已调研</span>
-                <span class="chip">最近产出 6 条</span>
-              </div>
-            </div>
-
-            <div class="list-item">
-              <div class="title">导入分析 Agent</div>
-              <div class="caption">负责解析主页、单条作品和本地视频，自动给出绑定建议。</div>
-              <div class="chips">
-                <span class="chip active">自动归类</span>
-                <span class="chip">支持复核</span>
-              </div>
-            </div>
-
-            <div class="bottom-nav">
-              <div class="nav-tab">总览</div>
-              <div class="nav-tab">对标</div>
-              <div class="nav-tab active">Agent</div>
-              <div class="nav-tab">生产</div>
-              <div class="nav-tab">我的</div>
-            </div>
-          </div>
-        </div>
-      </article>
-
-      <article class="meta-card">
-        <h2>06 生产中心</h2>
-        <p>移动端重点看队列、看卡点、看成片，不做重配置。</p>
-        <div class="phone">
-          <div class="status"><span>9:41</span><span>5G 87%</span></div>
-          <div class="screen">
-            <div class="card">
-              <div class="section-head">
-                <h3>生产中心</h3>
-                <span class="pill active">在产 6</span>
-              </div>
-              <div class="chips">
-                <span class="chip active">文案</span>
-                <span class="chip">封面</span>
-                <span class="chip">实拍</span>
-                <span class="chip">AI 视频</span>
-              </div>
-            </div>
-
-            <div class="list-item">
-              <div class="title">《副业避坑》封面生成</div>
-              <div class="caption">阿里 / 火山 / 通用图像 · 当前卡在选图</div>
-              <div class="progress"><span style="width:72%;"></span></div>
-              <div class="chips">
-                <span class="chip active">补封面</span>
-                <span class="chip">看样片</span>
-              </div>
-            </div>
-
-            <div class="list-item">
-              <div class="title">作品与成片</div>
-              <div class="caption">从生产结果反看当前最值得继续推进的内容。</div>
-              <div class="chips">
-                <span class="chip active">高分</span>
-                <span class="chip">最新</span>
-                <span class="chip">看成片</span>
-              </div>
-            </div>
-
-            <div class="sheet">
-              <h3>当前选中内容</h3>
-              <div class="caption">《副业失败的 3 个真实坑》适合继续生成脚本，封面先做 3 个模型对比。</div>
-              <div class="actions" style="margin-top:12px;">
-                <span class="btn ghost" style="flex:1 1 0;">补封面</span>
-                <span class="btn primary" style="flex:1 1 0;">继续做</span>
-              </div>
-            </div>
-
-            <div class="bottom-nav">
-              <div class="nav-tab">总览</div>
-              <div class="nav-tab">对标</div>
-              <div class="nav-tab">Agent</div>
-              <div class="nav-tab active">生产</div>
-              <div class="nav-tab">我的</div>
-            </div>
-          </div>
-        </div>
-      </article>
-
-      <article class="meta-card">
-        <h2>07 我的</h2>
-        <p>工作区、自动流程、额度和通知都放在这里。</p>
-        <div class="phone">
-          <div class="status"><span>9:41</span><span>5G 94%</span></div>
-          <div class="screen">
-            <div class="brand-box">
-              <div class="title">我的</div>
-              <div class="caption">星流内容组 · 林闻 · 杭州工作区</div>
-              <div class="chips" style="margin-top:12px;">
-                <span class="chip active">流程 7/8</span>
-                <span class="chip">额度正常</span>
-                <span class="chip">2 台设备在线</span>
-              </div>
-            </div>
-
-            <div class="list-item">
-              <div class="title">自动流程</div>
-              <div class="caption">账号同步、跟踪日报、失败补跑、异常提醒。</div>
-            </div>
-            <div class="list-item">
-              <div class="title">额度</div>
-              <div class="caption">文案 / 封面 / 视频三类额度分开看。</div>
-            </div>
-            <div class="list-item">
-              <div class="title">通知与同步</div>
-              <div class="caption">日报提醒、任务结果、设备同步都在这里。</div>
-            </div>
-
-            <div class="actions">
-              <span class="btn ghost" style="flex:1 1 0;">看额度</span>
-              <span class="btn primary" style="flex:1 1 0;">看流程</span>
-            </div>
-
-            <div class="bottom-nav">
-              <div class="nav-tab">总览</div>
-              <div class="nav-tab">对标</div>
-              <div class="nav-tab">Agent</div>
-              <div class="nav-tab">生产</div>
-              <div class="nav-tab active">我的</div>
-            </div>
-          </div>
-        </div>
-      </article>
-    </section>
-  </main>
-</body>
-</html>
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/README.md
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/README.md
@@ -1,43 +0,0 @@
-# StoryForge Web V4 HTML Prototype
-
-这是一个只做界面、不接业务功能的静态 Web 原型。
-
-入口：
- [index.html](./index.html)
-
-包含页面：
- 项目总台
- 我的项目
- 找对标
- 跟踪账号
- 我的账号
- Agent
- 生产中心
- 发布与复盘
- 自动流程
- 额度
-
-说明：
- 这版不依赖后端接口
- 主要用于确认新的产品逻辑、信息架构和布局方向
- 主业务流已调整为：项目 -> Agent -> 首轮调研 -> 导入绑定 -> 生产 -> 发布复盘
- 新增：跟踪账号 -> 自动汇总更新 -> Agent 标注借鉴点 -> 日报回看
- 导入分析以 Agent 为中心，不再以规则判断为主
- `找对标` 已经把列表和详情收在一个页面里，不再单独拆 `参考详情`
- `作品库` 已并入 `生产中心` 的“作品与成片”区域
- 模型凭证默认后台托管，用户界面只表达模型选择与额度消耗
- 主题色以淡蓝、白、黑、灰为主
-
-新增预览：
- [05-intake.png](./previews/05-intake.png)
- [06-agent.png](./previews/06-agent.png)
- [07-production.png](./previews/07-production.png)
- [08-credits.png](./previews/08-credits.png)
- [09-dashboard-lite.png](./previews/09-dashboard-lite.png)
- [10-find-reference-lite.png](./previews/10-find-reference-lite.png)
- [11-reference-detail-lite.png](./previews/11-reference-detail-lite.png)
- [12-tracking-digest.png](./previews/12-tracking-digest.png)
- [13-find-reference-search.png](./previews/13-find-reference-search.png)
-
-备份：
- [pre-simplify backup](/Users/kris/code/StoryForge-gitea/output/ui/backups/storyforge-web-v4-html-prototype-2026-03-22-pre-simplify-2026-03-22)
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/assets/app.js
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/assets/app.js
@@ -1,24 +0,0 @@
-const navButtons = document.querySelectorAll("[data-screen-target]");
-const screens = document.querySelectorAll("[data-screen]");
-
-function activateScreen(id) {
-  navButtons.forEach((button) => {
-    const active = button.dataset.screenTarget === id;
-    button.classList.toggle("is-active", active);
-  });
-
-  screens.forEach((screen) => {
-    screen.classList.toggle("is-active", screen.dataset.screen === id);
-  });
-}
-
-navButtons.forEach((button) => {
-  button.addEventListener("click", () => {
-    const next = button.dataset.screenTarget;
-    activateScreen(next);
-    window.location.hash = next;
-  });
-});
-
-const initial = window.location.hash.replace("#", "") || "dashboard";
-activateScreen(initial);
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/assets/styles.css
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/assets/styles.css
@@ -1,865 +0,0 @@
-:root {
-  --bg: #f4f8fd;
-  --bg-soft: #eef4fb;
-  --panel: #ffffff;
-  --panel-soft: #f7fbff;
-  --line: #d9e5f2;
-  --line-strong: #c8d8ea;
-  --text: #182433;
-  --muted: #66788f;
-  --blue-50: #f3f8ff;
-  --blue-100: #e8f1ff;
-  --blue-200: #d9e8ff;
-  --blue-300: #c4ddff;
-  --blue-500: #6aa4ff;
-  --blue-600: #4f8fee;
-  --blue-700: #3977d8;
-  --green: #2db584;
-  --orange: #f29a38;
-  --red: #e46767;
-  --shadow: 0 18px 40px rgba(67, 93, 125, 0.12);
-  --shadow-soft: 0 10px 24px rgba(67, 93, 125, 0.08);
-  --radius-xl: 24px;
-  --radius-lg: 18px;
-  --radius-md: 14px;
-  --radius-sm: 10px;
-}
-
-* {
-  box-sizing: border-box;
-}
-
-html,
-body {
-  margin: 0;
-  padding: 0;
-  font-family: "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei", sans-serif;
-  background:
-    radial-gradient(circle at top left, rgba(129, 180, 255, 0.18), transparent 28%),
-    linear-gradient(180deg, #f8fbff 0%, #eef4fb 100%);
-  color: var(--text);
-}
-
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--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/index.html
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/index.html
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/01-dashboard.png
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/01-dashboard.png
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/02-discovery.png
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/02-discovery.png
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/03-works.png
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/03-works.png
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/04-review.png
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/04-review.png
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/05-intake.png
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/05-intake.png
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/06-agent.png
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/06-agent.png
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/07-production.png
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/07-production.png
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/08-credits.png
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/08-credits.png
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/09-dashboard-lite.png
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/09-dashboard-lite.png
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/10-find-reference-lite.png
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/10-find-reference-lite.png
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/11-reference-detail-lite.png
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/11-reference-detail-lite.png
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/12-tracking-digest.png
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/12-tracking-digest.png
--- a/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/13-find-reference-search.png
+++ b/output/ui/storyforge-web-v4-html-prototype-2026-03-22/previews/13-find-reference-search.png
--- a/scripts/bootstrap.sh
+++ b/scripts/bootstrap.sh
@@ -1,6 +1,7 @@
 #!/bin/sh
 set -eu
-
-ROOT="$(CDPATH= cd -- "$(dirname "$0")/.." && pwd)"
-
-"$ROOT/scripts/start_business.sh"
+cd /Users/kris/code/StoryForge/collector-service
+python3 -m venv .venv
+. .venv/bin/activate
+pip install -r requirements.txt
+uvicorn app.main:app --host 0.0.0.0 --port 8081 --reload
--- a/scripts/cleanup_debug_ui.sh
+++ b/scripts/cleanup_debug_ui.sh
@@ -1,39 +0,0 @@
-#!/bin/sh
-set -eu
-
-PORT="${1:-3618}"
-SCRIPT_PATH="/Users/kris/code/StoryForge-gitea/scripts/douyin-browser-capture/control_panel.mjs"
-
-lsof -tiTCP:"$PORT" -sTCP:LISTEN | xargs -r kill || true
-
-osascript -e 'tell application "Terminal"' \
-  -e 'if it is running then' \
-  -e 'repeat with w in windows' \
-  -e 'set shouldClose to false' \
-  -e 'repeat with t in tabs of w' \
-  -e 'try' \
-  -e 'set tabText to contents of t' \
-  -e 'if tabText contains "'"$SCRIPT_PATH"'" then set shouldClose to true' \
-  -e 'end try' \
-  -e 'end repeat' \
-  -e 'if shouldClose then close w saving no' \
-  -e 'end repeat' \
-  -e 'end if' \
-  -e 'end tell' >/dev/null 2>&1 || true
-
-for app in "Google Chrome" "Brave Browser" "Arc" "Safari"; do
-  osascript -e 'try' \
-    -e 'tell application "'"$app"'"' \
-    -e 'repeat with w in windows' \
-    -e 'repeat with i from (count of tabs of w) to 1 by -1' \
-    -e 'try' \
-    -e 'set tabUrl to URL of tab i of w' \
-    -e 'if tabUrl contains "127.0.0.1:'"$PORT"'" then close tab i of w' \
-    -e 'end try' \
-    -e 'end repeat' \
-    -e 'end repeat' \
-    -e 'end tell' \
-    -e 'end try' >/dev/null 2>&1 || true
-done
-
-echo "debug ui cleaned: port $PORT"
--- a/scripts/douyin-browser-capture/README.md
+++ b/scripts/douyin-browser-capture/README.md
@@ -1,75 +0,0 @@
-# Douyin Browser Capture
-
-This tool drives a real Playwright Chromium session, lets a human log into Douyin, captures the loaded profile and work pages, and can sync the captured bundle into StoryForge's existing `/v2/douyin/accounts/sync` endpoint.
-
-## Install
-
-```bash
-cd /Users/kris/code/StoryForge-gitea/scripts/douyin-browser-capture
-npm install
-npx playwright install chromium
-```
-
-## Run
-
-```bash
-cd /Users/kris/code/StoryForge-gitea/scripts/douyin-browser-capture
-npm run capture -- \
-  --profile-url https://www.douyin.com/user/your_account \
-  --storyforge-username kris \
-  --storyforge-password 'Asd123456.'
-```
-
-The browser uses a persistent state directory under `~/.storyforge/douyin-playwright`, so Douyin login can survive between runs.
-
-## Control Panel
-
-If you do not want to remember CLI arguments, start the local control panel:
-
-```bash
-cd /Users/kris/code/StoryForge-gitea/scripts/douyin-browser-capture
-npm run control-panel
-```
-
-Then open [http://127.0.0.1:3618](http://127.0.0.1:3618) and use this flow:
-
-1. Fill in the Douyin profile URL and StoryForge credentials.
-2. Click `开始采集`.
-3. A real Chromium window opens. Log into Douyin and solve any captcha there.
-4. Return to the control panel and click `已完成登录，继续采集`.
-5. Wait for `summary.json` and the optional StoryForge sync result.
-
-The control panel stores each run under:
-
-`/Users/kris/code/StoryForge-gitea/output/playwright/douyin/control-panel`
-
-## What it captures
-
- current profile page JSON blobs extracted from `<script>` tags
- selected window globals such as `__INITIAL_STATE__`
- relevant JSON network responses
- creator-center pages using the same logged-in browser context
- a limited number of video detail pages linked from the profile
-
-## Output
-
-Default output directory:
-
-`/Users/kris/code/StoryForge-gitea/output/playwright/douyin`
-
-Each run writes:
-
- `profile-bundle.json`
- `creator-*.json`
- `video-*.json`
- `storyforge-sync-request.json`
- `storyforge-sync-response.json` when sync is enabled
- `summary.json`
-
-## Notes
-
- This is designed as a browser-assisted capture flow, not a fully headless anti-bot bypass.
- If Douyin shows a slider or challenge page, solve it manually in the opened browser window and then continue.
- Use `--no-sync` if you only want to save a local bundle for inspection.
- Use `--ready-file /tmp/storyforge-ready.signal` if you want another process or webpage to decide when capture continues.
- Creator-center pages belong to the currently logged-in Douyin account. StoryForge now treats them as supplemental evidence by default and will not let them overwrite the target profile unless you explicitly pass `--allow-creator-center-fallback`.
--- a/scripts/douyin-browser-capture/capture_and_sync.mjs
+++ b/scripts/douyin-browser-capture/capture_and_sync.mjs
@@ -1,855 +0,0 @@
-#!/usr/bin/env node
-
-import fs from "node:fs/promises";
-import { execFileSync } from "node:child_process";
-import os from "node:os";
-import path from "node:path";
-import process from "node:process";
-import readline from "node:readline/promises";
-import { stdin as input, stdout as output } from "node:process";
-import { chromium } from "playwright";
-
-const DEFAULT_CREATOR_CENTER_URLS = [
-  "https://creator.douyin.com/creator-micro/home",
-  "https://creator.douyin.com/creator-micro/data",
-  "https://creator.douyin.com/creator-micro/content/manage"
-];
-const DEFAULT_OUTPUT_DIR = "/Users/kris/code/StoryForge-gitea/output/playwright/douyin";
-const DEFAULT_STATE_DIR = path.join(os.homedir(), ".storyforge", "douyin-playwright");
-const DEFAULT_BACKEND_URL = "http://127.0.0.1:8081";
-const JSON_CAPTURE_LIMIT = 1_500_000;
-const SCRIPT_SCAN_LIMIT = 2_000_000;
-const WAIT_AFTER_NAV_MS = 4_000;
-const RESPONSE_READ_TIMEOUT_MS = 2_000;
-const PYTHON_HTTP_BRIDGE = `
-import json
-import sys
-import urllib.error
-import urllib.request
-
-url, method, headers_json, body_mode, body_value = sys.argv[1:6]
-headers = json.loads(headers_json)
-body = None
-if body_mode == "text":
-    body = body_value.encode("utf-8")
-elif body_mode == "path":
-    with open(body_value, "rb") as handle:
-        body = handle.read()
-request = urllib.request.Request(url, data=body, headers=headers, method=method)
-try:
-    with urllib.request.urlopen(request, timeout=120) as response:
-        raw = response.read().decode("utf-8", "replace")
-        try:
-            payload = json.loads(raw) if raw else None
-        except Exception:
-            payload = {"raw": raw}
-        print(json.dumps({"status": response.status, "data": payload}, ensure_ascii=False))
-except urllib.error.HTTPError as error:
-    raw = error.read().decode("utf-8", "replace")
-    try:
-        payload = json.loads(raw) if raw else None
-    except Exception:
-        payload = {"raw": raw}
-    print(json.dumps({"status": error.code, "data": payload}, ensure_ascii=False))
-except Exception as error:
-    print(json.dumps({"status": 599, "data": {"raw": str(error)}}, ensure_ascii=False))
-`;
-
-function printHelp() {
-  console.log(`StoryForge Douyin Browser Capture
-
-Usage:
-  node capture_and_sync.mjs --profile-url <douyin-profile-url> [options]
-
-Core options:
-  --profile-url <url>           Douyin profile URL to capture
-  --backend-url <url>           StoryForge collector base URL (default: ${DEFAULT_BACKEND_URL})
-  --output-dir <dir>            Capture output directory (default: ${DEFAULT_OUTPUT_DIR})
-  --state-dir <dir>             Persistent browser state dir (default: ${DEFAULT_STATE_DIR})
-  --max-videos <n>              Max video detail pages to capture (default: 4)
-  --scroll-count <n>            Scroll times on profile page (default: 5)
-  --wait-ms <n>                 Wait after each navigation in ms (default: ${WAIT_AFTER_NAV_MS})
-  --ready-file <path>           Wait for this file to appear instead of terminal prompt
-
-StoryForge auth:
-  --storyforge-token <token>    Existing StoryForge bearer token
-  --storyforge-username <name>  Login username for StoryForge
-  --storyforge-password <pass>  Login password for StoryForge
-
-Mode flags:
-  --headless                    Run browser headless
-  --skip-login-prompt           Do not pause for manual login / captcha completion
-  --no-sync                     Capture only, do not import into StoryForge
-  --no-creator-center           Skip creator-center page capture
-  --allow-creator-center-fallback
-                                Allow creator-center identity to replace a missing public profile
-  --note <text>                 Discovery note saved into StoryForge
-
-Examples:
-  npm run capture -- \\
-    --profile-url https://www.douyin.com/user/your_account \\
-    --storyforge-username kris --storyforge-password 'Asd123456.'
-
-  npm run capture -- \\
-    --profile-url https://www.douyin.com/user/your_account \\
-    --storyforge-token <token> --headless --skip-login-prompt --no-creator-center
-`);
-}
-
-function parseArgs(argv) {
-  const options = {
-    backendUrl: DEFAULT_BACKEND_URL,
-    outputDir: DEFAULT_OUTPUT_DIR,
-    stateDir: DEFAULT_STATE_DIR,
-    maxVideos: 4,
-    scrollCount: 5,
-    waitMs: WAIT_AFTER_NAV_MS,
-    headless: false,
-    manualPrompt: true,
-    syncEnabled: true,
-    creatorCenterEnabled: true,
-    allowCreatorCenterFallback: false,
-    creatorCenterUrls: [...DEFAULT_CREATOR_CENTER_URLS],
-    note: "",
-    profileUrl: "",
-    readyFile: "",
-    storyforgeToken: "",
-    storyforgeUsername: "",
-    storyforgePassword: ""
-  };
-
-  const requireValue = (index, flag) => {
-    const value = argv[index + 1];
-    if (!value || value.startsWith("--")) {
-      throw new Error(`Missing value for ${flag}`);
-    }
-    return value;
-  };
-
-  for (let index = 0; index < argv.length; index += 1) {
-    const arg = argv[index];
-    switch (arg) {
-      case "--help":
-      case "-h":
-        options.help = true;
-        break;
-      case "--profile-url":
-        options.profileUrl = requireValue(index, arg);
-        index += 1;
-        break;
-      case "--backend-url":
-        options.backendUrl = requireValue(index, arg);
-        index += 1;
-        break;
-      case "--output-dir":
-        options.outputDir = requireValue(index, arg);
-        index += 1;
-        break;
-      case "--state-dir":
-        options.stateDir = requireValue(index, arg);
-        index += 1;
-        break;
-      case "--max-videos":
-        options.maxVideos = Number.parseInt(requireValue(index, arg), 10);
-        index += 1;
-        break;
-      case "--scroll-count":
-        options.scrollCount = Number.parseInt(requireValue(index, arg), 10);
-        index += 1;
-        break;
-      case "--wait-ms":
-        options.waitMs = Number.parseInt(requireValue(index, arg), 10);
-        index += 1;
-        break;
-      case "--ready-file":
-        options.readyFile = requireValue(index, arg);
-        index += 1;
-        break;
-      case "--storyforge-token":
-        options.storyforgeToken = requireValue(index, arg);
-        index += 1;
-        break;
-      case "--storyforge-username":
-        options.storyforgeUsername = requireValue(index, arg);
-        index += 1;
-        break;
-      case "--storyforge-password":
-        options.storyforgePassword = requireValue(index, arg);
-        index += 1;
-        break;
-      case "--note":
-        options.note = requireValue(index, arg);
-        index += 1;
-        break;
-      case "--headless":
-        options.headless = true;
-        break;
-      case "--skip-login-prompt":
-        options.manualPrompt = false;
-        break;
-      case "--no-sync":
-        options.syncEnabled = false;
-        break;
-      case "--no-creator-center":
-        options.creatorCenterEnabled = false;
-        break;
-      case "--allow-creator-center-fallback":
-        options.allowCreatorCenterFallback = true;
-        break;
-      default:
-        throw new Error(`Unknown argument: ${arg}`);
-    }
-  }
-
-  return options;
-}
-
-function sanitizeName(value) {
-  return String(value || "capture")
-    .replace(/[^a-zA-Z0-9._-]+/g, "-")
-    .replace(/-+/g, "-")
-    .replace(/^-|-$/g, "")
-    .slice(0, 80) || "capture";
-}
-
-async function ensureDir(dir) {
-  await fs.mkdir(dir, { recursive: true });
-}
-
-function nowStamp() {
-  return new Date().toISOString().replace(/[:]/g, "-");
-}
-
-function sleep(ms) {
-  return new Promise((resolve) => setTimeout(resolve, ms));
-}
-
-async function navigateAndSettle(page, url, waitMs) {
-  await page.goto(url, { waitUntil: "commit", timeout: 30_000 }).catch(() => null);
-  await page.waitForLoadState("domcontentloaded", { timeout: 15_000 }).catch(() => {});
-  await sleep(waitMs);
-}
-
-async function maybePrompt(message, enabled, readyFile = "") {
-  if (!enabled) {
-    return;
-  }
-  if (readyFile) {
-    console.error(`${message}\nWaiting for ready file: ${readyFile}`);
-    await waitForReadyFile(readyFile);
-    return;
-  }
-  const rl = readline.createInterface({ input, output });
-  try {
-    await rl.question(`${message}\nPress Enter to continue... `);
-  } finally {
-    rl.close();
-  }
-}
-
-async function waitForReadyFile(filePath) {
-  await ensureDir(path.dirname(filePath));
-  while (true) {
-    try {
-      await fs.access(filePath);
-      return;
-    } catch {
-      await sleep(600);
-    }
-  }
-}
-
-function uniqueStrings(values) {
-  const seen = new Set();
-  const output = [];
-  for (const value of values) {
-    const item = String(value || "").trim();
-    if (!item || seen.has(item)) {
-      continue;
-    }
-    seen.add(item);
-    output.push(item);
-  }
-  return output;
-}
-
-function looksLikeRelevantJsonUrl(url) {
-  const lower = url.toLowerCase();
-  return (
-    lower.includes("douyin.com/aweme") ||
-    lower.includes("douyin.com/web/api") ||
-    lower.includes("douyin.com/creator") ||
-    lower.includes("douyin.com/user") ||
-    lower.includes("creator.douyin.com") ||
-    lower.includes("iesdouyin.com")
-  );
-}
-
-function findJsonEnd(text, start) {
-  const opening = text[start];
-  const closing = opening === "{" ? "}" : "]";
-  let depth = 0;
-  let inString = false;
-  let escaped = false;
-
-  for (let index = start; index < text.length; index += 1) {
-    const char = text[index];
-    if (inString) {
-      if (escaped) {
-        escaped = false;
-      } else if (char === "\\") {
-        escaped = true;
-      } else if (char === "\"") {
-        inString = false;
-      }
-      continue;
-    }
-
-    if (char === "\"") {
-      inString = true;
-      continue;
-    }
-
-    if (char === opening) {
-      depth += 1;
-      continue;
-    }
-
-    if (char === closing) {
-      depth -= 1;
-      if (depth === 0) {
-        return index + 1;
-      }
-    }
-  }
-
-  return -1;
-}
-
-async function createResponseCapture(page) {
-  const records = [];
-  const seen = new Set();
-  const pending = [];
-
-  const listener = (response) => {
-    const promise = (async () => {
-      try {
-        const url = response.url();
-        const headers = response.headers();
-        const contentType = String(headers["content-type"] || "").toLowerCase();
-        if (!contentType.includes("json") && !looksLikeRelevantJsonUrl(url)) {
-          return;
-        }
-        const key = `${response.request().method()} ${url}`;
-        if (seen.has(key)) {
-          return;
-        }
-        const text = await Promise.race([
-          response.text(),
-          sleep(RESPONSE_READ_TIMEOUT_MS).then(() => {
-            throw new Error("response read timeout");
-          })
-        ]);
-        if (!text || text.length > JSON_CAPTURE_LIMIT) {
-          return;
-        }
-        let payload = null;
-        try {
-          payload = JSON.parse(text);
-        } catch {
-          return;
-        }
-        seen.add(key);
-        records.push({
-          url,
-          method: response.request().method(),
-          status: response.status(),
-          payload
-        });
-      } catch {
-        // Ignore network capture failures; page-level capture is still useful.
-      }
-    })();
-    pending.push(promise);
-  };
-
-  page.on("response", listener);
-  return {
-    records,
-    async stop() {
-      page.off("response", listener);
-      await Promise.race([
-        Promise.allSettled(pending),
-        sleep(RESPONSE_READ_TIMEOUT_MS + 500)
-      ]);
-      return records;
-    }
-  };
-}
-
-function extractJsonObjectsFromText(text) {
-  const candidates = [text];
-  const seen = new Set();
-  const results = [];
-
-  for (const candidate of candidates) {
-    const snippet = String(candidate || "").slice(0, SCRIPT_SCAN_LIMIT);
-    for (let index = 0; index < snippet.length; index += 1) {
-      const char = snippet[index];
-      if (char !== "{" && char !== "[") {
-        continue;
-      }
-      const end = findJsonEnd(snippet, index);
-      if (end <= index) {
-        continue;
-      }
-      try {
-        const parsed = JSON.parse(snippet.slice(index, end));
-        const marker = JSON.stringify(parsed);
-        if (seen.has(marker)) {
-          continue;
-        }
-        seen.add(marker);
-        results.push(parsed);
-        if (results.length >= 50) {
-          return results;
-        }
-      } catch {
-        // Keep scanning.
-      }
-    }
-  }
-  return results;
-}
-
-function extractScriptPayloads(html) {
-  const results = [];
-  const seen = new Set();
-  const regex = /<script([^>]*)>([\s\S]*?)<\/script>/gi;
-  let match = null;
-  while ((match = regex.exec(html)) !== null) {
-    const attrs = match[1] || "";
-    const content = match[2] || "";
-    const idMatch = attrs.match(/id=["']([^"']+)["']/i);
-    const scriptId = idMatch ? idMatch[1] : "";
-    for (const payload of extractJsonObjectsFromText(content.trim())) {
-      const marker = JSON.stringify(payload);
-      if (seen.has(marker)) {
-        continue;
-      }
-      seen.add(marker);
-      results.push({ script_id: scriptId, payload });
-    }
-  }
-  return results;
-}
-
-async function collectWindowGlobals(page) {
-  return page.evaluate(() => {
-    const globalNames = [
-      "__INITIAL_STATE__",
-      "__NEXT_DATA__",
-      "__ROUTER_DATA__",
-      "SIGI_STATE",
-      "__APOLLO_STATE__"
-    ];
-    const result = {};
-    for (const name of globalNames) {
-      const value = globalThis[name];
-      if (value === undefined) {
-        continue;
-      }
-      try {
-        result[name] = JSON.parse(JSON.stringify(value));
-      } catch {
-        // Skip non-serializable globals.
-      }
-    }
-    return result;
-  });
-}
-
-async function collectVideoLinks(page) {
-  const hrefs = await page.evaluate(() => {
-    return Array.from(document.querySelectorAll("a[href]"))
-      .map((node) => node.getAttribute("href") || "")
-      .filter(Boolean);
-  });
-  return uniqueStrings(
-    hrefs
-      .map((href) => {
-        if (href.startsWith("//")) {
-          return `https:${href}`;
-        }
-        if (href.startsWith("/")) {
-          return `https://www.douyin.com${href}`;
-        }
-        return href;
-      })
-      .filter((href) => href.includes("/video/"))
-  );
-}
-
-async function clickFirstVisible(page, selectors) {
-  for (const selector of selectors) {
-    const locator = page.locator(selector).first();
-    try {
-      if (await locator.isVisible({ timeout: 1000 })) {
-        await locator.click({ timeout: 1000 });
-        return true;
-      }
-    } catch {
-      // Try next selector.
-    }
-  }
-  return false;
-}
-
-function escapeRegExp(value) {
-  return String(value || "").replace(/[.*+?^${}()|[\]\\]/g, "\\$&");
-}
-
-function decodeEscapedUrl(value) {
-  return String(value || "")
-    .replace(/\\u002F/g, "/")
-    .replace(/\\\//g, "/")
-    .replace(/&amp;/g, "&");
-}
-
-async function resolveCreatorPrefetchUrl(page) {
-  const current = new URL(page.url());
-  const html = await page.content();
-  const escapedPath = escapeRegExp(current.pathname);
-  const mapped = html.match(
-    new RegExp(`"${escapedPath}"\\s*:\\s*"(https://creator\\.douyin\\.com[^"]+prefetch\\.json)"`)
-  );
-  if (mapped?.[1]) {
-    return decodeEscapedUrl(mapped[1]);
-  }
-  const discovered = Array.from(
-    new Set(
-      [...html.matchAll(/https:\/\/creator\.douyin\.com\/goofy\/douyin_creator_pc\/mono\/prefetch\/[^"]+prefetch\.json/g)].map(
-        (match) => decodeEscapedUrl(match[0])
-      )
-    )
-  );
-  return (
-    discovered.find((candidate) => candidate.includes(current.pathname.replace(/^\/creator-micro\//, ""))) ||
-    discovered[0] ||
-    `https://creator.douyin.com/goofy/douyin_creator_pc/mono/prefetch${current.pathname}/prefetch.json`
-  );
-}
-
-async function collectCreatorPrefetchResults(page) {
-  const prefetchUrl = await resolveCreatorPrefetchUrl(page);
-  return page.evaluate(async ({ prefetchUrl }) => {
-    try {
-      const prefetchResp = await fetch(prefetchUrl, { credentials: "same-origin" });
-      const prefetchText = await prefetchResp.text();
-      const prefetch = JSON.parse(prefetchText);
-      const results = [];
-      for (const api of prefetch?.apis || []) {
-        const target = new URL(api.url, window.location.origin);
-        for (const [key, value] of Object.entries(api.params || {})) {
-          target.searchParams.set(key, String(value));
-        }
-        const resp = await fetch(target.toString(), {
-          credentials: api.credentials || "same-origin",
-        });
-        const payload = await resp.json().catch(() => null);
-        results.push({
-          url: target.toString(),
-          payload,
-        });
-      }
-      return {
-        prefetch_url: prefetchUrl,
-        prefetch,
-        results,
-      };
-    } catch (error) {
-      return {
-        prefetch_url: prefetchUrl,
-        error: String(error),
-        results: [],
-      };
-    }
-  }, { prefetchUrl });
-}
-
-async function prepareProfilePage(page, options) {
-  await clickFirstVisible(page, [
-    "text=作品",
-    "text=视频",
-    "text=全部作品",
-    "[role='tab']:has-text('作品')"
-  ]);
-
-  for (let index = 0; index < 3; index += 1) {
-    await clickFirstVisible(page, [
-      "text=展开",
-      "text=更多",
-      "text=查看全部"
-    ]);
-  }
-
-  for (let index = 0; index < options.scrollCount; index += 1) {
-    await page.evaluate(() => window.scrollBy(0, window.innerHeight * 0.85));
-    await sleep(1200);
-  }
-}
-
-async function capturePageBundle(page, label, responseCapture, extra = {}) {
-  const html = await page.content();
-  const loginGateDetected =
-    html.includes("扫码登录") ||
-    html.includes("验证码登录") ||
-    html.includes("登录后免费畅享高清视频");
-  const antiBotDetected =
-    html.includes("window.byted_acrawler.init") ||
-    html.includes("__ac_signature") ||
-    html.includes("__ac_nonce");
-  const scripts = extractScriptPayloads(html);
-  const globals = await collectWindowGlobals(page);
-  const network = await responseCapture.stop();
-  const bundle = {
-    label,
-    captured_at: new Date().toISOString(),
-    page_url: page.url(),
-    page_title: await page.title().catch(() => ""),
-    page_meta: await page.evaluate(() => ({
-      href: window.location.href,
-      title: document.title,
-      text_excerpt: (document.body?.innerText || "").trim().slice(0, 8000)
-    })),
-    capture_hints: {
-      login_gate_detected: loginGateDetected,
-      anti_bot_detected: antiBotDetected
-    },
-    scripts,
-    globals,
-    network,
-    extra
-  };
-  return bundle;
-}
-
-async function saveJson(filePath, value) {
-  await ensureDir(path.dirname(filePath));
-  await fs.writeFile(filePath, JSON.stringify(value, null, 2), "utf8");
-}
-
-async function saveJsonSafe(filePath, value) {
-  try {
-    await saveJson(filePath, value);
-  } catch (error) {
-    console.error(`Failed to write ${filePath}: ${error?.message || error}`);
-  }
-}
-
-async function requestJson(urlString, { method = "GET", headers = {}, body = null, bodyPath = "" } = {}) {
-  const bodyMode = bodyPath ? "path" : body === null ? "none" : "text";
-  const bodyValue = bodyPath || (typeof body === "string" ? body : JSON.stringify(body));
-  const stdout = execFileSync(
-    "python3",
-    ["-c", PYTHON_HTTP_BRIDGE, urlString, method, JSON.stringify(headers), bodyMode, bodyValue],
-    { maxBuffer: 20 * 1024 * 1024, encoding: "utf8" }
-  );
-  const payload = JSON.parse(String(stdout || "").trim() || "{}");
-  if ((payload.status || 500) >= 400) {
-    throw new Error(`Request failed: ${payload.status} ${JSON.stringify(payload.data)}`);
-  }
-  return payload.data;
-}
-
-async function loginStoryForge(baseUrl, username, password) {
-  return requestJson(`${baseUrl.replace(/\/$/, "")}/v2/auth/login`, {
-    method: "POST",
-    headers: { "content-type": "application/json" },
-    body: { username, password }
-  });
-}
-
-async function syncCapture(baseUrl, token, bodyPath) {
-  return requestJson(`${baseUrl.replace(/\/$/, "")}/v2/douyin/accounts/sync`, {
-    method: "POST",
-    headers: {
-      "content-type": "application/json",
-      Authorization: `Bearer ${token}`
-    },
-    bodyPath
-  });
-}
-
-async function captureCreatorPages(context, options, runDir) {
-  const pages = [];
-  if (!options.creatorCenterEnabled) {
-    return pages;
-  }
-
-  for (const [index, url] of options.creatorCenterUrls.entries()) {
-    const page = await context.newPage();
-    const responseCapture = await createResponseCapture(page);
-    try {
-      console.error(`Capturing creator-center page: ${url}`);
-      await navigateAndSettle(page, url, options.waitMs);
-      const prefetchResults = await collectCreatorPrefetchResults(page);
-      const bundle = await capturePageBundle(page, "creator_center", responseCapture, {
-        creator_prefetch: prefetchResults
-      });
-      pages.push({
-        url: bundle.page_url,
-        title: bundle.page_title,
-        payload: bundle
-      });
-      await saveJson(
-        path.join(runDir, `creator-${String(index + 1).padStart(2, "0")}-${sanitizeName(bundle.page_title || bundle.page_url)}.json`),
-        bundle
-      );
-    } finally {
-      await page.close().catch(() => {});
-    }
-  }
-  return pages;
-}
-
-async function captureVideoPages(context, videoLinks, options, runDir) {
-  const pages = [];
-  for (const link of videoLinks.slice(0, Math.max(options.maxVideos, 0))) {
-    const page = await context.newPage();
-    const responseCapture = await createResponseCapture(page);
-    try {
-      console.error(`Capturing video page: ${link}`);
-      await navigateAndSettle(page, link, options.waitMs);
-      const bundle = await capturePageBundle(page, "video_detail", responseCapture, { source_link: link });
-      pages.push(bundle);
-      await saveJson(path.join(runDir, `video-${sanitizeName(link)}.json`), bundle);
-    } finally {
-      await page.close().catch(() => {});
-    }
-  }
-  return pages;
-}
-
-async function main() {
-  const options = parseArgs(process.argv.slice(2));
-  if (options.help) {
-    printHelp();
-    return;
-  }
-  if (!options.profileUrl) {
-    throw new Error("--profile-url is required");
-  }
-  if (
-    options.syncEnabled &&
-    !options.storyforgeToken &&
-    !(options.storyforgeUsername && options.storyforgePassword)
-  ) {
-    throw new Error("Sync mode requires --storyforge-token or both --storyforge-username and --storyforge-password");
-  }
-
-  const runDir = path.join(
-    options.outputDir,
-    `${nowStamp()}-${sanitizeName(options.profileUrl.split("/").pop() || "douyin")}`
-  );
-  await ensureDir(runDir);
-  await ensureDir(options.stateDir);
-
-  const summary = {
-    profile_url: options.profileUrl,
-    output_dir: runDir,
-    video_link_count: 0,
-    captured_video_pages: 0,
-    captured_creator_pages: 0,
-    sync_enabled: options.syncEnabled,
-    status: "running"
-  };
-  await saveJsonSafe(path.join(runDir, "summary.json"), summary);
-
-  let storyforgeToken = options.storyforgeToken;
-  if (options.syncEnabled && !storyforgeToken) {
-    const auth = await loginStoryForge(
-      options.backendUrl,
-      options.storyforgeUsername,
-      options.storyforgePassword
-    );
-    storyforgeToken = auth.token;
-    await saveJson(path.join(runDir, "storyforge-login.json"), {
-      account: auth.account,
-      default_external_base_url: auth.default_external_base_url
-    });
-  }
-
-  const context = await chromium.launchPersistentContext(options.stateDir, {
-    headless: options.headless,
-    viewport: { width: 1440, height: 1024 },
-    args: ["--disable-blink-features=AutomationControlled"]
-  });
-
-  try {
-    const page = await context.newPage();
-    const responseCapture = await createResponseCapture(page);
-    console.error(`Opening profile page: ${options.profileUrl}`);
-    await navigateAndSettle(page, options.profileUrl, options.waitMs);
-    await maybePrompt(
-      `Browser opened ${options.profileUrl}.\nLog into Douyin if needed, solve any slider/captcha, and optionally click into the creator homepage before capture.`,
-      options.manualPrompt,
-      options.readyFile
-    );
-    await prepareProfilePage(page, options);
-    await sleep(options.waitMs);
-    const videoLinks = await collectVideoLinks(page);
-    console.error(`Collected ${videoLinks.length} candidate video links`);
-    const profileBundle = await capturePageBundle(page, "profile", responseCapture, { video_links: videoLinks });
-    await saveJson(path.join(runDir, "profile-bundle.json"), profileBundle);
-    await page.close().catch(() => {});
-
-    const creatorPages = await captureCreatorPages(context, options, runDir);
-    const videoPages = await captureVideoPages(context, videoLinks, options, runDir);
-
-    const syncBody = {
-      profile_url: options.profileUrl,
-      allow_creator_center_profile_fallback: options.allowCreatorCenterFallback,
-      compact_response: true,
-      manual_profile_payload: profileBundle,
-      manual_creator_pages: creatorPages,
-      manual_work_payloads: videoPages,
-      discovery_note: options.note || "browser-assisted capture"
-    };
-    const syncRequestPath = path.join(runDir, "storyforge-sync-request.json");
-    await saveJson(syncRequestPath, syncBody);
-
-    summary.video_link_count = videoLinks.length;
-    summary.captured_video_pages = videoPages.length;
-    summary.captured_creator_pages = creatorPages.length;
-
-    if (options.syncEnabled) {
-      const workspace = await syncCapture(options.backendUrl, storyforgeToken, syncRequestPath);
-      summary.sync_result = {
-        account_id: workspace.account?.id || "",
-        nickname: workspace.account?.nickname || "",
-        sync_errors: workspace.sync_errors || []
-      };
-      await saveJson(path.join(runDir, "storyforge-sync-response.json"), workspace);
-    }
-
-    summary.status = "completed";
-    await saveJson(path.join(runDir, "summary.json"), summary);
-    console.log(JSON.stringify(summary, null, 2));
-  } catch (error) {
-    summary.status = "failed";
-    summary.error = error?.stack || String(error);
-    await saveJsonSafe(path.join(runDir, "summary.json"), summary);
-    await saveJsonSafe(path.join(runDir, "storyforge-sync-error.json"), {
-      error: error?.stack || String(error)
-    });
-    throw error;
-  } finally {
-    await context.close().catch(() => {});
-  }
-}
-
-main().catch((error) => {
-  console.error(error?.stack || String(error));
-  process.exitCode = 1;
-});
--- a/scripts/douyin-browser-capture/control_panel.mjs
+++ b/scripts/douyin-browser-capture/control_panel.mjs
--- a/scripts/douyin-browser-capture/package-lock.json
+++ b/scripts/douyin-browser-capture/package-lock.json
@@ -1,59 +0,0 @@
-{
-  "name": "storyforge-douyin-browser-capture",
-  "version": "0.1.0",
-  "lockfileVersion": 3,
-  "requires": true,
-  "packages": {
-    "": {
-      "name": "storyforge-douyin-browser-capture",
-      "version": "0.1.0",
-      "dependencies": {
-        "playwright": "^1.56.1"
-      }
-    },
-    "node_modules/fsevents": {
-      "version": "2.3.2",
-      "resolved": "https://registry.npmjs.org/fsevents/-/fsevents-2.3.2.tgz",
-      "integrity": "sha512-xiqMQR4xAeHTuB9uWm+fFRcIOgKBMiOBP+eXiyT7jsgVCq1bkVygt00oASowB7EdtpOHaaPgKt812P9ab+DDKA==",
-      "hasInstallScript": true,
-      "license": "MIT",
-      "optional": true,
-      "os": [
-        "darwin"
-      ],
-      "engines": {
-        "node": "^8.16.0 || ^10.6.0 || >=11.0.0"
-      }
-    },
-    "node_modules/playwright": {
-      "version": "1.58.2",
-      "resolved": "https://registry.npmjs.org/playwright/-/playwright-1.58.2.tgz",
-      "integrity": "sha512-vA30H8Nvkq/cPBnNw4Q8TWz1EJyqgpuinBcHET0YVJVFldr8JDNiU9LaWAE1KqSkRYazuaBhTpB5ZzShOezQ6A==",
-      "license": "Apache-2.0",
-      "dependencies": {
-        "playwright-core": "1.58.2"
-      },
-      "bin": {
-        "playwright": "cli.js"
-      },
-      "engines": {
-        "node": ">=18"
-      },
-      "optionalDependencies": {
-        "fsevents": "2.3.2"
-      }
-    },
-    "node_modules/playwright-core": {
-      "version": "1.58.2",
-      "resolved": "https://registry.npmjs.org/playwright-core/-/playwright-core-1.58.2.tgz",
-      "integrity": "sha512-yZkEtftgwS8CsfYo7nm0KE8jsvm6i/PTgVtB8DL726wNf6H2IMsDuxCpJj59KDaxCtSnrWan2AeDqM7JBaultg==",
-      "license": "Apache-2.0",
-      "bin": {
-        "playwright-core": "cli.js"
-      },
-      "engines": {
-        "node": ">=18"
-      }
-    }
-  }
-}
--- a/scripts/douyin-browser-capture/package.json
+++ b/scripts/douyin-browser-capture/package.json
@@ -1,15 +0,0 @@
-{
-  "name": "storyforge-douyin-browser-capture",
-  "version": "0.1.0",
-  "private": true,
-  "type": "module",
-  "description": "Browser-assisted Douyin capture and sync tool for StoryForge",
-  "scripts": {
-    "capture": "node ./capture_and_sync.mjs",
-    "control-panel": "node ./control_panel.mjs",
-    "help": "node ./capture_and_sync.mjs --help"
-  },
-  "dependencies": {
-    "playwright": "^1.56.1"
-  }
-}
--- a/scripts/render_cliproxy_config.sh
+++ b/scripts/render_cliproxy_config.sh
@@ -1,73 +0,0 @@
-#!/bin/sh
-set -eu
-
-ROOT="$(CDPATH= cd -- "$(dirname "$0")/.." && pwd)"
-
-if [ -f "$ROOT/.env" ]; then
-  set -a
-  # shellcheck disable=SC1091
-  . "$ROOT/.env"
-  set +a
-fi
-
-DATA_DIR="$ROOT/data/cliproxyapi"
-CONFIG_PATH="$DATA_DIR/config.yaml"
-mkdir -p "$DATA_DIR/auths" "$DATA_DIR/logs"
-
-: "${CLIPROXY_MANAGEMENT_SECRET:=storyforge-local-management}"
-: "${CLIPROXY_DASHSCOPE_BASE_URL:=https://dashscope.aliyuncs.com/compatible-mode/v1}"
-
-python3 - <<'PY' "$CONFIG_PATH" "$CLIPROXY_MANAGEMENT_SECRET" "$CLIPROXY_DASHSCOPE_BASE_URL"
-import os
-import sys
-from pathlib import Path
-
-config_path = Path(sys.argv[1])
-management_secret = sys.argv[2]
-base_url = sys.argv[3]
-dashscope_api_key = os.environ.get("DASHSCOPE_API_KEY", "").strip()
-
-lines = [
-    'host: ""',
-    'port: 8317',
-    'tls:',
-    '  enable: false',
-    '  cert: ""',
-    '  key: ""',
-    'remote-management:',
-    '  allow-remote: false',
-    f'  secret-key: "{management_secret}"',
-    '  disable-control-panel: false',
-    'auth-dir: "/root/.cli-proxy-api"',
-    'debug: false',
-    'logging-to-file: true',
-    'logs-max-total-size-mb: 200',
-    'usage-statistics-enabled: true',
-    'request-retry: 2',
-]
-
-if dashscope_api_key:
-    lines.extend(
-        [
-            'openai-compatibility:',
-            '  - name: "dashscope"',
-            f'    base-url: "{base_url}"',
-            '    api-key-entries:',
-            f'      - api-key: "{dashscope_api_key}"',
-            '    models:',
-            '      - name: "glm-5"',
-            '        alias: "GLM-5"',
-            '      - name: "glm-5"',
-            '        alias: "glm-5"',
-            '      - name: "qwen3.5-plus"',
-            '        alias: "qwen3.5-plus"',
-        ]
-    )
-
-config_path.write_text("\n".join(lines) + "\n", encoding="utf-8")
-
-if dashscope_api_key:
-    print(f"rendered cliproxy config with DashScope upstream -> {config_path}")
-else:
-    print(f"rendered cliproxy config without upstream credentials -> {config_path}")
-PY
--- a/scripts/smoke_business.sh
+++ b/scripts/smoke_business.sh
@@ -1,58 +0,0 @@
-#!/bin/sh
-set -eu
-
-BASE_URL="${STORYFORGE_BASE_URL:-http://127.0.0.1:8081}"
-USERNAME="${STORYFORGE_USERNAME:-kris}"
-PASSWORD="${STORYFORGE_PASSWORD:-Asd123456.}"
-ACCOUNT_ID="${STORYFORGE_SMOKE_ACCOUNT_ID:-dyacct_c2b62842b228406cb48f05fac16fdfdf}"
-
-python3 - <<'PY'
-import json
-import os
-import urllib.request
-
-base = os.environ.get("BASE_URL", "http://127.0.0.1:8081").rstrip("/")
-username = os.environ.get("USERNAME", "kris")
-password = os.environ.get("PASSWORD", "Asd123456.")
-account_id = os.environ.get("ACCOUNT_ID", "dyacct_c2b62842b228406cb48f05fac16fdfdf")
-
-login_req = urllib.request.Request(
-    base + "/v2/auth/login",
-    data=json.dumps({"username": username, "password": password}).encode(),
-    headers={"content-type": "application/json"},
-)
-with urllib.request.urlopen(login_req, timeout=20) as resp:
-    login = json.load(resp)
-
-token = login["token"]
-headers = {"authorization": "Bearer " + token}
-
-checks = [
-    ("/v2/douyin/accounts", "accounts"),
-    (f"/v2/douyin/accounts/{account_id}/workspace", "workspace"),
-    (f"/v2/douyin/accounts/{account_id}/videos?limit=5&sort_by=score", "videos"),
-]
-
-print("smoke login: ok")
-for path, label in checks:
-    req = urllib.request.Request(base + path, headers=headers)
-    with urllib.request.urlopen(req, timeout=30) as resp:
-        payload = json.load(resp)
-    if label == "accounts":
-        summary = {"accounts": len(payload)}
-    elif label == "workspace":
-        summary = {
-            "account": payload.get("account", {}).get("nickname"),
-            "reports": len(payload.get("recent_reports") or []),
-            "linked_accounts": len(payload.get("linked_accounts") or []),
-            "high_score_threshold": (payload.get("video_workspace") or {}).get("high_score_threshold"),
-        }
-    else:
-        items = payload.get("items") or []
-        summary = {
-            "videos": len(items),
-            "first_title": items[0].get("title") if items else None,
-            "first_has_analysis": bool(items and items[0].get("latest_analysis")),
-        }
-    print(f"{label}: " + json.dumps(summary, ensure_ascii=False))
-PY
--- a/scripts/start_business.sh
+++ b/scripts/start_business.sh
@@ -1,48 +0,0 @@
-#!/bin/sh
-set -eu
-
-ROOT="$(CDPATH= cd -- "$(dirname "$0")/.." && pwd)"
-COMPOSE_FILE="$ROOT/docker-compose.yml"
-
-cd "$ROOT"
-"$ROOT/scripts/render_cliproxy_config.sh"
-
-OWNER="$(docker inspect storyforge-cliproxyapi --format '{{ index .Config.Labels "com.docker.compose.project.working_dir" }}' 2>/dev/null || true)"
-if [ -n "$OWNER" ] && [ "$OWNER" != "$ROOT" ]; then
-  docker rm -f storyforge-cliproxyapi >/dev/null 2>&1 || true
-fi
-
-docker compose -f "$COMPOSE_FILE" up -d --build collector n8n cli-proxy-api
-
-python3 - <<'PY'
-import time
-import urllib.request
-
-checks = [
-    ("collector", "http://127.0.0.1:8081/healthz"),
-    ("n8n", "http://127.0.0.1:5670/healthz"),
-    ("cli-proxy-api", "http://127.0.0.1:8317/v1/models"),
-]
-
-deadline = time.time() + 45
-pending = dict(checks)
-while pending and time.time() < deadline:
-    for name, url in list(pending.items()):
-        try:
-            with urllib.request.urlopen(url, timeout=5) as resp:
-                print(f"{name} ready: {resp.status}")
-                pending.pop(name, None)
-        except Exception:
-            pass
-    if pending:
-        time.sleep(1)
-
-if pending:
-    print("startup timeout:", ", ".join(pending))
-    raise SystemExit(1)
-PY
-
-echo "business started"
-echo "collector: http://127.0.0.1:8081/healthz"
-echo "n8n: http://127.0.0.1:5670/healthz"
-echo "cli-proxy-api: http://127.0.0.1:8317/v1/models"
--- a/scripts/start_collector.sh
+++ b/scripts/start_collector.sh
@@ -1,28 +1,25 @@
 #!/bin/sh
 set -eu
-
-ROOT="$(CDPATH= cd -- "$(dirname "$0")/.." && pwd)"
-COMPOSE_FILE="$ROOT/docker-compose.yml"
-
-cd "$ROOT"
-docker compose -f "$COMPOSE_FILE" up -d --build collector
-
-python3 - <<'PY'
-import time
-import urllib.request
-
-url = "http://127.0.0.1:8081/healthz"
-deadline = time.time() + 30
-last_error = ""
-while time.time() < deadline:
-    try:
-        with urllib.request.urlopen(url, timeout=5) as resp:
-            print(f"collector ready: {resp.status} {resp.read().decode('utf-8', 'ignore')[:160]}")
-            raise SystemExit(0)
-    except Exception as exc:
-        last_error = str(exc)
-        time.sleep(1)
-
-print(f"collector start timeout: {last_error}")
-raise SystemExit(1)
-PY
+ROOT="/Users/kris/code/StoryForge"
+PID_FILE="$ROOT/data/collector/collector.pid"
+LOG_FILE="$ROOT/data/collector/collector.log"
+VENV="$ROOT/collector-service/.venv311"
+mkdir -p "$ROOT/data/collector"
+if [ ! -x "$VENV/bin/python" ]; then
+  /opt/homebrew/bin/python3.11 -m venv "$VENV"
+  . "$VENV/bin/activate"
+  pip install -q -r "$ROOT/collector-service/requirements.txt"
+else
+  . "$VENV/bin/activate"
+fi
+if [ -f "$PID_FILE" ]; then
+  PID="$(cat "$PID_FILE" || true)"
+  if [ -n "$PID" ] && kill -0 "$PID" 2>/dev/null; then
+    echo "collector already running: $PID"
+    exit 0
+  fi
+fi
+cd "$ROOT/collector-service"
+nohup "$VENV/bin/python" -m uvicorn app.main:app --host 0.0.0.0 --port 8081 >"$LOG_FILE" 2>&1 &
+echo $! > "$PID_FILE"
+echo "collector started: $(cat "$PID_FILE")"
--- a/scripts/start_douyin_workbench.sh
+++ b/scripts/start_douyin_workbench.sh
@@ -1,38 +0,0 @@
-#!/bin/sh
-set -eu
-
-ROOT="$(CDPATH= cd -- "$(dirname "$0")/.." && pwd)"
-PORT="${DOUYIN_WORKBENCH_PORT:-3618}"
-SCRIPT="$ROOT/scripts/douyin-browser-capture/control_panel.mjs"
-LOG_FILE="${DOUYIN_WORKBENCH_LOG:-/tmp/storyforge-douyin-workbench.log}"
-SESSION_NAME="${DOUYIN_WORKBENCH_SESSION:-storyforge-douyin-workbench}"
-
-if lsof -nP -iTCP:"$PORT" -sTCP:LISTEN >/dev/null 2>&1; then
-  echo "douyin workbench already running: http://127.0.0.1:$PORT/workbench"
-  exit 0
-fi
-
-screen -wipe >/dev/null 2>&1 || true
-screen -S "$SESSION_NAME" -X quit >/dev/null 2>&1 || true
-screen -dmS "$SESSION_NAME" /bin/sh -lc "exec env PORT='$PORT' node '$SCRIPT' >>'$LOG_FILE' 2>&1"
-
-python3 - <<'PY'
-import os
-import time
-import urllib.request
-
-port = os.environ.get("PORT", "3618")
-url = f"http://127.0.0.1:{port}/workbench"
-deadline = time.time() + 15
-last_error = ""
-while time.time() < deadline:
-    try:
-        with urllib.request.urlopen(url, timeout=3) as resp:
-            print(f"douyin workbench ready: {resp.status} {url}")
-            raise SystemExit(0)
-    except Exception as exc:
-        last_error = str(exc)
-        time.sleep(0.5)
-print(f"douyin workbench start timeout: {last_error}")
-raise SystemExit(1)
-PY
--- a/scripts/status_business.sh
+++ b/scripts/status_business.sh
@@ -1,23 +0,0 @@
-#!/bin/sh
-set -eu
-
-ROOT="$(CDPATH= cd -- "$(dirname "$0")/.." && pwd)"
-COMPOSE_FILE="$ROOT/docker-compose.yml"
-
-cd "$ROOT"
-docker compose -f "$COMPOSE_FILE" ps
-echo "---"
-python3 - <<'PY'
-import urllib.request
-
-for name, url in [
-    ("collector", "http://127.0.0.1:8081/healthz"),
-    ("n8n", "http://127.0.0.1:5670/healthz"),
-    ("cli-proxy-api", "http://127.0.0.1:8317/v1/models"),
-]:
-    try:
-        with urllib.request.urlopen(url, timeout=5) as resp:
-            print(f"{name}: {resp.status} {resp.read().decode('utf-8', 'ignore')[:200]}")
-    except Exception as exc:
-        print(f"{name}: ERROR {exc}")
-PY
--- a/scripts/status_collector.sh
+++ b/scripts/status_collector.sh
@@ -1,21 +1,15 @@
 #!/bin/sh
 set -eu
-
-ROOT="$(CDPATH= cd -- "$(dirname "$0")/.." && pwd)"
-COMPOSE_FILE="$ROOT/docker-compose.yml"
-
-cd "$ROOT"
-docker compose -f "$COMPOSE_FILE" ps collector
-echo "---"
-python3 - <<'PY'
-import urllib.request
-
-url = "http://127.0.0.1:8081/healthz"
-try:
-    with urllib.request.urlopen(url, timeout=5) as resp:
-        print(f"collector health: {resp.status}")
-        print(resp.read().decode("utf-8", "ignore")[:400])
-except Exception as exc:
-    print(f"collector health error: {exc}")
-    raise SystemExit(1)
-PY
+PID_FILE="/Users/kris/code/StoryForge/data/collector/collector.pid"
+if [ -f "$PID_FILE" ]; then
+  PID="$(cat "$PID_FILE" || true)"
+  if [ -n "$PID" ] && kill -0 "$PID" 2>/dev/null; then
+    echo "running:$PID"
+    exit 0
+  fi
+fi
+if lsof -nP -iTCP:8081 -sTCP:LISTEN >/dev/null 2>&1; then
+  echo "running:port"
+else
+  echo "stopped"
+fi
--- a/scripts/status_douyin_workbench.sh
+++ b/scripts/status_douyin_workbench.sh
@@ -1,23 +0,0 @@
-#!/bin/sh
-set -eu
-
-PORT="${DOUYIN_WORKBENCH_PORT:-3618}"
-SESSION_NAME="${DOUYIN_WORKBENCH_SESSION:-storyforge-douyin-workbench}"
-
-if ! lsof -nP -iTCP:"$PORT" -sTCP:LISTEN >/dev/null 2>&1; then
-  echo "douyin workbench stopped"
-  exit 1
-fi
-
-screen -ls | grep "$SESSION_NAME" || true
-echo "---"
-python3 - <<'PY'
-import os
-import urllib.request
-
-port = os.environ.get("PORT", "3618")
-for path in ("/workbench", "/"):
-    url = f"http://127.0.0.1:{port}{path}"
-    with urllib.request.urlopen(url, timeout=5) as resp:
-        print(f"{path}: {resp.status}")
-PY
--- a/scripts/stop_collector.sh
+++ b/scripts/stop_collector.sh
@@ -1,9 +1,15 @@
 #!/bin/sh
 set -eu
-
-ROOT="$(CDPATH= cd -- "$(dirname "$0")/.." && pwd)"
-COMPOSE_FILE="$ROOT/docker-compose.yml"
-
-cd "$ROOT"
-docker compose -f "$COMPOSE_FILE" stop collector
-echo "collector stopped"
+PID_FILE="/Users/kris/code/StoryForge/data/collector/collector.pid"
+if [ ! -f "$PID_FILE" ]; then
+  echo "collector not running"
+  exit 0
+fi
+PID="$(cat "$PID_FILE" || true)"
+if [ -n "$PID" ] && kill -0 "$PID" 2>/dev/null; then
+  kill "$PID"
+  echo "collector stopped: $PID"
+else
+  echo "collector pid stale: $PID"
+fi
+rm -f "$PID_FILE"
--- a/scripts/stop_douyin_workbench.sh
+++ b/scripts/stop_douyin_workbench.sh
@@ -1,9 +0,0 @@
-#!/bin/sh
-set -eu
-
-PORT="${DOUYIN_WORKBENCH_PORT:-3618}"
-SESSION_NAME="${DOUYIN_WORKBENCH_SESSION:-storyforge-douyin-workbench}"
-
-screen -S "$SESSION_NAME" -X quit >/dev/null 2>&1 || true
-lsof -tiTCP:"$PORT" -sTCP:LISTEN | xargs -r kill
-echo "douyin workbench stopped: $PORT"
--- a/web/storyforge-web-v4/README.md
+++ b/web/storyforge-web-v4/README.md
@@ -1,95 +0,0 @@
-# StoryForge Web V4
-
-这是 `StoryForge` 当前面向正式前端实现的 Web 承载目录。
-
-## 入口
-
- 页面：`index.html`
- 样式：`assets/styles.css`
- 页面交互：`assets/app.js`
-
-## 当前定位
-
- 这不是最终生产版，但已经不是纯静态原型
- 目录已经从 `output/ui/` 原型区独立出来，并接上了第一层真实业务接口
- 当前保留的核心页面结构：
-  - 项目总台
-  - 我的项目
-  - 找对标
-  - 跟踪账号
-  - 自动流程
-  - Agent
-  - 生产中心
-  - 发布与复盘
-  - 额度
-
-## 当前已接入的真实能力
-
- 后端登录与会话保持
- 工作区信息与 `/v2/me`
- 项目总台 `/v2/me/dashboard`
- 项目创建 `/v2/projects`
- 内容源列表 `/v2/content-sources`
- 抖音对标账号 `/v2/douyin/accounts`
- 单账号工作台 `/v2/douyin/accounts/{id}/workspace`
- 单账号作品列表 `/v2/douyin/accounts/{id}/videos`
- 跟踪账号 `/v2/douyin/tracking/accounts`
- 跟踪日报 `/v2/douyin/tracking/digest`
- 发布复盘 `/v2/reviews`
- 集成健康 `/v2/integrations/health`
- 最近知识库文档 `/v2/knowledge-bases/{id}/documents`
-
-## 当前已接入的真实动作
-
- 新建项目
- 导入主页并触发内容源同步
- 把当前对标账号直接导入到当前项目，并绑定 Agent 触发同步
- 导入作品链接并触发分析
- 导入文本素材并触发分析
- 上传本地视频并触发分析
- 创建 Agent
- 对当前 Douyin 对标账号重跑分析
- 批量分析高分作品
- 查找相似对标账号
- 从相似候选一键保存对标关系
- 把当前对标账号加入跟踪，并绑定 Agent
- 单账号立即同步跟踪对象
- 批量同步全部跟踪对象
- 日报手动标记已读，不再在刷新页面时自动吞掉未读摘要
- 按上次打开后生成跟踪日报与借鉴点摘要
- 查看任务详情、事件、子任务和 artifacts/result
- 从任务详情直接衔接 AI 视频 / 实拍剪辑 / 文案生成
- 在生产中心 / 发布与复盘常驻最近一次任务详情摘要
- 在 Web 中直接创建和编辑复盘
- 在页面里直接看到 `本机模型 / cutvideo / huobao / n8n / ASR` 的真实健康状态
- 依赖不可达时，自动拦住 AI 视频 / 实拍剪辑动作并展示原因
- 使用 Agent 生成文案
- 创建 AI 视频任务
- 创建实拍剪辑任务
-
-## 本地预览
-
-推荐直接在目录内起一个临时静态服务：
-
-```bash
-cd /Users/kris/code/StoryForge-gitea/web/storyforge-web-v4
-python3 -m http.server 3918
-```
-
-然后打开：
-
- [http://127.0.0.1:3918/index.html](http://127.0.0.1:3918/index.html)
-
-首次进入需要手动连接后端，默认地址是：
-
- `http://127.0.0.1:8081`
-
-## 后续建议
-
- 继续补多平台真实接入，而不只是一套 Douyin 工作流
- 把对标导入后的 Agent 绑定和知识库入库反馈做得更完整
- 把跟踪日报从 Douyin 扩到多平台统一模型，并接入真正的定时调度
- 把全局搜索和页内搜索合并成统一搜索体验
- 为 `生产中心 / 发布与复盘` 接入更完整的成片预览与封面对象
- 不要把这套页面重新塞回 `scripts/douyin-browser-capture/control_panel.mjs`
- 抖音采集控制台仍作为独立工具存在，这里才是正式业务应用壳
--- a/web/storyforge-web-v4/assets/app.js
+++ b/web/storyforge-web-v4/assets/app.js
--- a/web/storyforge-web-v4/assets/favicon.svg
+++ b/web/storyforge-web-v4/assets/favicon.svg
@@ -1,11 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 64 64">
-  <defs>
-    <linearGradient id="sfg" x1="0%" y1="0%" x2="100%" y2="100%">
-      <stop offset="0%" stop-color="#dff4ff"/>
-      <stop offset="100%" stop-color="#86cfff"/>
-    </linearGradient>
-  </defs>
-  <rect x="4" y="4" width="56" height="56" rx="16" fill="url(#sfg)"/>
-  <path d="M19 23.5c0-2.5 2-4.5 4.5-4.5h17c1.8 0 3.2 1.4 3.2 3.2 0 1.6-1.1 3-2.7 3.2l-10.8 1.6c-1 .1-1.7 1-1.7 2 0 1.1.9 2 2 2h8.2c3.5 0 6.3 2.8 6.3 6.3 0 4.2-3.4 7.7-7.7 7.7H21.2v-5.8h16.2c1 0 1.8-.8 1.8-1.8s-.8-1.8-1.8-1.8h-8.5c-4 0-7.3-3.3-7.3-7.3 0-3.6 2.6-6.7 6.2-7.2l9-1.3H19v-5.5Z" fill="#0f172a"/>
-  <path d="M18 44.8h9.1l-4.6-7.6H18v7.6Z" fill="#0f172a" opacity=".85"/>
-</svg>
--- a/web/storyforge-web-v4/assets/styles.css
+++ b/web/storyforge-web-v4/assets/styles.css
--- a/web/storyforge-web-v4/favicon.ico
+++ b/web/storyforge-web-v4/favicon.ico
--- a/web/storyforge-web-v4/index.html
+++ b/web/storyforge-web-v4/index.html