From 8361c5431ed72b882bdfe74285dec7df5232a525 Mon Sep 17 00:00:00 2001 From: let5sne Date: Mon, 6 Jul 2026 21:14:24 +0800 Subject: [PATCH] docs: add verified revision of practice-gap analysis MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 原 docx 入库归档,新增修订版:更正 4 处现状错误(TTS多语气/场景管理/ 画像时长系夸大或不存在,教练提示与ASR可编辑系漏计),划掉 1 条已实现 缺口(ASR实时纠错),降级 2 条半实现(预习卡/教练干预/情绪动态),标注 2 处与 TechSpec §6 评分决策的冲突及修订口径(逐句标注放 finish 后、 离线包不含对练);24 项缺口逐条挂 BACKLOG/规格锚点并给出四档排期 建议;文档独有亮点(录音回放/主管旁听/评分校准/离线包)单独标出。 --- docs/AI陪练功能优化与缺口分析 补充功能.docx | Bin 0 -> 21005 bytes docs/AI陪练功能优化与缺口分析(修订).md | 90 ++++++++++++++++++++ docs/README.md | 1 + 3 files changed, 91 insertions(+) create mode 100644 docs/AI陪练功能优化与缺口分析 补充功能.docx create mode 100644 docs/AI陪练功能优化与缺口分析(修订).md diff --git a/docs/AI陪练功能优化与缺口分析 补充功能.docx b/docs/AI陪练功能优化与缺口分析 补充功能.docx new file mode 100644 index 0000000000000000000000000000000000000000..93e827d68375b0ead5ce33a4a0e2a860baf22156 GIT binary patch literal 21005 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    ojKroa{g#F`Inde zfWa<}xP5#yQd;&7ddaD=o{7tY2_(JIl$|s>#?2y=NXbd&5B(5u=~&|XG=MNd)aCYl zt7oS{oX<*<_GVlQ%#;g^RHxo`inB2(M#?wOKieq^1pdlXy3?)^U`^mD(Gw^<2Rx;# z%7ohsA+y55z{mBPJMueEDZcY&qZn8fpRi3ATWx5K%PJBiiIh(~L$wVog8_>J+F^Q| zJ31s*Kzhx~(y~Q;dCK`KTi2Vz4JjG2rA&WI?Ff77$-fn@x6=Qx?J9cz7hrZ_9TK zaW-tNlx5qkziU2+aGiyDoh`v8Sv0;fX!XG|eBN*s9( zDjyo<`BU?Ko&1-v1FYR)`EHEx@-L9PUk6EyxjT>@+T;7H><9FYxVOY)wj*^V;cEWV z=ub`?v78tqb|hCJ?6;2Oe?rCnYtRP(tHW|IXez?nA2_Rn0sr%)90aYyav;&v`Xw?E zca}Ja9S9FS<^HSiZy}AiCE{eNqn4ytestllZ4k?e_oGL0akU@vUv{U&dSa5nkzShM zhQDzQh~>mYup_z1PoE$0!4Ad$kN1ZN3-7z_pGnKVUZ=!q%STrCe-$1jG3#lOeP4B8 P0>813a6R$q9Eko0hr07N literal 0 HcmV?d00001 diff --git a/docs/AI陪练功能优化与缺口分析(修订).md b/docs/AI陪练功能优化与缺口分析(修订).md new file mode 100644 index 00000000..b559d908 --- /dev/null +++ b/docs/AI陪练功能优化与缺口分析(修订).md @@ -0,0 +1,90 @@ +# AI 陪练功能优化与缺口分析(修订版 · 2026-07-06) + +> 基于《AI陪练功能优化与缺口分析 补充功能.docx》逐条对照代码库核实修订。 +> 修订内容:更正 4 处现状盘点错误、划掉/降级 3 条已实现或半实现的"缺口"、 +> 标注 2 处与既定架构决策的冲突、每条缺口标注对应 BACKLOG/规格锚点。 +> 原 docx 保留归档;后续排期以本文为准。 + +## 一、现有功能盘点(已按代码实况更正) + +| 能力 | 状态 | 更正说明 | +|---|---|---| +| 员工端对练 /start /turn /finish 闭环 | ✅ | 移动端带 Authorization+clientid,mode=mobile 落 `aihr_practice_session` | +| AI 扮演业主(情绪/身份/诉求人设) | ✅ | 真 LLM 生成客户回复(seed 剧本作剧情锚点);**情绪值仍走 seed 锚点,未纳入 LLM 输出** | +| 语音输入 ASR → LLM → TTS 播报 | ✅(部分) | **原文"多语气播报"系夸大**:TTS 单一默认音色,多语气/方言/语速=BACKLOG B2 待办 | +| ASR 转写可编辑后提交 | ✅ | **原文漏计且缺口表误列为缺失**:转写先填入输入框,员工可修改再提交 | +| 每轮 AI 教练提示(coachHint) | ✅ | **原文漏计**:每轮 turn 返回教练提示(卡壳/流程偏差提醒) | +| 训练完成多维评分 | ✅ | 4 维:合规/沟通/情绪/营销 + 导师改写 + 点评;LLM temperature=0 结构化输出,评分仅 /finish 一次 | +| 训练历史与画像聚合 | ✅(部分) | **原文"时长"系错误**:画像只聚合分数均值,无 duration 字段与时长统计(=BACKLOG B5 已记缺口) | +| 主管端复盘列表/详情/导师改写/标记复盘 | ✅ | `GET/POST /api/aihr/mobile/practice/reviews*` | +| 场景管理(后台配置) | ❌ | **原文错误**:场景为代码写死的 2 个 seed(投诉/催费),无管理端 CRUD,`practice_scenario` 表未建(TechSpec P0 表设计在,未实施) | + +## 二、缺口分析(修订) + +图例:🔴 确认缺口 | 🟡 半有(降级表述) | ⛔ 已实现(划掉) | ⚠️ 与既定决策冲突(按决策口径执行) + +### (一)训练前侧 + +| # | 项 | 状态 | 修订说明与锚点 | +|---|---|---|---| +| 1 | 岗位能力模型配置(按岗位设维度权重、按职级设难度) | 🔴 | ≈ BACKLOG B1(数据权限/角色)+ B8(岗位×阶段);`practice_scenario.position` 字段 TechSpec 已设计。前置依赖:岗位身份(H5_REDESIGN §5) | +| 2 | 智能训练计划引擎(每日微训练推送) | 🔴 | = B8 个性化分发引擎;蓝本已定 v1 用规则表不上 AI 排序。"推送"受限 H5 无推送通道,一期做首页「今日安排」拉取式 | +| 3 | 场景分类筛选与搜索 | 🔴 | 前置:先把场景从代码 seed 迁到 `practice_scenario` 表并做管理端 CRUD(即补上"现状盘点"第 9 行缺口),再谈筛选 | +| 4 | 训练前预习卡片 | 🟡 | **素材链路已通**:查SOP 结构化概要+总结卡即现成的"SOP要点+红线话术"卡;缺的只是挂到对练 /start 前的流程串接,前端活 | + +### (二)训练中侧 + +| # | 项 | 状态 | 修订说明与锚点 | +|---|---|---|---| +| 5 | 业主情绪动态系统 + 情绪仪表盘 | 🟡 | 客户回复已随员工话术真实变化;缺口收窄为:①emotion 纳入 LLM 每轮输出(小改)②前端情绪仪表盘 UI(真增量)。勿按"从零建系统"排期 | +| 6 | 环境噪音模拟 | 🔴 | 新增量。实现建议:TTS 播放时前端混音本地噪音音轨(Web Audio),不动后端;音源需授权素材 | +| 7 | 训练中求助按钮 | 🔴 | 新增量。可复用查SOP检索,弹出该场景 SOP 提示;扣分策略进 rubric 配置 | +| 8 | AI 教练主动打断/引导 | 🟡 | **原文定性"无"不实**:每轮已有 coachHint 轻提示;缺的是"红线触发→中断本轮→纠正后重来"机制(COACH_CHECK 规则判定已在 TechSpec 6 章设计内) | +| 9 | 图片/视频情境输入 | 🔴 | 新增量。vision 模型已配(Qwen3-VL),技术就绪;场景素材是瓶颈,可与 B3 文生图联动 | +| 10 | 方言切换 | 🔴 | = BACKLOG B2 既有项(方言 TTS/克隆);ASR 方言识别 SenseVoice 原生支持,评分侧不区分方言 | + +### (三)训练后侧 + +| # | 项 | 状态 | 修订说明与锚点 | +|---|---|---|---| +| 11 | 逐句评分与标注 | ⚠️🔴 | **与 TechSpec §6 既定决策冲突**("每轮不评分,评分仅 /finish 一次",防漂移+G6 成本)。修订口径:**finish 后的复盘阶段对整场 dialogue 一次性逐句标注**(单次 LLM 调用),不做训练中逐句打分 | +| 12 | 标杆对话对比(好/差示例并排) | 🔴 | 依赖案例库积累;"优秀示例"可先用导师改写充当,MVP 成本低 | +| 13 | 薄弱点定向再练(变体场景) | 🔴 | ≈ B8 分发引擎的"错题重练";变体生成可用 chat 模型改写 persona(如愤怒→委屈) | +| 14 | 训练全程录音存储与回放 | 🔴 | **文档独有亮点**。对练音频现用完即弃;存 MinIO 复用 sys_oss 链路即可。⚠️ 录像(摄像头)涉员工隐私,须过 G3/G4,建议一期只做录音 | +| 15 | 画像扩展(成长曲线/雷达/排名/错题集) | 🔴 | = BACKLOG B5 + TechSpec M6(competency_assessment/mistake_book P1 表);排名功能注意 G4 接受度,建议先做"自我对比"不做"同侪排名" | +| 16 | 自动案例沉淀(优秀/典型错误→教学案例) | 🔴 | 与 BRD 4.7 共创机制契合;复用案例审核链(review_task),脱敏走 G3 | + +### (四)主管/管理侧 + +| # | 项 | 状态 | 修订说明与锚点 | +|---|---|---|---| +| 17 | 训练异常预警(连续不合格/超期未训/分数下滑) | 🔴 | ≈ B8 主管监控面板;H5 无推送,一期做主管端首页预警列表 | +| 18 | 主管旁听/陪练模式 | 🔴 | **文档独有亮点**,契合"数字师傅+真师傅"带教叙事;实时旁听需 WebSocket,工程量大,建议先做"事后回放"(依赖 #14)再评估实时 | +| 19 | 批量训练任务派发 | 🔴 | = B8 主管面板"指派专项"(设计基准 key-interactions 图已画);依赖任务表(TechSpec M5 daily_drill/training_camp P1) | +| 20 | 评分校准工具(人工修正回流) | 🔴 | **文档独有亮点**;与 TechSpec"一致率≥70% 校准集+人工评审"(P1)同源,修正数据即校准集来源。挂钩 G1(AI 分仅辅助参考) | + +### (五)技术/数据层 + +| # | 项 | 状态 | 修订说明与锚点 | +|---|---|---|---| +| 21 | 语音识别结果实时纠错 | ⛔ | **已实现**:对练页与查SOP 的 ASR 转写均先入文本框、可编辑后提交。整条划掉 | +| 22 | 评分标准版本控制 | 🔴 | = TechSpec §6 既有设计(固定 prompt_version+评分缓存已实现前半);缺 rubric 后台配置+版本历史(M6 P1) | +| 23 | 训练数据脱敏 | 🔴 | = 生产前闸门 G3 的落地项;对练文本涉业主房号/姓名时自动脱敏再入库 | +| 24 | 离线训练包 | 🔴 | **文档独有亮点**,契合弱网铁律(H5_REDESIGN §1-6);但"离线对练"无 LLM 不可行,修订口径:**离线仅覆盖预习/SOP缓存/题目浏览**,对练必须在线,弱网降级文本 | + +## 三、排期建议(按依赖与性价比) + +1. **随手做**(依赖已就绪,单点小改):#4 预习卡串接、#5 emotion 入 LLM 输出、#7 求助按钮、#21(无需做) +2. **P2 一并做**(挂 B2/B5 既有排期):#10 方言、#14 录音存储回放、#15 画像扩展、#12 标杆对比 +3. **P3 挂 B8**:#1/#2/#3/#13/#17/#19 —— 全部依赖"场景表落库+岗位身份+分发规则表"三块地基 +4. **独立评估**:#11 逐句标注(按修订口径)、#20 评分校准、#16 自动沉淀、#6 噪音、#9 图片情境 +5. **暂缓**:#18 实时旁听(先回放后实时)、#24 离线包(按修订口径收窄)、录像存储(G3/G4 未过) + +## 四、原 docx 的错误清单(留档防再引用) + +1. "TTS 多语气播报"——未实现,B2 待办 +2. "场景管理(后台配置训练场景)"——不存在,场景是代码 seed +3. "画像聚合含时长"——无时长字段与聚合,B5 已记 +4. 漏计:每轮教练提示、ASR 可编辑提交(后者还被误列为缺口 #21) +5. "逐句评分"未注意与 TechSpec §6"评分仅 finish 一次"决策的冲突 +6. "业主情绪动态"未反映真 LLM 已上线后的现状 diff --git a/docs/README.md b/docs/README.md index 785aeb16..770e9256 100644 --- a/docs/README.md +++ b/docs/README.md @@ -15,6 +15,7 @@ | [物业AI人力资源系统开发规格TechSpec.md](物业AI人力资源系统开发规格TechSpec.md) | 工程结构、数据模型、页面路由、API 和核心实现规格 | | [BACKLOG.md](BACKLOG.md) | 需求池与延后事项(B1–B8:数据权限/人设语音/生成图片/生成视频/员工画像/视觉检索/数字师傅) | | [H5_REDESIGN.md](H5_REDESIGN.md) | H5 前端重构设计蓝本(随身师傅定位、双引擎首页、答案卡、岗位化、路线图) | +| [AI陪练功能优化与缺口分析(修订).md](AI陪练功能优化与缺口分析(修订).md) | 陪练功能缺口 24 项核实修订与排期建议(原 docx 的代码实况校对版,排期以此为准) | | [feedback/](feedback/) | 用户反馈原始截图与解读(按日期归档,含 ANALYSIS.md) | | [CODEBASE_ORIGINS.md](CODEBASE_ORIGINS.md) | 代码库来源与上游仓库说明 | | [prototypes/ai-hr-dashboard.png](prototypes/ai-hr-dashboard.png) | 后台首页高保真目标图 |