llm-ai-assistant #1

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202400507116 merged 11 commits from llm-ai-assistant into main

2026-09-07 15:32:15 +08:00

202400507116 commented

2026-09-07 15:30:58 +08:00

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202400507116 added 11 commits

2026-09-07 15:30:58 +08:00

chore: 停止跟踪运行态/构建产物并加入 .gitignore(充电数据库、__pycache__、IDE 配置) ffa6b8865a

Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)

Co-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>

feat: 运营决策台流程与权限重设计(定价审批≠生效、故障-工单-派单闭环、角色权限收口) 96a6465141

Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)

Co-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>

fix: AI 经营助手答非所问兜底修复(未识别意图返回 help 引导, 不再一律输出全网累计营收) 11c85c72cf

Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)

Co-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>

docs: AI 助手接入本地 LLM(看懂问题转结构化 JSON 查询)实现计划 2fae423803

Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)

Co-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>

feat: LLM 意图识别适配层(结构化 JSON 意图, Ollama 优先, 静默降级) 9243f0df98

Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)

Co-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>

feat: ai_query 接入 LLM 意图 -> 现有真实 SQL 聚合映射, 无 LLM/失败/help 时降级关键词引擎 24b9dc811f

Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)

Co-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>

fix: LLM 意图 schema 用 .replace 避免字面花括号 KeyError + 无关话题兜底(天气/问候->help 不乱答营收) 0c494c51d9

端到端发现: 原 _INTENT_SCHEMA.format() 遇到 JSON 字面 { } 抛 KeyError, 仅 LlM_ENABLED=1 时才暴露(单元测试默认关闭未触发)。修复改为 replace 占位符; 新增 is_offtopic 机械兜底, 无关问题(天气/问候/时间等且无经营锚点)->help; 收紧经营锚点避免纯时间词误判。

Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)

Co-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>

docs: 记录 AI 助手接入本地 LLM(qwen2.5:3b) 的结构化意图->真实 SQL 聚合改造 4e95127fea

完成 LLM 适配层(llm_intent) + ai_query 双层路由映射 + 答非所问兜底; 端到端冒烟全意图通过, 57 passed 无回归。

Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)

Co-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>

fix: 昨日/昨天被关键词引擎误判为今日('today' 列表误含 '昨') + 防回归测试 f8fdd0536a

根因: _TIME_KEYWORDS['today'] = ['今天','今日','当天','昨'], today 先于
yesterday 被匹配, 导致 '昨天'/'昨日'/'昨晚' 全部落入今日口径。
用户在日常 start.py(LLM_ENABLED 未设)启动的实例上提问「昨天营收多少」,
走了关键词引擎并返回今日营收。

修复: today 移出 '昨'; yesterday 用 '昨' 命中全部变体(昨天/昨日/昨晚)。
新增 test_yesterday_revenue_not_today / test_yesterday_keyword_variants_use_yesterday。
全量 pytest: 59 passed(2 collection errors 为既有 stdlib test_api 名冲突, 与本改动无关)。
HTTP 复验(LLM+关键词双路径): 昨天营收 -> 全网昨日营收 ¥19,229 ✅

docs: .env.example 补 LLM_ENABLED 开关说明 + 修复记录追加昨日/今日误判排查实战 cd6a220ef0

fix: LLM 意图映射补前天/第N名/时段/区县/环比枚举 + 分发闭环 + 环比语义优先路由, 全量 64 passed 86001dd2a5

- _INTENT_SCHEMA 扩展 day_before_yesterday/rank_pos/hour_window/district_scope/compare, _classify 白名单同步
- _answer_from_llm_spec 分发闭环: rank_pos/hour_window/district_scope 落实到真实 SQL 聚合, intent 白名单加 help
- 环比语义优先路由: compare=true 且完整时间窗口 -> 强制 _answer_metric_simple 差值路径, intent 误判不阻断
- 新映射测试隔离化(_make_station/_drop_stations 自清理), test_this_week_compare 改回归(bad_intent ranking/help 强制转 metric)
- 新增 backend/pytest.ini testpaths=tests 消除根目录冒烟脚本收集冲突
- 验证: 全量 64 passed, HTTP 真实服务器复验 8/8 全对(PID 26416)

202400507116 merged commit acdab00eac into main

2026-09-07 15:32:15 +08:00

202400507116 referenced this pull request from a commit

2026-09-07 15:32:16 +08:00

Merge pull request 'llm-ai-assistant' (#1) from llm-ai-assistant into main

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