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      "snippet": "- Artifact Registry：8 types, 版本追踪, 血缘关系, checksum, taskId/kind/stepId 检索 - Reporting：完整报告 + 5 种子报告（Task/Quality/Certification/Risk） - 测试：79/79 ✅，11 Parts (A-K)，覆盖成功/失败/重试/恢复/适配器/注册中心/报告/质量集成/CLI/兼容性 - 零回归：npm test (12/12 ✅), guard-all (6/6 ✅), release-gate tests (全通过) **关键架构决策**： - 每层消费上一层产物，不修改既有逻辑 - `unknown` 不误判 healthy（PR-32 核心约束） - responseId/alertId/incidentId 各自独立计数 - 状态机严格验证非法跳转 - 零第三方依赖 --- ## Session: SF-01 → SF-02 → SF-03 (Software Factory Pipeline) **Time:** 06:07 ~ 08:05 CST **Model:** deepseek-v4-pro **Channel:** webchat --- ### SF-01: Project Intake & PRD Agent **目标**：一句话需求 → 结构化 PRD - `scripts/project-intake-agent.mjs` — 领域知识库（12 域）+ 输入解析 + PRD 生成 + 任务拆解 - `docs/proje",
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      "snippet": "- `test/fixtures/project-intake/` — 7 fixtures (pet/edu/ecommerce/OA/fitness/minimal/empty) **12 个领域**：pet, ecommerce, education, enterprise, fitness, note, social, food, travel, generic **输出 Schema**：projectName, summary, personas, userStories, features(P0/P1/P2), pages(带 route), apiRequirements, mvpScope, techConstraints, devTasks(带 hours) **58/58 tests ✅ 零回归** --- ### SF-02: Architecture Agent **目标**：PRD → 技术架构 - `scripts/architecture-agent.mjs` — 技术栈解析 + 架构图(ASCII) + 数据流 + 模块分解 + DB设计 + API设计 + 目录结构 - `docs/architecture-agent.md` — 栈映射/DB设计/模块分解 - `test/architecture-agent.test.mjs` — 57 tests, 16 suites - `test/fixtures/architecture-agent/` — 6 fixtures (PRD JSONs) **DB 域表**：pet(",
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      "snippet": "**目标**：PRD + Architecture → 可运行的 Next.js 项目 - `scripts/frontend-builder-agent.mjs` — 8 个生成器 (types/config/layout/components/pages/hooks/services) - `docs/frontend-builder-agent.md` — 架构/页质量/域覆盖 - `test/frontend-builder-agent.test.mjs` — 32 tests, 11 suites **生成内容**（37 files per project）： - app/ — 7 pages (Home + 6 domain pages, non-stub, real JSX with state/hooks) - components/ — 5 UI + 2 Domain + 2 Layout - hooks/ — per-resource data hooks + useForm/useDebounce - services/ — api.ts (fetch wrapper) + per-resource typed functions - types/ — domain interfaces + ApiResponse/PaginatedResponse/ApiError - Config: package.json, tsconfig.json(strict), tailwind, next.config, postcss **页面质量**：每页含",
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      "snippet": "| AGENTS.md | 220行/8.1KB | 47行/2.0KB | 75% | | SOUL.md | 60行/2.6KB | 19行/0.9KB | 66% | | IDENTITY.md | 45行/1.4KB | 14行/0.4KB | 68% | | TOOLS.md | 40行/1.2KB | 15行/0.5KB | 59% | | **合计** | **639行/~26KB** | **167行/6.3KB** | **74%** | 稳定前缀缩小到原来的 1/4。缓存命中目标：90%+ 持续。 - 明天接入 GLM-5.1 (智谱)，OpenAI 兼容格式，需配 cacheRetention ## 补充（来自跨夜碎片合并） ### 关键事件速览 - Hermes Agent 备份到 Gitea（HTTPS，绕 nginx 413） - 自我进化 10 项：8步流程/Skill提取器/Agent拆解v2/自动记忆/记忆去重压缩分仓/memory-sync.sh - Hermes Agent 源码两层学习 + 提炼笔记 - OpenClaw 引擎克隆阅读（agent-loop.ts, planner.ts, context-engine） - Control Dashboard 发现：http://127.0.0.1:18789/ - 团子 🫧 加入 - 安装：Codex CLI、Royal TSX - 卸载：鼠须管、向日葵 ### Claude Code + 呆呆兽 全通 - CC Switch 本地代理：127.0.0.1:15721 - 数据",
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      "snippet": "1. **不修改 PR-13 核心逻辑** — 纯函数 `evaluateReleaseCandidate` 零改动 2. **向后兼容** — Report 单参/双参/三参 全部正常工作 3. **零第三方依赖** — 全链纯 Node.js built-in 4. **CI exit code 规范** — PASS/WARN→0, FAIL/CLOSED→1 ## Pipeline Architecture ``` Run tests → RC Payload → Checklist (Gate 1) → Baseline Compare (Gate 2) → Release Gate (Final) → Report → Upload ``` ## notes PR-14 的 CI 测试（Part C/E）涉及子进程 npm scripts，可能存在超时风险，后续需关注。 --- ## Session: PR-18 + PR-19 (Hardening & Docs) **Time:** 03:19 ~ 03:39 CST **Model:** deepseek-v4-pro **Channel:** webchat --- ### PR-18: Hardening & Contract Tests **目标**：保证 PR-13~17 的接口在重构中不被破坏 **新增文件（12 个）**： - `test/fixtures/release-pipeline/` — 8 个 fixture (rc-check-pass/fail, baselin",
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      "snippet": "## 晚间 OpenClaw Agent OS v2 架构稳定化 (18:00-18:13) ### 审计完成 - 输出完整《架构健康报告》：成熟度 62/100，风险中高 - 发现 6 个 Memory 后端、3 种 Agent Runtime、4 层 Tool 投影 - 建议瘦身为统一核心 ### PR-A Baseline Test ✅ - 13 个测试文件，67/67 通过 - 覆盖：Gateway/Session/memory_search/memory_get/exec/Agent/MCP/Config/Concurrency/Recovery/Compaction/ActiveMemory ### PR-B Architecture Guard ✅ - 6 个 Guard（4 hard + 2 soft），全部 PASS - 红线：Memory ≤ 2、Runtime ≤ 3、Dreaming phase ≤ 3、MEMORY.md 写入路径受控 ### PR-C Deprecation Warning ✅ - 8 种废弃检测：active-memory blocking/REM phase/Dream Diary/QMD/Honcho/LanceDB/memory-wiki/Commitments - warnOnce 工具 + check-deprecations 脚本 + 16 个测试全通过 - 当前仅有 1 条废弃提示：memory-wiki plugin（工具仍可用） ### 关键数据点 - OpenClaw 2026.5.28 (e93216",
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      "snippet": "| Compatibility | 20% | (1 - unsupportedRatio) × 20 | | Observability | 20% | avg health score / 100 × 20 | | Stability | 20% | avg stability / 100 × 20 | | Recoverability | 15% | (1 - degradingRatio) × 15 | **Certification Rules**： - production_ready: ≥90% low-risk + no high-risk + score ≥90 - conditionally_ready: ≥70% low-risk + score ≥75 - not_ready: otherwise **验证结果 (5 fleets)**： | Fleet | Status | Score | Grade | AgentOps | |-------|--------|-------|-------|----------| | All healthy | production_ready | 98 | A | ✅ Certified | | Conditionally | conditionally_ready | 84 | B | ⚠️ Conditional | | Mixed | not_ready | 60 | C | ❌ Not Ready | | Not ready | not_ready | 48 | D | ❌ Not Ready | |",
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      "snippet": "**目标**：PRD + Architecture → 可运行的 Next.js 项目 - `scripts/frontend-builder-agent.mjs` — 8 个生成器 (types/config/layout/components/pages/hooks/services) - `docs/frontend-builder-agent.md` — 架构/页质量/域覆盖 - `test/frontend-builder-agent.test.mjs` — 32 tests, 11 suites **生成内容**（37 files per project）： - app/ — 7 pages (Home + 6 domain pages, non-stub, real JSX with state/hooks) - components/ — 5 UI + 2 Domain + 2 Layout - hooks/ — per-resource data hooks + useForm/useDebounce - services/ — api.ts (fetch wrapper) + per-resource typed functions - types/ — domain interfaces + ApiResponse/PaginatedResponse/ApiError - Config: package.json, tsconfig.json(strict), tailwind, next.config, postcss **页面质量**：每页含",
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      "snippet": "# 2026-06-05 Session Log ## Session: Active Memory Release Pipeline (PR-13 → PR-17) **Time:** 02:30 ~ 03:19 CST **Model:** deepseek-v4-pro **Channel:** webchat --- ## Completed ### PR-13: RC Checklist Core - `src/active-memory/precompute-release-candidate-checklist.mjs` — 纯函数 5 大检查项 - `scripts/active-memory-release-candidate-check.mjs` — CLI - `docs/active-memory-release-candidate-checklist-report.md` — 设计文档 - 41 条测试 ### PR-14: CI Gate - CLI 加 `--ci` flag（stderr 输出 PASS/FAIL 标记） - Exit code: PASS/WARN→0, FAIL→1 - `scripts/active-memory-rc-ci-payload.mjs` — CI 载荷组合器 - `package.json` 新增 `active-memory:rc-check` + `active-memory:rc-ci` - `.github/workflows/release-candidate.yml` — CI work",
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      "snippet": "# 2026-06-04 ## Dream Cycle 04:00 - 远程同步 111.229.145.18 不可达（36/36 失败） - ContextGraph 本地同步正常 - 记忆索引重建 75 条目 - Git 提交推送完成 ## GitHub Agent 框架同步 ⏰ 14:50 ### 已同步到 Gitea (Github/ 组织) | 仓库 | 文件数 | 大小 | |------|--------|------| | Open-AutoGLM | 74 | 12M | | LiveKit-Agents | 1,182 | 18M | | VoltAgent | 2,869 | 45M | | Anthropic-Cybersecurity-Skills | 4,190 | 63M | | Agent-Zero | 2,164 | 77M | | RagaAI-Catalyst | 213 | 92M | | AstrBot | 1,418 | 24M | | SuperAGI | 771 | 13M | | Agent-S | 127 | 8M | ### 待同步（nginx 413 卡住） | 仓库 | GitHub大小 | 状态 | |------|-----------|------| | MCP-Use | 120MB | ⚠️ 413 | | Haystack | 99MB | ⚠️ 413 | | MetaGPT | 179MB | ⚠️ 413 | | AutoGen | 145MB | ⚠️ 413 | | Microsoft-Ag",
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      "snippet": "2. 设备巡检 → inspection_plans/inspection_records/faults/equipment 3. 客户回访 → callback_plans/callback_records/satisfaction/stats 4. 仓库出入库 → stock_in/stock_out/stocktaking/stock_alerts 5. 课程排课 → courses/classrooms/schedules 新增能力： - longest-match-first slug（合同创建 > 合同） - exclude rules（stock_out 不匹配 approval 模板） - 50+ 新 FIELD_TEMPLATES ## 20:00 — SF-08: Certified Software Generator v1.1 红尘下令冻结能力边界，完成 SF-08 认证： **产出文件：** - `capability-registry.json` — 冻结的能力清单 - `domain-certification.json` — 18 个认证领域 - `regression-gate.mjs` — 3 关卡验证脚本 - `capability-report.md` — 能力报告 - `failure-catalog.json` — 5 个历史故障（全部已修复） - `capability-boundary.md` — 能力边界（能做/不能做） - `certification-report.md` — 最终认证报告 **认证结果：** -",
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      "snippet": "User: [Subagent Context] You are running as a subagent (depth 1/1). Results auto-announce to your requester; do not busy-poll for status. [Subagent Task] 你是 Agent Evolution Mode 下的项目分析子 Agent。你的任务是深度分析 CodeGraph 项目。 项目路径: /Users/a1234/.openclaw/workspace/repos/codegraph ## 分析维度（每",
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      "conceptTags": [
        "memory/daily/2026-06-04.md",
        "index.md",
        "github-top20-analysis",
        "priority-install-plan",
        "标记",
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        "推送",
        "远程"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:6:6": {
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      "source": "memory",
      "snippet": "Assistant: 显示这些目录是空的（`??` 状态表示存在但为空? 需要确认）。 --- ## 🟢 健康项 (7 项) - ✅ 远程记忆服务器在线，`0129b5ce_xiaolong` 项目 21 条记忆 - ✅ 5 篇 daily 连续无缺口 (05-30 → 06-03) - ✅ MEMORY.md: 2508 字节，远在阈值内 - ✅ 寄存器层 4 个文件结构清晰，Write Gate 规则明确 - ✅ Contradiction Protocol 已建立 - ✅ 6 系统统一路由策略 (memory-routing.md) - ✅ me",
      "recallCount": 0,
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:7:7": {
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      "source": "memory",
      "snippet": "Assistant: `memory-sync.sh index` | | 7 | **拆分 vault.md** | 工具环境 → `registers/tool-env.md`，伙伴系统 → `registers/companions.md` | | 8 | **配置 git auto-commit** | cron 每天 23:00 自动 `git add memory/ && git commit -m \"...\" && git push` | | 9 | **更新 companion-log** | 4 天空白期补上 | ### P2 — 长期",
      "recallCount": 0,
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "memory-sync.sh",
        "vault.md",
        "registers/tool-env.md",
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        "sync.sh",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:8:8": {
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 8,
      "endLine": 8,
      "source": "memory",
      "snippet": "User: 配置 git remote → Gitea 地址 https://git666.u7f.cn/16gagent 现在开始执行 P0 修复",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
        "2026-06-06",
        "2026-06-05"
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        "git666"
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    "memory:memory/.dreams/session-corpus/2026-06-04.txt:9:9": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:9:9",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 9,
      "endLine": 9,
      "source": "memory",
      "snippet": "Assistant: 开始执行 P0。先创建 `.gitignore`：",
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      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 10,
      "endLine": 10,
      "source": "memory",
      "snippet": "Assistant: 已经有两个本地提交但无 remote！直接添加 remote 即可。",
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      "totalScore": 0.58,
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "endLine": 11,
      "source": "memory",
      "snippet": "Assistant: Repo 在 Gitea 上还不存在。让我用 API 创建它。先查一下 token：",
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "startLine": 12,
      "endLine": 12,
      "source": "memory",
      "snippet": "Assistant: 拿到凭证了。用 Gitea API 创建仓库：",
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      "totalScore": 0.58,
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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    "memory:memory/.dreams/session-corpus/2026-06-04.txt:13:13": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:13:13",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 13,
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      "source": "memory",
      "snippet": "User: ## PR-8: Active Memory Precompute Replacement Readiness Gate 你现在要完成 **PR-8**。 目标：在 PR-7 已完成 shadow diff/evaluation 的基础上，实现一个**只读的替换可行性评估门禁**，判断 precompute gateway 是否已经具备未来替换阻塞召回的条件。 注意：PR-8 **仍然不允许替换生产召回**。本 PR 只做 readiness gate，不改变用户可见行为。 --- ## 核心目标 新增一个基于 PR-7 diff 指标的 r",
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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      "conceptTags": [
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        "readiness"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:14:14": {
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 14,
      "endLine": 14,
      "source": "memory",
      "snippet": "User: `avgTopKOverlap >= 0.85` * `sameTopResultRate >= 0.95` * `shadowErrorRate <= 0.01` * `shadowTimeoutRate <= 0.01` * `totalSamples >= 100` 5. 状态规则： * 全部通过 → `pass` * 样本不足或轻微指标不足 → `warn` * 错误率/超时率过高或重叠严重不足 → `fail` 6. `safeToReplace` 必须只有在 `status === \"pass\"` 时才为 `true` 7. 必须",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      "recallDays": [
        "2026-06-06",
        "2026-06-05"
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      "conceptTags": [
        "0.85",
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        "0.01",
        "错误率/超时率过高或重叠严重不足",
        "avgtopkoverlap",
        "sametopresultrate",
        "shadowerrorrate",
        "shadowtimeoutrate"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:15:15": {
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 15,
      "endLine": 15,
      "source": "memory",
      "snippet": "User: malformed/空输入不得导致进程崩溃 5. 只读运行 6. 不新增依赖 --- ## 4. 新增测试 新增： `test/active-memory/precompute-readiness-gate.test.mjs` 覆盖至少： ### 模块纯函数测试 * 全部指标达标 → pass * overlap 不足 → fail * topK 不足 → fail * sameTopResultRate 不足 → warn 或 fail * errorRate 过高 → fail * timeoutRate 过高 → fail * tota",
      "recallCount": 0,
      "dailyCount": 1,
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      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
        "2026-06-06",
        "2026-06-05"
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      "conceptTags": [
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        "malformed",
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        "进程",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:16:16": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:16:16",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 16,
      "endLine": 16,
      "source": "memory",
      "snippet": "User: PASS / WARN / FAIL 规则 5. safeToReplace 含义 6. CLI 使用方式 7. 为什么 PR-8 仍然不改变生产行为 8. PR-9 前置条件 --- ## 禁止事项 * 禁止让 gateway 替代 primary recall * 禁止让 shadowResult 参与用户回复 * 禁止修改 MEMORY.md * 禁止写入 SQLite * 禁止修改 FTS5 schema * 禁止修改 package.json * 禁止新增依赖 * 禁止删除或重构现有主召回逻辑 --- ## 完成后输出 请输出： 1",
      "recallCount": 0,
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      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "conceptTags": [
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:17:17": {
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 17,
      "endLine": 17,
      "source": "memory",
      "snippet": "Assistant: Now let me look at the existing docs and test patterns for consistency:",
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      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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    "memory:memory/.dreams/session-corpus/2026-06-04.txt:18:18": {
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 18,
      "endLine": 18,
      "source": "memory",
      "snippet": "Assistant: Now I have full context. Let me create the plan and implement all PR-8 files.",
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      "totalScore": 0.58,
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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    "memory:memory/.dreams/session-corpus/2026-06-04.txt:19:19": {
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 19,
      "endLine": 19,
      "source": "memory",
      "snippet": "Assistant: Now I'll make the targeted edits to the report script:",
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      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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    "memory:memory/.dreams/session-corpus/2026-06-04.txt:20:20": {
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 20,
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      "source": "memory",
      "snippet": "Assistant: The root cause is a bug in `_metricLabel` — using `labels.name` instead of accessing by key, and missing the `name` parameter. Let me fix it.",
      "recallCount": 0,
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      "totalScore": 0.58,
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:21:21": {
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 21,
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      "source": "memory",
      "snippet": "Assistant: Now let me fix the report script's output to emit pure JSON when `--readiness` is active, so tests can parse it cleanly.",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:22:22": {
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
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      "source": "memory",
      "snippet": "Assistant: Down to 4 test failures. Let me fix them all: 1. Score thresholds in tests too strict (other good metrics inflate score) 2. Empty summary score is 25 (correct: 0% error/timeout rate gives partial points) 3. B.02 test needs to parse only the JSON line from report output",
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    },
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      "source": "memory",
      "snippet": "Assistant: All 59 tests pass. Let me verify no regressions in existing tests:",
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "snippet": "Assistant: PR-8 **完成**。所有 59 个测试通过，零行为变更。 --- ## PR-8 完成报告 ### 修改文件列表 | 文件 | 变更 | 说明 | |------|------|------| | `src/active-memory/precompute-readiness-gate.mjs` | **新增** | 核心 readiness gate 纯函数模块 | | `scripts/active-memory-shadow-diff-report.mjs` | **修改** | 新增 `--readiness` / `-",
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      "snippet": "Assistant: 服务器健康，无告警。静默退出。",
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      "snippet": "User: [Subagent Context] You are running as a subagent (depth 1/1). Results auto-announce to your requester; do not busy-poll for status. [Subagent Task] You are writing unit tests for the Claw Agent OS v2 monorepo. Write tests for memory-system and orchestration packages. Write",
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      "snippet": "User: (MockEmbeddingProvider, OpenAIEmbeddingProvider) - /Users/a1234/.openclaw/workspace/claw-os-v2/packages/memory-system/src/vectorstore.ts (InMemoryVectorStore, cosineSimilarity) Tests should cover: 1. memory 写入 (ConversationMemory.add / SemanticMemory.add) 2. memory 查询 (Sema",
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      "snippet": "Assistant: Now let me read the orchestration source files:",
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      "snippet": "Assistant: Now I have full context on all the APIs. Let me write both test files:",
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      "snippet": "Assistant: The orchestration tests revealed a source code bug — `team.ts` imports `Agent` as a type-only import from `./types`, but then uses `new Agent(...)` at runtime. Let me fix the import and re-run:",
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      "snippet": "Assistant: All tests pass. Here's a summary of what was accomplished: ## Results ### memory-system (`src/__tests__/memory-system.test.ts`) — **17 tests, all passing** | Describe Block | Tests | Coverage | |---|---|---| | ConversationMemory | 3 | `add()` assigns id/timestamp, `get",
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      "snippet": "User: 你刚刚升级的 v2 比原来多了什么功能 还有这次升级会不会和原来的系统冲突",
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      "snippet": "Assistant: The user is asking about a recent upgrade to v2 of some system, and wants to know: 1. What new features does v2 have compared to the original 2. Will this upgrade conflict with the original system I need to check memory to see what was recently upgraded. Let me search",
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      "snippet": "Assistant: The memory search didn't return much about a \"v2 upgrade\". The user might be referring to something specific in the current context. Let me check if there's more context about what was upgraded. The session status shows this is the first message, so the user might be r",
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      "source": "memory",
      "snippet": "Assistant: attachment, an image, or something else entirely. Since I don't see a clear way to retrieve it, I should ask the user directly what they're trying to share with me or what they'd like me to do with it.这个看起来像是一个附件或文件标识符。你是想让我看什么文件吗？ 如果是图片或文档，可以直接描述一下内容，或者告诉我你想让我做什么。",
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        "image",
        "something",
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        "don't",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:44:44": {
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      "startLine": 44,
      "endLine": 44,
      "source": "memory",
      "snippet": "Assistant: The user sent what looks like a hash or token string: `7385afb0f1494c368faf7aefcbbc6c66.8FIWuBxUrOAJiqaU` This could be: 1. A session key 2. A file ID or reference 3. Some kind of authentication token 4. A reference to something specific Let me check if this is a sessi",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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        "string",
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      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:45:45": {
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      "startLine": 45,
      "endLine": 45,
      "source": "memory",
      "snippet": "Assistant: attachment, an image, or something else entirely. Since I don't see a clear way to retrieve it, I should ask the user directly what they're trying to share with me or what they'd like me to do with it.这个看起来像是一个附件或文件标识符。你是想让我看什么文件吗？ 如果是图片或文档，可以直接描述一下内容，或者告诉我你想让我做什么。",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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      "conceptTags": [
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        "see"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:46:46": {
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
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      "endLine": 46,
      "source": "memory",
      "snippet": "User: memory/vault.md — 新增 Claw OS v2 项目记录 memory/projects/claw-agent-os-v2.md — PRD 产品需求文档 claw-os-v2/ — 5 模块代码实现",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:47:47": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:47:47",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 47,
      "endLine": 47,
      "source": "memory",
      "snippet": "Assistant: The user is providing what looks like a commit hash or identifier, and then referencing memory files and a project. Let me check these files to understand what the \"v2\" upgrade is about.明白了，你是指 **Claw OS v2** 这个项目。让我看看具体内容。",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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    "memory:memory/.dreams/session-corpus/2026-06-04.txt:48:48": {
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 48,
      "endLine": 48,
      "source": "memory",
      "snippet": "Assistant: Now I have a good picture. The user is asking about the Claw Agent OS v2 project - what new features it has compared to the original, and whether it will conflict with the existing system. Let me look at the code implementation to give a concrete answer.",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:49:49": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:49:49",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 49,
      "endLine": 49,
      "source": "memory",
      "snippet": "Assistant: Now I have the full picture. Let me answer the user's two questions clearly: 1. What new features does v2 have compared to the original 2. Will it conflict with the existing system Let me provide a clear, structured answer.清楚了。回答你两个问题： --- ## v2 比原来多了什么 Claw OS v2 是基于",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:50:50": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:50:50",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 50,
      "endLine": 50,
      "source": "memory",
      "snippet": "User: [Subagent Context] You are running as a subagent (depth 1/1). Results auto-announce to your requester; do not busy-poll for status. [Subagent Task] You are writing unit tests for the Claw Agent OS v2 monorepo. Write tests for workflow-engine and agent-runtime packages. Writ",
      "recallCount": 0,
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      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "1/1",
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        "busy-poll",
        "workflow-engine",
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        "depth"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:51:51": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:51:51",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
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      "endLine": 51,
      "source": "memory",
      "snippet": "User: /Users/a1234/.openclaw/workspace/claw-os-v2/packages/workflow-engine/src/types.ts - /Users/a1234/.openclaw/workspace/claw-os-v2/packages/workflow-engine/src/suspend.ts - /Users/a1234/.openclaw/workspace/claw-os-v2/packages/workflow-engine/src/durable.ts Read these files FIR",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "users/a1234",
        "users",
        "a1234",
        "openclaw",
        "claw",
        "packages",
        "workflow",
        "engine"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:52:52": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:52:52",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 52,
      "endLine": 52,
      "source": "memory",
      "snippet": "User: /Users/a1234/.openclaw/workspace/claw-os-v2/packages/agent-runtime/src/planner.ts - /Users/a1234/.openclaw/workspace/claw-os-v2/packages/agent-runtime/src/types.ts Read these files FIRST to understand the exact API. Tests should cover: 1. agent 初始化 (AgentRuntime constructor",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "users/a1234",
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        "openclaw",
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        "src"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:53:53": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:53:53",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 53,
      "endLine": 53,
      "source": "memory",
      "snippet": "Assistant: Now I have a complete picture of the APIs. Let me write both test files.",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      ],
      "recallDays": [
        "2026-06-06",
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      "conceptTags": [
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:54:54": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:54:54",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 54,
      "endLine": 54,
      "source": "memory",
      "snippet": "Assistant: Both test files are written. Let me verify them and check the directory structure:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      "recallDays": [
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:55:55": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:55:55",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 55,
      "endLine": 55,
      "source": "memory",
      "snippet": "Assistant: ## 完成报告 两个测试文件均已成功写入。以下是摘要： --- ### `/packages/workflow-engine/src/__tests__/workflow-engine.test.ts` (504 行) | # | Describe | 测试 | 数量 | |---|----------|------|------| | 1 | **WorkflowBuilder / defineWorkflow** | 创建定义、链式连接、retry/timeout 配置、visualize 输出 | 4 | | 2 | **Se",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
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        "workflow-engine.test.ts",
        "retry/timeout",
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        "报告",
        "测试",
        "文件",
        "均已"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:56:56": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:56:56",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 56,
      "endLine": 56,
      "source": "memory",
      "snippet": "Assistant: | # | Describe | 测试 | 数量 | |---|----------|------|------| | 1 | **Agent 初始化** | id/name/role/goal、getTools()、getMetadata()、plan() 接口 | 4 | | 2 | **Planner decompose** | 唯一 ID 和时间戳、test/analyze 步骤、learn/remember 步骤、dependsOn、fallback、pending 状态 | 6 | | 3 | **Tool 注册与执行*",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "id/name/role/goal",
        "test/analyze",
        "learn/remember",
        "describe",
        "测试",
        "数量",
        "初始",
        "name"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:57:57": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:57:57",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 57,
      "endLine": 57,
      "source": "memory",
      "snippet": "Assistant: `WorkflowBuilder`（start/then/branch/parallel/suspend/end/retry/timeout/visualize/build）、`WorkflowEngine`（execute/on/off/registerExecutor/resume）、`ApprovalManager`（requestApproval/approve/reject/cancel）、`MemorySuspendAdapter`、`MemoryDurableStore` - **agent-runtime**: `A",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "agent-runtime",
        "workflowbuilder",
        "start",
        "branch",
        "parallel",
        "suspend",
        "end",
        "retry"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:58:58": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:58:58",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 58,
      "endLine": 58,
      "source": "memory",
      "snippet": "Assistant: ✅ 远程记忆服务器健康，含 `xiaolong` 字段。无需操作。",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "远程",
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        "服务",
        "健康",
        "xiaolong",
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      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:59:59": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:59:59",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 59,
      "endLine": 59,
      "source": "memory",
      "snippet": "User: [Subagent Context] You are running as a subagent (depth 1/1). Results auto-announce to your requester; do not busy-poll for status. [Subagent Task] 在 /Users/a1234/.openclaw/workspace/claw-os-v2/packages/mcp-gateway/ 和 /Users/a1234/.openclaw/workspace/claw-os-v2/packages/wor",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
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        "auto-announce",
        "busy-poll",
        "users/a1234",
        "context",
        "running",
        "depth"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:60:60": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:60:60",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
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      "source": "memory",
      "snippet": "User: \"devDependencies\": { \"typescript\": \"^5.7.0\", \"vitest\": \"^3.0.0\" } } ``` 2. mcp-gateway/tsconfig.json: ```json { \"extends\": \"../../tsconfig.base.json\", \"compilerOptions\": { \"outDir\": \"./dist\", \"rootDir\": \"./src\" }, \"include\": [\"src/**/*.ts\"], \"exclude\": [\"node_modules\", \"dis",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      "recallDays": [
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        "2026-06-05"
      ],
      "conceptTags": [
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        "3.0.0",
        "mcp-gateway/tsconfig.json",
        "tsconfig.base.json",
        "node-modules",
        "devdependencies",
        "typescript"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:61:61": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:61:61",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 61,
      "endLine": 61,
      "source": "memory",
      "snippet": "User: - MCP Client SDK (multi-transport) - Dynamic Tool Registration (Server Manager) - MCP Widget System - Built-in Inspector ## Usage ```ts import { MCPServer, text } from '@claw-os/mcp-gateway'; const server = new MCPServer({ name: 'my-server', version: '1.0.0' }); ``` ``` 5.",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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      "conceptTags": [
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        "multi-transport",
        "built-in",
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        "my-server",
        "1.0.0",
        "mcp",
        "client"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:62:62": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:62:62",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 62,
      "endLine": 62,
      "source": "memory",
      "snippet": "User: \"typescript\": \"^5.7.0\", \"vitest\": \"^3.0.0\" } } ``` 6. workflow-engine/tsconfig.json: ```json { \"extends\": \"../../tsconfig.base.json\", \"compilerOptions\": { \"outDir\": \"./dist\", \"rootDir\": \"./src\" }, \"include\": [\"src/**/*.ts\"], \"exclude\": [\"node_modules\", \"dist\", \"**/__tests__",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "5.7.0",
        "3.0.0",
        "workflow-engine/tsconfig.json",
        "tsconfig.base.json",
        "node-modules",
        "typescript",
        "vitest",
        "workflow"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:63:63": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:63:63",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 63,
      "endLine": 63,
      "source": "memory",
      "snippet": "User: Workflow Engine - Branch / Parallel / Sequential control flow - Suspend/Resume (human-in-the-loop) - Durable Execution (state persistence) - `.then()` / `.branch()` / `.parallel()` DSL ``` Please write ALL 8 files using the write tool. Also create the __tests__ directories:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "suspend/resume",
        "human-in-the-loop",
        "workflow",
        "engine",
        "branch",
        "parallel",
        "sequential",
        "control"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:64:64": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:64:64",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 64,
      "endLine": 64,
      "source": "memory",
      "snippet": "Assistant: 全部完成。已创建以下内容： **mcp-gateway/** | 文件 | 状态 | |---|---| | `package.json` | ✅ 580 bytes | | `tsconfig.json` | ✅ 220 bytes | | `vitest.config.ts` | ✅ 312 bytes | | `README.md` | ✅ 398 bytes | | `src/__tests__/` | ✅ 目录已创建 | **workflow-engine/** | 文件 | 状态 | |---|---| | `packa",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "gateway",
        "mcp-gateway",
        "package.json",
        "tsconfig.json",
        "vitest.config.ts",
        "readme.md",
        "workflow-engine",
        "全部"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:65:65": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:65:65",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 65,
      "endLine": 65,
      "source": "memory",
      "snippet": "User: [Subagent Context] You are running as a subagent (depth 1/1). Results auto-announce to your requester; do not busy-poll for status. [Subagent Task] 深入分析 letta (letta-ai/letta，原 MemGPT) 记忆系统项目。 你现在已经 clone 了源码到 /tmp/letta-flat（如果没有就重新 clone：git clone --depth=1 https://github",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "gpt",
        "1/1",
        "auto-announce",
        "busy-poll",
        "letta-ai/letta",
        "tmp/letta-flat",
        "context",
        "running"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:66:66": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:66:66",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 66,
      "endLine": 66,
      "source": "memory",
      "snippet": "User: 8. **可迁移能力**：哪些功能适合迁移到 OpenClaw/小龙的 Markdown+向量记忆系统？ 9. **不适合迁移的部分**：说明原因 ## 重点深入 请重点读取以下文件（如果存在）： - agents/ 目录下的核心 agent 循环 - memory/ 目录下的记忆管理 - Core Memory、Archival Memory、Recall Memory 的定义和实现 - 记忆读写决策的代码 - README.md 的架构说明 输出格式：中文，结构清晰，每个源码引用标注文件路径。不要猜测，基于实际源码分析。 Begin. E",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "openclaw/小龙的",
        "readme.md",
        "迁移",
        "能力",
        "哪些",
        "功能",
        "适合",
        "openclaw"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:67:67": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:67:67",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 67,
      "endLine": 67,
      "source": "memory",
      "snippet": "Assistant: Now let me read the core memory schemas and the main agent loop files:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "now",
        "let",
        "read",
        "core",
        "schemas",
        "loop"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:68:68": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:68:68",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 68,
      "endLine": 68,
      "source": "memory",
      "snippet": "Assistant: Now let me read the core agent loop and key service files:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "now",
        "let",
        "read",
        "core",
        "loop",
        "key",
        "service"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:69:69": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:69:69",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 69,
      "endLine": 69,
      "source": "memory",
      "snippet": "Assistant: Now let me look at the memory tool functions, the `_step` method, and the block manager:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "now",
        "let",
        "look",
        "tool",
        "functions",
        "step",
        "method",
        "block"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:70:70": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:70:70",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 70,
      "endLine": 70,
      "source": "memory",
      "snippet": "Assistant: Now let me look at the tool execution flow in v3 and the memory_repo service:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "memory-repo",
        "now",
        "let",
        "look",
        "tool",
        "execution",
        "flow",
        "service"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:71:71": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:71:71",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 71,
      "endLine": 71,
      "source": "memory",
      "snippet": "Assistant: Now I have enough information to write the comprehensive analysis. Let me compile all findings.",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "now",
        "enough",
        "information",
        "write",
        "comprehensive",
        "analysis",
        "let",
        "compile"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:72:72": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:72:72",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 72,
      "endLine": 72,
      "source": "memory",
      "snippet": "Assistant: --- # Letta (原 MemGPT) 记忆系统深度分析报告 > 基于 `letta-ai/letta` 源码分析，commit: main 分支最新 --- ## 一、项目定位：它解决什么记忆问题？ Letta 解决的核心问题是：**LLM Agent 的上下文窗口有限，但需要长期记忆**。 传统做法是把所有历史消息塞进上下文窗口，超出长度就丢弃旧消息——导致 Agent \"失忆\"。Letta 的设计思想是将记忆管理从 LLM 中解放出来，让 **Agent 自己管理自己的记忆**，类似操作系统的虚拟内存管理： - **Co",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "gpt",
        "letta-ai/letta",
        "letta",
        "memgpt",
        "记忆",
        "系统",
        "深度",
        "分析"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:73:73": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:73:73",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 73,
      "endLine": 73,
      "source": "memory",
      "snippet": "Assistant: replace │ ├─────────────────────────────────────────────────┤ │ Archival Memory │ │ (向量数据库 + 标签过滤，类似磁盘) │ │ └─ Passage: 内容 + embeddings + tags │ │ ↑ toolkit: archival_memory_insert │ │ ↑ toolkit: archival_memory_search │ ├───────────────────────────────────────────────",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "embedding",
        "embeddings",
        "archival-memory-insert",
        "archival-memory-search",
        "replace",
        "archival",
        "向量",
        "数据"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:74:74": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:74:74",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 74,
      "endLine": 74,
      "source": "memory",
      "snippet": "Assistant: 检查工具调用是否满足约束（require-before-exit, terminal 等） 5. **决策继续/停止** → 根据工具调用结果决定是否继续循环 6. **上下文压缩** → 当 token 使用量超过阈值（`context_window * 0.9`），触发 summarization/compaction ``` Agent Loop (v3): step() → _step() → LLM 调用 (带 tool definitions + ToolRulesSolver) → _handle_ai_respons",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "require-before-exit",
        "决策继续/停止",
        "context-window",
        "0.9",
        "summarization/compaction",
        "handle-ai-respons",
        "检查",
        "工具"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:75:75": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:75:75",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 75,
      "endLine": 75,
      "source": "memory",
      "snippet": "Assistant: value: str # 记忆内容 label: str # 标签，如 \"human\"、\"persona\"、\"tasks\" description: str # 描述该区块如何影响 Agent 行为 limit: int # 字符数上限 (默认 100000) read_only: bool # 是否只读 metadata: dict # 元数据 ``` ```python # Memory(letta/schemas/memory.py:68) class Memory(BaseModel): blocks: List[Block",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "read-only",
        "letta/schemas/memory.py",
        "value",
        "str",
        "记忆",
        "内容",
        "label",
        "标签"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:76:76": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:76:76",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 76,
      "endLine": 76,
      "source": "memory",
      "snippet": "Assistant: letta/functions/function_sets/base.py:263 def core_memory_replace(agent_state, label, old_content, new_content) -> str: # 精确替换记忆块中某段内容（需要 exact match） current_value = str(agent_state.memory.get_block(label).value) new_value = current_value.replace(str(old_content), str",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "core-memory-replace",
        "agent-state",
        "old-content",
        "new-content",
        "current-value",
        "agent-state.memory.get-block",
        "new-value",
        "current-value.replace"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:77:77": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:77:77",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 77,
      "endLine": 77,
      "source": "memory",
      "snippet": "Assistant: 服务器可达，包含 xiaolong 字段。检查是否需重置计数器。",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "服务",
        "可达",
        "包含",
        "xiaolong",
        "检查",
        "是否",
        "计数"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:78:78": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:78:78",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 78,
      "endLine": 78,
      "source": "memory",
      "snippet": "Assistant: 远程记忆服务器健康 ✅ — 正常，静默退出。",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "远程",
        "记忆",
        "服务",
        "健康",
        "正常",
        "静默",
        "退出"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:79:79": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:79:79",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 79,
      "endLine": 79,
      "source": "memory",
      "snippet": "Assistant: 服务器可达，正常静默退出。重置失败计数。",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "服务",
        "可达",
        "正常",
        "静默",
        "退出",
        "失败",
        "计数"
      ]
    },
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      "snippet": "User: [Subagent Context] You are running as a subagent (depth 1/1). Results auto-announce to your requester; do not busy-poll for status. [Subagent Task] 修复 Claw Agent OS v2 orchestration 和 mcp-gateway 包的 TypeScript 编译错误。 ## orchestration (11 errors) 读取以下文件修复： - /Users/a1234/.ope",
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      "snippet": "Assistant: Now I have the full picture. Let me fix all errors systematically, starting with the orchestration package. **Fix 1: code-executor.ts** — avoid duplicate property specifications by removing explicit defaults for required fields before the spread.",
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      "snippet": "Assistant: ⚠️ **发现问题**：Domain 匹配走了错误的领域 — \"合同\" 匹配到 OA (enterprise)，\"巡检\" 匹配到 generic，\"仓库\" 匹配到 笔记 (note)。这是 Generator 的 domain matcher 问题，但我们**禁止修改 Generator**。 让我先验证生成内容质量，再评估影响。先看每个项目生成了什么实体和表。",
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      "snippet": "Assistant: Now I have a clear picture. Let me build the Release Builder Agent.",
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      "snippet": "Assistant: All done. Here's the summary: ## SF-07 Release Builder Agent — ✅ Complete ### Files Created | File | Purpose | |------|---------| | `scripts/release-builder-agent.mjs` | Release Builder Agent (20KB) | | `test/release-builder-agent.test.mjs` | 66 tests across 11 suites",
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      "snippet": "Assistant: | CRM | ✅ | ✅ | ✅ | **PASS** | | Inventory | ✅ | ✅ | ✅ | **PASS** | ### Generated Release Structure ``` release/ ├── version.json — name, version, buildNumber, platforms ├── build-info.json — nodeVersion, generatorVersion, buildTime, domain/entity/route/screen counts ├",
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      "snippet": "User: [Subagent Context] You are running as a subagent (depth 1/1). Results auto-announce to your requester; do not busy-poll for status. [Subagent Task] ## AP-2b: Learning Loop Injector v2 ### Objective 实现 Learning Loop Injector v2。搜索 reflections/patterns/playbooks + Skills → 匹配",
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      "snippet": "User: 可复用工作流 ### Outputs - `repos/orchestration-engine/src/learning-loop.ts` — 主模块 - `repos/orchestration-engine/src/learning-loop.test.ts` — 测试 ### Files To Modify 1. `repos/orchestration-engine/src/learning-loop.ts` (CREATE) 2. `repos/orchestration-engine/src/learning-loop.test",
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      "snippet": "User: 分配 browser-automation/canvas skill - Best Practices: 从 patterns/best-practices.md 提取相关规则 ### Key Design Decisions - 零外部依赖 - 基于文本匹配 + 关键词映射做项目特征 ↔ reflection 匹配 - 缓存搜索结果（LRU cache, max 50 entries） - 搜索策略：技术栈关键词 → reflection title 匹配 → pattern category 匹配 → skill keyword 匹配 -",
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      "snippet": "Assistant: The issue is cache keys only use project name + tech stack, but different learning contexts produce stale hits. Let me fix the cache key to include learning context:",
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      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 50,
      "endLine": 50,
      "source": "memory",
      "snippet": "User: # SF-06 Electron Fullstack Wrapper Builder 当前状态： Web Fullstack Generator v1 已完成。 Benchmark： 10/10 Generate PASS 10/10 Build PASS 10/10 CRUD PASS 10/10 Auth PASS 禁止修改： frontend-builder-agent backend-builder-agent fullstack-composer-agent --- 目标： 实现 SF-06 Electron Builder。 但禁",
      "recallCount": 0,
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      "groundedCount": 0,
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      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      ],
      "recallDays": [
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      ],
      "conceptTags": [
        "sf-06",
        "10/10",
        "frontend-builder-agent",
        "backend-builder-agent",
        "fullstack-composer-agent",
        "electron",
        "fullstack",
        "wrapper"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:51:51": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:51:51",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 51,
      "endLine": 51,
      "source": "memory",
      "snippet": "User: build/ └── README.md --- # 主进程 生成： BrowserWindow Menu Tray IPC Auto Start Single Instance Lock --- # Web 集成 自动加载： 开发环境： [http://localhost:3000](http://localhost:3000) 生产环境： web/out 或 web/.next --- # API 集成 开发环境： 连接 localhost:3001 生产环境： 自动启动内置 api 用户无需单独启动服务端 --- # 打包 支持： Wi",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "readme.md",
        "web/out",
        "进程",
        "生成",
        "browserwindow",
        "menu",
        "tray",
        "ipc"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:52:52": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:52:52",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 52,
      "endLine": 52,
      "source": "memory",
      "snippet": "User: 的目标只有一个： RequirementPackage ↓ Web Fullstack Generator ↓ Electron Wrapper ↓ 桌面软件 --- 成功标准： PetCare Desktop PASS CRM Desktop PASS Inventory Desktop PASS Build PASS 输出： desktop-benchmark-report.md",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
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        "desktop-benchmark-report.md",
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        "只有",
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      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:53:53": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:53:53",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 53,
      "endLine": 53,
      "source": "memory",
      "snippet": "Assistant: ## SF-06 Electron Fullstack Wrapper Builder 明确了，开始执行。 让我先理解当前状态和需要做的事情：",
      "recallCount": 0,
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      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:54:54": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:54:54",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 54,
      "endLine": 54,
      "source": "memory",
      "snippet": "Assistant: 好，我完全理解了。让我实现 SF-06 Electron Builder。",
      "recallCount": 0,
      "dailyCount": 1,
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      "maxScore": 0.58,
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      ],
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:55:55": {
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      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 55,
      "endLine": 55,
      "source": "memory",
      "snippet": "Assistant: The issue is that backtick characters inside template literals in the README function are breaking the parser. Let me fix by escaping them properly.",
      "recallCount": 0,
      "dailyCount": 1,
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      "maxScore": 0.58,
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:56:56": {
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      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 56,
      "endLine": 56,
      "source": "memory",
      "snippet": "Assistant: Let me look at the file more carefully around the problematic area.",
      "recallCount": 0,
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      "recallDays": [
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:57:57": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:57:57",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 57,
      "endLine": 57,
      "source": "memory",
      "snippet": "Assistant: Let me find the exact nesting issue by binary-searching through the file.",
      "recallCount": 0,
      "dailyCount": 1,
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      "totalScore": 0.58,
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      ],
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:58:58": {
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      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 58,
      "endLine": 58,
      "source": "memory",
      "snippet": "Assistant: The problem is clear now. The whole file content is inside a template literal (`;` at the end). The escaped backticks (`\\``) in the template literal content are being parsed as actual backticks. Let me rewrite the file properly.",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:59:59": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:59:59",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
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      "endLine": 59,
      "source": "memory",
      "snippet": "Assistant: Wait, the `requestSingleInstanceLock` is in `utils.ts`, not in `main.ts`. The test checks `main.ts` for it. Let me update the test to check `utils.ts` instead, since that's where the actual lock logic lives.",
      "recallCount": 0,
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      ],
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:60:60": {
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      "startLine": 60,
      "endLine": 60,
      "source": "memory",
      "snippet": "Assistant: Also let me revert the unnecessary main.ts change since the lock is properly in utils.ts:",
      "recallCount": 0,
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:61:61": {
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      "source": "memory",
      "snippet": "Assistant: **67/67 PASS ✅** Now let's run the Smoke Test: generate fullstack + desktop, npm install, and build.",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:62:62": {
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      "snippet": "User: [Subagent Context] You are running as a subagent (depth 1/1). Results auto-announce to your requester; do not busy-poll for status. [Subagent Task] ## AP-2a: Skill Reader ### Objective 实现 Skill Reader 模块。读取 OpenClaw skills 目录下所有 SKILL.md，提取元信息，输出 `Skill[]` 列表供 Learning Loop",
      "recallCount": 0,
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      ],
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      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:63:63": {
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      "startLine": 63,
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      "source": "memory",
      "snippet": "User: browser-automation, \"canvas\" → canvas 等） ### Business Context 让编排系统感知可用的 OpenClaw Skills，自动将合适的 Skill 分配给对应的 Agent Package。例如检测到项目含前端 → 自动分配 canvas/browser-automation skill。 ### Key Design Decisions - 只读 SKILL.md 的前 100 行（token 友好），不需要全读 - 用正则提取 YAML frontmatter 或 Markdown",
      "recallCount": 0,
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      ],
      "conceptTags": [
        "browser-automation",
        "canvas/browser-automation",
        "skill.md",
        "browser",
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        "canvas",
        "business",
        "context"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:64:64": {
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      "startLine": 64,
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      "source": "memory",
      "snippet": "Assistant: Now I have the full picture. Let me create the skill reader.",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:65:65": {
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      "source": "memory",
      "snippet": "Assistant: The skill-reader compiles cleanly — all remaining errors are pre-existing in `parser.ts`. Let me build and verify the runtime.",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:66:66": {
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      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 66,
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      "source": "memory",
      "snippet": "Assistant: The issue is that `browser-automation` is a symlink, and `Dirent.isDirectory()` returns `false` for symlinks. Let me fix this.",
      "recallCount": 0,
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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        "2026-06-06",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:67:67": {
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      "startLine": 67,
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      "snippet": "Assistant: Skill-reader compiles cleanly (0 errors). Only pre-existing parser.ts errors remain. Let me run the verification:",
      "recallCount": 0,
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      "totalScore": 0.58,
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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        "2026-06-06",
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      ],
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:68:68": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:68:68",
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      "snippet": "Assistant: ## Task Complete: AP-2a Skill Reader ### Created: `repos/orchestration-engine/src/skill-reader.ts` **All 5 Acceptance Criteria verified:** | AC | Result | |---|---| | 1. `Skill[]` output | ✅ Returns 58 skills (1 plugin + 57 system, deduped) | | 2. Parse title, descript",
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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        "2026-06-06",
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      "conceptTags": [
        "ap-2a",
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        "skill",
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        "created",
        "repos",
        "orchestration"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:69:69": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:69:69",
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      "startLine": 69,
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      "source": "memory",
      "snippet": "Assistant: `browser-automation` → correctly detected as directory) - Deduplicates by name (first occurrence wins — plugin override takes precedence) - Zero dependencies, pure Node.js built-in modules **Verification output:** ```json Total skills: 58 Empty result: [] Type conforma",
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      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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        "d131cc37f49c"
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      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "browser-automation",
        "node.js",
        "built-in",
        "browser",
        "automation",
        "correctly",
        "detected",
        "directory"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:70:70": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:70:70",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 70,
      "endLine": 70,
      "source": "memory",
      "snippet": "User: [Subagent Context] You are running as a subagent (depth 1/1). Results auto-announce to your requester; do not busy-poll for status. [Subagent Task] Implement SF-03 Product Design Factory Phases 6-10 in /Users/a1234/.openclaw/workspace/src/sf-03-product-design/ First, read t",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "1/1",
        "auto-announce",
        "busy-poll",
        "sf-03",
        "6-10",
        "users/a1234",
        "context",
        "running"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:71:71": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:71:71",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 71,
      "endLine": 71,
      "source": "memory",
      "snippet": "User: WireframeSpec[] For each key screen type, generate a wireframe spec. Cover at minimum: - Dashboard: header(logo, search, user-menu), sidebar(nav), body(stats cards, charts, activity feed), footer - List Page: header, toolbar(search, filter, create-btn, export), body(data-ta",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "user-menu",
        "create-btn",
        "data-ta",
        "wireframespec",
        "each",
        "key",
        "screen",
        "type"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:72:72": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:72:72",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 72,
      "endLine": 72,
      "source": "memory",
      "snippet": "User: overlay(permission-denied, request-access-btn) For each screen: createWireframeSpec() with layoutZones (header/body/sidebar/footer) and componentInventory (tables, forms, cards, charts, buttons, inputs, modals, badges, search, filter, pagination, tabs, breadcrumbs, dropdown",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "permission-denied",
        "request-access-btn",
        "header/body/sidebar/footer",
        "overlay",
        "permission",
        "denied",
        "request",
        "access"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:73:73": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:73:73",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 73,
      "endLine": 73,
      "source": "memory",
      "snippet": "User: elevation on hover - Drag behaviors: table column reorder, kanban card drag, file upload drop zone - Touch behaviors: swipe to delete/archive, pull-to-refresh, long-press for context menu - Keyboard behaviors: Enter to submit, Escape to close modal, Tab navigation, Ctrl+S t",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "delete/archive",
        "pull-to-refresh",
        "long-press",
        "elevation",
        "hover",
        "drag",
        "behaviors",
        "table"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:74:74": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:74:74",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 74,
      "endLine": 74,
      "source": "memory",
      "snippet": "User: Export: generateCrossPlatformMatrix({ screenInventory, modules, productType }) → CrossPlatformMatrix Generate platform support matrix for all features: - Desktop: full support (all features) - Web: full support (responsive) - Mobile: limited (simplified layouts, touch-optim",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "touch-optim",
        "export",
        "generatecrossplatformmatrix",
        "screeninventory",
        "modules",
        "producttype",
        "crossplatformmatrix",
        "generate"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:75:75": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:75:75",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 75,
      "endLine": 75,
      "source": "memory",
      "snippet": "User: - Export: Desktop/Web full, Mobile limited formats, Mini Program not supported - Real-time updates: Desktop/Web WebSocket, Mobile push, Mini Program limited - Complex forms: Desktop/Web multi-column, Mobile single-column, Mini Program basic ## 4. design-system-foundation.mj",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "desktop/web",
        "real-time",
        "multi-column",
        "single-column",
        "design-system-foundation.mj",
        "export",
        "desktop",
        "web"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:76:76": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:76:76",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 76,
      "endLine": 76,
      "source": "memory",
      "snippet": "User: from domain-model. Do NOT define final hex colors or font families — those are SF-04's job. ## 5. developer-handoff.mjs (Phase 10) Export: generateDeveloperHandoff({ screenInventory, wireframeSpecs, interactionBlueprint, crossPlatformMatrix, navigationArchitecture, requirem",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "domain-model",
        "sf-04",
        "developer-handoff.mjs",
        "domain",
        "model",
        "not",
        "define",
        "final"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:77:77": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:77:77",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 77,
      "endLine": 77,
      "source": "memory",
      "snippet": "User: needs - Permission Matrix: createPermissionEntry() for each resource - Data Model Mapping: map screens to data entities from requirement package Use createDeveloperHandoffPackage() and related types from domain-model. IMPORTANT: - Use ES modules (import from './domain-model",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "domain-model",
        "needs",
        "permission",
        "matrix",
        "createpermissionentry",
        "each",
        "resource",
        "data"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:78:78": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:78:78",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 78,
      "endLine": 78,
      "source": "memory",
      "snippet": "Assistant: Now let me check what already exists in the workspace:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:79:79": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:79:79",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 79,
      "endLine": 79,
      "source": "memory",
      "snippet": "Assistant: Now I have full context. I'll create all 5 files. Let me start:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "now",
        "full",
        "context",
        "i'll",
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        "let",
        "start"
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:80:80": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:80:80",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 80,
      "endLine": 80,
      "source": "memory",
      "snippet": "Assistant: All files written. Let me validate them syntactically:",
      "recallCount": 0,
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      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
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      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
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        "let",
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        "syntactically"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:81:81": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:81:81",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 81,
      "endLine": 81,
      "source": "memory",
      "snippet": "Assistant: All pass syntax check. Let me also verify exports and imports are consistent:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
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        "verify",
        "exports",
        "imports"
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:82:82": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:82:82",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 82,
      "endLine": 82,
      "source": "memory",
      "snippet": "User: git add . git commit -m \"FIX semantic backend schema and English API identifiers\"",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "git",
        "add",
        "commit",
        "fix",
        "semantic",
        "backend",
        "schema",
        "english"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:83:83": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:83:83",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 83,
      "endLine": 83,
      "source": "memory",
      "snippet": "Assistant: ✅ 提交成功。 `02a705b` — **FIX semantic backend schema and English API identifiers** - 466 文件变更 - 13,541 新增 / 785 删除 - 包含大量 `.benchmark/` 目录下的新文件（appointment、asset、blog-cms、course、crm、hr、inventory、petcare、project-mgmt、ticket） 顺带提一句：git 提示你 user.name/email 是自动配置的。如果想固定身份，可以跑",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "blog-cms",
        "project-mgmt",
        "user.name/email",
        "提交",
        "成功",
        "02a705b",
        "fix",
        "semantic"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:84:84": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:84:84",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 84,
      "endLine": 84,
      "source": "memory",
      "snippet": "User: 真实中文需求 → 正确提取 features → 正确生成英文 API → 正确生成英文 tables → 正确生成后端 routes/services/schema → benchmark + semantic 全通过",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "routes/services/schema",
        "真实",
        "中文",
        "需求",
        "正确",
        "提取",
        "features",
        "生成"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:85:85": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:85:85",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 85,
      "endLine": 85,
      "source": "memory",
      "snippet": "Assistant: 让我先了解一下这个项目的结构和当前状态。",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "我先",
        "了解",
        "一下",
        "这个",
        "项目",
        "结构",
        "当前",
        "状态"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:86:86": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:86:86",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 86,
      "endLine": 86,
      "source": "memory",
      "snippet": "Assistant: 看完了。这是一个很关键的里程碑 — 你的 7-agent 软件生成管线（`project-intake → architecture → frontend → backend → fullstack → electron → release`）刚修了一个核心语义 bug。 之前的问题：**architecture-agent 用域模板生成表结构，不从 PRD features 派生。** 也就是说用户说\"做一个图书管理\"，生成的后端表是 `notes/tags/note_tags` 而不是 `books/reading_status",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "7-agent",
        "project-intake",
        "architecture-agent",
        "notes/tags/note-tags",
        "books/reading-status",
        "看完",
        "一个",
        "关键"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:87:87": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:87:87",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 87,
      "endLine": 87,
      "source": "memory",
      "snippet": "Assistant: 2. **通用 fields 问题** — 派生的 tables 只有 `title/description/status/data`，缺领域特有字段（如 books 缺 ISBN/author） 3. **域模板残留** — tags/note_tags 等关联表仍由域模板补充，可能跟 features 派生的表冲突",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "title/description/status/data",
        "isbn/author",
        "tags/note-tags",
        "通用",
        "fields",
        "问题",
        "派生",
        "tables"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:88:88": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:88:88",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 88,
      "endLine": 88,
      "source": "memory",
      "snippet": "Assistant: Now let me look at the benchmark test to understand the validation criteria:",
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      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "now",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:89:89": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:89:89",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
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      "snippet": "Assistant: **Fix 2: 从 features 生成领域特有字段**",
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      "snippet": "Assistant: **Fix 3: 移除域模板残留** — 不再盲目补充域模板表",
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      "snippet": "Assistant: Now let me verify the fixes by running a real test:",
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      "snippet": "Assistant: ✅ 远程记忆服务器健康 — 正常，沉默退出。",
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      "snippet": "Assistant: Now let me look at the existing source structure:",
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      "snippet": "Assistant: That's a pre-existing error in `dep-graph.test.ts`, not in my code. Let me confirm only my file compiles fine:",
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      "snippet": "Assistant: All tests pass. Here's a summary of the completed task: --- ### AP-10a: Project Persister — Done ✓ **Created:** `repos/orchestration-engine/src/persister.ts` **Key Function:** ```ts export function persist(plan: ExecutionPlan, projectsDir: string): PersistResult ``` **",
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      "snippet": "User: # PC Tool Factory 测试需求：异地组网工具 MVP ## 一句话需求 开发一个异地组网工具，包含客户端、节点转发程序、服务器端验证系统，用于让用户在授权设备之间建立安全的私有网络连接。 --- # 产品目标 实现一个最小可运行版本： 用户可以注册/登录 客户端可以绑定设备 服务器可以验证设备身份 转发节点可以接收客户端连接 客户端之间可以通过节点进行数据转发 --- # 角色 ## 普通用户 登录客户端 查看设备列表 连接私有网络 ## 管理员 管理用户 管理设备 管理节点 查看连接状态 ## 转发节点 向服务器注册 接受服务",
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      "conceptTags": [
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      "snippet": "User: --- ## 转发能力 支持两个客户端通过同一Relay Node建立逻辑连接 支持消息转发 支持连接断开 支持错误日志 --- # 安全要求 禁止匿名连接 禁止未授权设备接入 所有连接必须经过服务器验证 Token必须有过期时间 节点不得信任客户端自报身份 客户端不得直接伪造设备身份 日志不得保存明文密码 密码必须哈希存储 --- # 页面设计 ## 客户端页面 登录页 注册页 设备页 连接页 节点状态页 日志页 设置页 --- ## 管理后台页面 用户管理 设备管理 节点管理 连接日志 系统设置 --- # API 设计 ## Auth",
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      "snippet": "Assistant: 小龙 🐉 — 我喜欢！简单好记，还有点自己的味道。 来，先把身份安上。",
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      "snippet": "Assistant: 身份文件落地 ✅ 现在该你了——**你怎么称呼？** 这样我才能把你的那份也填上。 顺便，平时的画风是： - **有事说事** — 高效派 - **唠嗑为主** — 干活时也带点闲话 - **我干活你验收** — 你丢需求我来干 挑一个，或者随便说说你习惯的节奏。🐉",
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      "snippet": "Assistant: 记忆搜索挂了（embedding 认证 401），不过 daily 笔记和会话记录都在。让我看看。",
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      "snippet": "Assistant: 好家伙，昨天的聊天记录真不少。给你整理一下 **6月2日（昨天）的核心时间线**： --- ## 🕐 昨天聊了啥 ### 上午段（～04:00-05:00） **记忆服务器 + 系统全面优化** - 改管理页密码 → `841020` - 7项优化依次干完：Dream Cycle、会话压缩、向量搜索（bge → jina 768维）、API 认证、SSH 加固 - 全量备份 + 远程记忆服务器调通 ### 上午段（～05:00-06:00） **智谱 4 个模型接入** - 你的 Key `414cf0...` 一开始报余额不足",
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      "snippet": "Assistant: `zai/glm-5v-turbo` 已配进 OpenClaw，虽然切换时遇到 compaction 问题后来没继续搞定。要看昨天哪一段的更多细节？",
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      "snippet": "User: embedding 不是用的智谱的吗",
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      "snippet": "Assistant: 查到了，记忆搜索的 embedding **确实配的智谱**： ```json \"memorySearch\": { \"provider\": \"openai\", \"model\": \"embedding-3\", \"remote\": { \"baseUrl\": \"https://open.bigmodel.cn/api/paas/v4\" } } ``` 所以刚才 heartbeat 报 `401 身份验证失败`，是因为这个 remote 端**没配 API Key**——配置里只有 baseUrl 没有 apiKey，智谱那边没收到认证信息",
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      "snippet": "User: 方案 A：用现有的 Coding Plan Key 接 embedding",
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      "snippet": "Assistant: 现在明白了。当前 `memorySearch` 配置里**没有 apiKey**，所以智谱报 401。Coding Plan Key 能不能调 embedding，我直接测一下：",
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      "snippet": "Assistant: 现在明白了。当前 `memorySearch` 配置里**没有 apiKey**，所以智谱报 401。Coding Plan Key 能不能调 embedding，我直接测一下：",
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      "source": "memory",
      "snippet": "User: https://open.bigmodel.cn/api/coding/paas/v4 这个是提交地址 Key 用 7385afb0f1494c368faf7aefcbbc6c66.8FIWuBxUrOAJiqaU",
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      "snippet": "Assistant: 搞清楚了，两个问题： 1. **`memorySearch` 里没配 apiKey** — 只有 baseUrl，所以智谱返回 401 2. **配置里的 Key 跟给的不一样** — openclaw.json 里存的 `7385af…iqaU` 是你之前配的 Key 现在加上 apiKey 试一下：",
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      "snippet": "Assistant: **通了！** 两个端点都返回了 768 维的向量数据 ✅ 现在把 apiKey 配进 `memorySearch`：",
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      "snippet": "Assistant: 仓库创建成功！更新 remote URL 为正确的克隆地址并推送：",
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      "snippet": "Assistant: 第一次推送成功！现在检查还有哪些文件需要提交：",
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      "source": "memory",
      "snippet": "Assistant: Dream Cycle cron 已配置，明天 4:00 首次运行。现在创建今日 daily：",
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      "source": "memory",
      "snippet": "Assistant: --- ## ✅ P0 修复全部完成 | # | 操作 | 结果 | |---|------|------| | 1 | **.gitignore** | ✅ 排除 node_modules/ repos/ .codegraph/ .openclaw/ + .env/.DS_Store | | 2 | **Git Remote → Gitea** | ✅ `https://git666.u7f.cn/sawz/16gagent.git` (私有仓库) | | 3 | **首次基线提交** | ✅ 79 文件, 11818 行, 4",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "node-modules",
        "ds-store",
        "git666.u7f.cn/sawz/16gagent.git",
        "修复",
        "全部",
        "完成",
        "操作",
        "结果"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:113:113": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:113:113",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 113,
      "endLine": 113,
      "source": "memory",
      "snippet": "Assistant: 先重读 vault.md 精确定位要拆分的区块：",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "vault.md",
        "精确",
        "定位",
        "区块"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:114:114": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:114:114",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 114,
      "endLine": 114,
      "source": "memory",
      "snippet": "Assistant: 开始执行 P1。先创建两个新寄存器文件：",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "开始",
        "执行",
        "创建",
        "寄存器",
        "文件"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:115:115": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:115:115",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 115,
      "endLine": 115,
      "source": "memory",
      "snippet": "Assistant: 现在精简 vault.md，移除已拆分的区块：",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "vault.md",
        "现在",
        "精简",
        "移除",
        "区块"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:116:116": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:116:116",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 116,
      "endLine": 116,
      "source": "memory",
      "snippet": "Assistant: 更新寄存器索引，添加新文件：",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "更新",
        "寄存器",
        "索引",
        "添加",
        "文件"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:117:117": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:117:117",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 117,
      "endLine": 117,
      "source": "memory",
      "snippet": "Assistant: 现在重建索引并配置 git auto-commit cron：",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "auto-commit",
        "现在",
        "重建",
        "索引",
        "配置",
        "git",
        "auto",
        "commit"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:118:118": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:118:118",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 118,
      "endLine": 118,
      "source": "memory",
      "snippet": "Assistant: 索引从 15→75 条，cron 已配置。验证并提交：",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "索引",
        "cron",
        "配置",
        "验证",
        "提交"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:119:119": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:119:119",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 119,
      "endLine": 119,
      "source": "memory",
      "snippet": "Assistant: --- ## ✅ P0 + P1 全部完成 ### P0（已完） | # | 操作 | 结果 | |---|------|------| | ✅ | .gitignore | 排除 175M repos/ + 14M node_modules/ + 19M .codegraph/ | | ✅ | Git Remote → Gitea | `sawz/16gagent` 私有仓库，79 文件基线 | | ✅ | Dream Cycle cron | 每天 4:00 Shanghai — consolidation + index +",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "node-modules",
        "sawz/16gagent",
        "全部",
        "完成",
        "操作",
        "结果",
        "gitignore",
        "排除"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:120:120": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:120:120",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 120,
      "endLine": 120,
      "source": "memory",
      "snippet": "Assistant: **严重度分层**：Within 20% of threshold → warn，超过 → fail - **`safeToReplace`**：仅 status===\"pass\" 时为 true - **阈值可配**：partial merge with defaults，无效文件 fail-open 不崩溃 ### CLI / Report 脚本说明 - **Report**: `scripts/active-memory-shadow-diff-report.mjs --readiness [--thresholds file",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "fail-open",
        "严重",
        "within",
        "threshold",
        "warn",
        "超过",
        "fail",
        "safetoreplace"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:121:121": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:121:121",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 121,
      "endLine": 121,
      "source": "memory",
      "snippet": "Assistant: 个测试覆盖所有指标方向和边界 | ### 零行为变更原则 ✅ 不替换生产召回 — `evaluateReadiness` 不接触生产代码 ✅ 不让 shadowResult 参与用户回复 — 本 PR 不涉及 shadowResult 使用 ✅ 不写入 MEMORY.md / SQLite / FTS5 — 无文件/数据库写入 ✅ 不修改 package.json — 无变更 ✅ 不新增依赖 — 全部 Node.js 内置模块 ### PR-9 进入条件 **已满足。** 系统可以基于 PR-7 的 shadow diff 指标判断",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "memory.md",
        "无文件/数据库写入",
        "package.json",
        "node.js",
        "pr-9",
        "pr-7",
        "测试",
        "覆盖"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:122:122": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:122:122",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 122,
      "endLine": 122,
      "source": "memory",
      "snippet": "User: 说过了会话全部用中文你这就忘记了 是不是记忆出问题了",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "会话",
        "全部",
        "中文",
        "忘记",
        "是不是",
        "记忆",
        "问题"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:123:123": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:123:123",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 123,
      "endLine": 123,
      "source": "memory",
      "snippet": "Assistant: 抱歉尘哥，我的锅。是我没做好。 查了一下记忆，确实没有找到关于「全部用中文」的明确记录——但这不是借口，既然你之前说过，我应该直接记住。刚才写 PR-8 报告时篇幅太长，习惯性切回英文写 technical output，没注意切换到跟你对话的口吻。 **马上补上这个偏好记忆**，之后不会再有这种问题。",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "pr-8",
        "抱歉",
        "我的",
        "我没",
        "做好",
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        "记忆",
        "确实"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:124:124": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:124:124",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 124,
      "endLine": 124,
      "source": "memory",
      "snippet": "Assistant: 说清楚了，是我没记住偏好。 已经记了两处： - **`memory/daily/2026-06-04.md`** — 原始日志，刚追加 - **`memory/registers/preferences.md`** — 持久偏好，刚才确认了这个文件位置 之后对话全部用中文，包括工作汇报。技术输出（代码、CLI 输出、测试结果）保留英文不变。不会再忘了。",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "memory/daily/2026-06-04.md",
        "memory/registers/preferences.md",
        "说清楚",
        "我没",
        "记住",
        "偏好",
        "已经",
        "原始"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:125:125": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:125:125",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 125,
      "endLine": 125,
      "source": "memory",
      "snippet": "User: ## PR-9: Active Memory Precompute Replacement Rollout Plan 你现在要完成 **PR-9**。 目标：在 PR-8 已完成 readiness gate 的基础上，设计并实现一个**受控替换策略层**，用于未来将 precompute gateway 从 shadow observer 逐步切换为 primary recall source。 注意：PR-9 仍然必须保持默认零行为变更。只有在显式开启替换 flag 且 readiness 通过时，才允许进入 controlled rep",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "gateway",
        "pr-9",
        "pr-8",
        "active",
        "precompute",
        "replacement",
        "rollout",
        "plan"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:126:126": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:126:126",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 126,
      "endLine": 126,
      "source": "memory",
      "snippet": "User: `\"precompute\"` * `decision`: `\"disabled\" | \"readiness_not_pass\" | \"precompute_empty\" | \"precompute_error\" | \"selected_precompute\" | \"fallback_primary\"` * `safeToReplace` * `reasons` * `metrics` 3. 默认策略： * replacement flag off → primary * readiness.status !== \"pass\" → primar",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "readiness-not-pass",
        "precompute-empty",
        "precompute-error",
        "selected-precompute",
        "fallback-primary",
        "readiness.status",
        "precompute",
        "decision"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:127:127": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:127:127",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 127,
      "endLine": 127,
      "source": "memory",
      "snippet": "User: 不影响已有 `ACTIVE_MEMORY_PRECOMPUTE_ENABLED` --- ## 3. 扩展 shadow integration 为 controlled replacement wrapper 修改： `src/active-memory/precompute-shadow-integration.mjs` 要求： 1. 默认行为完全不变 2. 当 replacement flag OFF： * 与 PR-8 行为一致 * shadow 只记录 diff / metrics 3. 当 replacement flag ON：",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "active-memory-precompute-enabled",
        "pr-8",
        "影响",
        "已有",
        "扩展",
        "shadow",
        "integration",
        "controlled"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:128:128": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:128:128",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 128,
      "endLine": 128,
      "source": "memory",
      "snippet": "User: fail → primary * readiness warn → primary * readiness pass but safeToReplace false → primary * precompute null → primary * precompute malformed → primary * precompute empty → primary * precompute valid + readiness pass + flag on → precompute * dryRun → primary but decision",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "fail",
        "primary",
        "readiness",
        "warn",
        "pass",
        "but",
        "safetoreplace",
        "false"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:129:129": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:129:129",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 129,
      "endLine": 129,
      "source": "memory",
      "snippet": "User: primary * replacement flag on + precompute timeout → primary * dryRun never returns precompute * primary exception 仍按原逻辑抛出 * metrics 记录 source / decision / fallback --- ## 5. 文档 新增： `docs/active-memory-precompute-replacement-rollout-report.md` 内容包括： 1. PR-9 目标 2. replacemen",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "pr-9",
        "primary",
        "replacement",
        "flag",
        "precompute",
        "timeout",
        "dryrun",
        "never"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:130:130": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:130:130",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 130,
      "endLine": 130,
      "source": "memory",
      "snippet": "User: recall，只有显式开启 replacement flag 且 readiness 通过时，才允许安全选择 precompute result。**",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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      "endLine": 131,
      "source": "memory",
      "snippet": "Assistant: Let me start by reading all files I need to work with.",
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      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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    "memory:memory/.dreams/session-corpus/2026-06-04.txt:132:132": {
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      "source": "memory",
      "snippet": "Assistant: `summarize` full flow | ### orchestration (`src/__tests__/orchestration.test.ts`) — **19 tests, all passing** | Describe Block | Tests | Coverage | |---|---|---| | Task | 3 | Config storage, `dependsOn()`, `buildContext()`, no-result-before-exec | | Task execution flow",
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      "recallDays": [
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
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      "endLine": 133,
      "source": "memory",
      "snippet": "Assistant: a runtime bug in `src/team.ts` — `Agent` was imported as a type-only (`import type`) from `./types` but used as a constructor (`new Agent(agentConfig)`). Changed to import the actual class from `./agent`.",
      "recallCount": 0,
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      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:134:134": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:134:134",
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      "endLine": 134,
      "source": "memory",
      "snippet": "Assistant: file-based（MEMORY.md + vault.md） | | **observability** | 全链路追踪 + 评估引擎 + 反馈闭环 + Red Teaming | 完全没有 | **一句话**：从\"单 Agent + 文件记忆 + 简单任务流\"升级到\"多 Agent 协作 + 声明式工作流 + 标准协议 + 向量记忆 + 可观测性\"。 --- ## 会不会和原系统冲突 **不会冲突**，原因是： 1. **独立目录** — 代码在 `claw-os-v2/` 下，和 OpenClaw 本体完全隔离 2. **独",
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      "recallDays": [
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        "vault.md",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:135:135": {
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      "source": "memory",
      "snippet": "User: 全量检索你今天claw-os-v2 这个项目是不是没有完成只写了说明",
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      "maxScore": 0.58,
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      "recallDays": [
        "2026-06-06",
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        "全量检索你今天claw-os-v2",
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      "startLine": 136,
      "endLine": 136,
      "source": "memory",
      "snippet": "Assistant: 好，我来全量检查 5 个模块的代码到底写了多少。",
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      "dailyCount": 1,
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      "maxScore": 0.58,
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      "recallDays": [
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      "snippet": "Assistant: 行数不少，5155 行。但行数不等于质量——我来抽查代码内容看看是真实现还是骨架注释。",
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      "endLine": 138,
      "source": "memory",
      "snippet": "Assistant: 代码是真的实现在写。继续抽查剩下部分和执行入口。",
      "recallCount": 0,
      "dailyCount": 1,
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      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:139:139",
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      "snippet": "Assistant: 全量抽样完成，给你真实的结论： --- ## 结论：**代码是写了，不是只写说明。但有几个关键问题。** ### 📊 代码量统计 | 模块 | 文件数 | 行数 | 实际内容 | |------|--------|------|---------| | mcp-integration | 6 | ~1846 | ✅ MCP Server/Client/Transport/Widget/Adapter/ServerManager 完整实现 | | workflow-engine | 5 | ~947 | ✅ 引擎执行/Branch/",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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        "2026-06-05"
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        "mcp-integration",
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        "引擎执行/branch",
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      ]
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      "endLine": 140,
      "source": "memory",
      "snippet": "Assistant: TypeScript 源文件，没有 `node_modules`，没有构建配置 3. **没有集成到 OpenClaw** — 是独立代码，和当前运行的系统零连接 4. **部分方法有骨架** — 比如 `memory-system` 里的向量搜索用的是\"余弦相似度实时计算\"（没有真正的向量数据库），`orchestration` 的 CodeExecutor 只是调用了 `exec` 命令的包装 5. **语义召回很简陋** — `SemanticMemory` 下面没有真正的 embedding 模型集成，基本是字符串匹配 --",
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      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:141:141": {
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      "source": "memory",
      "snippet": "User: # OpenClaw Agent OS v2 工程化修复任务 你之前生成的 5 个 TypeScript 包目前仍停留在独立骨架阶段，存在以下问题： 1. 没有测试：5 个包均没有测试文件。 2. 没有依赖安装：缺少 package.json、tsconfig、构建配置、node_modules。 3. 没有集成到 OpenClaw：当前代码与 OpenClaw 主系统没有任何连接。 4. 部分方法只是骨架：例如 CodeExecutor 只是 exec 包装，memory-system 的向量搜索只是实时余弦计算。 5. 语义召回简陋：Se",
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      "dailyCount": 1,
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      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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        "2026-06-05"
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      "conceptTags": [
        "package.json",
        "node-modules",
        "memory-system",
        "openclaw",
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    "memory:memory/.dreams/session-corpus/2026-06-04.txt:142:142": {
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      "source": "memory",
      "snippet": "User: 注册 * tool discovery * tool 调用 * schema 校验 * 调用失败处理 ### observability 测试： * trace 创建 * event 记录 * error 记录 * latency 统计 * task replay 数据结构 ### agent-runtime 测试： * agent 初始化 * planner 调用 * tool 调用 * memory 读取 * execution loop ## 第三阶段：真正接入 OpenClaw 请扫描当前 OpenClaw 主工程，找到： * Age",
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      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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      "conceptTags": [
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        "tool",
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        "处理",
        "observability"
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    },
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      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:143:143",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 143,
      "endLine": 143,
      "source": "memory",
      "snippet": "User: 接口示例： ```ts interface EmbeddingProvider { embed(text: string): Promise<number[]>; embedBatch(texts: string[]): Promise<number[][]>; } ``` ### 2. Vector Store 不要只在内存中实时算余弦相似度。 最低可接受方案： * 抽象 VectorStore 接口 * 实现 InMemoryVectorStore * 预留 Qdrant / Milvus / Chroma adapter 接口示例： `",
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      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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        "2026-06-05"
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      "conceptTags": [
        "embedding",
        "接口",
        "示例",
        "interface",
        "embeddingprovider",
        "embed",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:144:144": {
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      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
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      "source": "memory",
      "snippet": "User: JSONL。 ## 第五阶段：构建最小闭环 Demo 请实现一个真正可运行的 Demo： 用户输入： ```text 分析当前项目结构，找出缺少测试的模块，并生成测试计划。 ``` 执行链路必须经过： ```text Agent Runtime → Planner → MCP Gateway → File System Tool → Memory System → Observability → Final Response ``` 要求： 1. 可以通过命令行运行 2. 可以看到 trace 输出 3. 可以看到 memory 写入 4.",
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      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "gateway",
        "jsonl",
        "第五",
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        "demo",
        "实现",
        "一个"
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    },
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      "source": "memory",
      "snippet": "Assistant: 好，这是一项大工程，6 个阶段，一个一个来。先全量扫描现有代码。",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
        "2026-06-06",
        "2026-06-05"
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        "一项",
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        "阶段",
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        "全量",
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    "memory:memory/.dreams/session-corpus/2026-06-04.txt:146:146": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:146:146",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 146,
      "endLine": 146,
      "source": "memory",
      "snippet": "Assistant: 的 `compile()` 方法支持两种渲染模式： - 标准模式：`_render_memory_blocks_standard()` — XML 标签格式 - Git 模式：`_render_memory_blocks_git()` — 按目录结构渲染（`system/` 前缀的 block 直接注入上下文） 2. **Block as File**: Memory blocks 可以被序列化为 Markdown + YAML frontmatter 文件： - `services/memory_repo/block_markdo",
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      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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        "2026-06-05"
      ],
      "conceptTags": [
        "render-memory-blocks-standard",
        "render-memory-blocks-git",
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        "支持",
        "渲染",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:147:147": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:147:147",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
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      "endLine": 147,
      "source": "memory",
      "snippet": "Assistant: `letta/services/archive_manager.py` | Archive CRUD（创建/删除/绑定Agent） | | `letta/services/passage_manager.py` | Passage CRUD + **向量检索** + 标签过滤 | | `letta/functions/function_sets/base.py:164` | `archival_memory_insert` / `archival_memory_search` | #### 数据结构 ```python # Pass",
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      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "创建/删除/绑定agent",
        "archival-memory-insert",
        "archival-memory-search",
        "letta",
        "services",
        "archive-manager.py",
        "archive",
        "crud"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:148:148": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:148:148",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 148,
      "endLine": 148,
      "source": "memory",
      "snippet": "Assistant: Optional[str], # 时间范围上界 ) ``` > 向量检索支持两种后端：**Native** (pgvector) 和 **TPUF** (外部语义搜索服务)，由 `archive.vector_db_provider` 字段决定。 #### 写入机制 ```python # letta/functions/function_sets/base.py:164 async def archival_memory_insert(content: str, tags: Optional[list[str]]) ``` Age",
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      "dailyCount": 1,
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      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "archive.vector-db-provider",
        "archival-memory-insert",
        "optional",
        "str",
        "时间",
        "范围",
        "向量",
        "检索"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:149:149": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:149:149",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 149,
      "endLine": 149,
      "source": "memory",
      "snippet": "Assistant: Prompt**：所有记忆操作工具（`core_memory_append`, `archival_memory_insert`, `conversation_search` 等）作为 OpenAI function calling / tool definitions 发送给 LLM 2. **LLM 自主决策**：LLM 根据上下文和系统提示中的记忆说明，自主决定： - 何时调用 `conversation_search` 从历史中查找信息 - 何时调用 `archival_memory_insert` 将重要信息归档 - 何时",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "openai",
        "core-memory-append",
        "archival-memory-insert",
        "conversation-search",
        "prompt",
        "所有",
        "记忆",
        "操作"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:150:150": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:150:150",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 150,
      "endLine": 150,
      "source": "memory",
      "snippet": "Assistant: - **Archival Memory** = Disk（容量大，需要 I/O 操作才能访问） - **Recall Memory** = Log（历史消息的全文/语义索引） - **Compaction** = Page Eviction（上下文窗口接近极限时触发压缩，类似 OS 页面置换） - **Agent State** = Process State（Agent 的完整状态，包括所有记忆引用） - **Block Manager** = Memory Manager（管理 Block 的创建、更新、删除） ### 3.6",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "i/o",
        "历史消息的全文/语义索引",
        "3.6",
        "archival",
        "disk",
        "容量",
        "需要",
        "操作"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:151:151": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:151:151",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 151,
      "endLine": 151,
      "source": "memory",
      "snippet": "Assistant: ┌─────────────────────────────────────────┐ │ Level 0: 系统提示 (system prompt) │ ← 固定 + 动态注入（每次 rebuild） │ ├─ 核心身份指令 │ │ ├─ Core Memory Blocks (注入) │ │ └─ Memory Metadata (计数/标签信息) │ ├─────────────────────────────────────────┤ │ Level 1: 上下文窗口内消息 │ ← 滑动窗口 + Compaction │ ├",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "计数/标签信息",
        "level",
        "系统",
        "提示",
        "prompt",
        "固定",
        "动态",
        "注入"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:152:152": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:152:152",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 152,
      "endLine": 152,
      "source": "memory",
      "snippet": "Assistant: LLM 自主执行，没有硬编码的\"重要度判断\"逻辑。** 流程： 1. **上下文感知**：Agent 在推理时看到系统提示中的记忆说明（如 `memgpt_chat.py`：\"Archival memory is infinite size...\"） 2. **工具调用**：LLM 自主决定调用 `archival_memory_insert(content, tags)` 或 `core_memory_append(label, content)` 3. **实时反映**：`core_memory_*` 直接修改 `agent_s",
      "recallCount": 0,
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      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "gpt",
        "memgpt-chat.py",
        "archival-memory-insert",
        "core-memory-append",
        "core-memory",
        "agent-s",
        "llm",
        "自主"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:153:153": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:153:153",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 153,
      "endLine": 153,
      "source": "memory",
      "snippet": "Assistant: \"156 total memories you created are stored in archival memory\" - \"Available archival memory tags: project_x, meeting_notes, research\" --- ## 六、记忆结构：Flat、Graph、Hierarchical 还是 Hybrid？ **Letta 采用 Flat + Hierarchical 的混合结构**： ### Flat 层面 - **Blocks 是扁平的**：每个 Block 有独立的 la",
      "recallCount": 0,
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      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "project-x",
        "meeting-notes",
        "total",
        "memories",
        "created",
        "stored",
        "archival",
        "available"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:154:154": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:154:154",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 154,
      "endLine": 154,
      "source": "memory",
      "snippet": "Assistant: `letta/services/summarizer/compact.py` | 新 compaction 系统（统一入口） | | `letta/services/summarizer/self_summarizer.py` | Claude Code 式自摘要 | | `letta/services/summarizer/summarizer_all.py` | 全量摘要 | | `letta/services/summarizer/summarizer_sliding_window.py` | 滑动窗口摘要 | | `lett",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "letta",
        "services",
        "summarizer",
        "compact.py",
        "compaction",
        "系统",
        "统一",
        "入口"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:155:155": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:155:155",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 155,
      "endLine": 155,
      "source": "memory",
      "snippet": "Assistant: `summarizer_all.py` | | **sliding_window** | 滑动窗口式渐進压缩 | `summarizer_sliding_window.py` | | **self_compact_all** | Agent 用自己的 LLM 做自摘要（Claude Code 风格） | `self_summarizer.py:28` | | **self_compact_sliding_window** | 自摘要 + 滑动窗口 | `self_summarizer.py` | ### 7.3 触发条件 ```py",
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      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "summarizer-all.py",
        "sliding-window",
        "summarizer-sliding-window.py",
        "self-compact-all",
        "self-summarizer.py",
        "self-compact-sliding-window",
        "7.3",
        "窗口"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:156:156": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:156:156",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 156,
      "endLine": 156,
      "source": "memory",
      "snippet": "Assistant: **STATIC_MESSAGE_BUFFER**：消息数超过 limit 时驱逐旧消息，可选异步摘要 - **PARTIAL_EVICT_MESSAGE_BUFFER**：驱逐 30% 消息，将驱逐的消息合并为一条摘要插入上下文 ### 7.6 去重与遗忘 - **无自动去重**：Letta 不做记忆去重——这留给 Agent 的 LLM 判断 - **遗忘**：通过 `core_memory_replace(old, \"\")` 清空内容块，或 `archival_memory_insert` 写入最新事实覆盖旧信息 - **清理",
      "recallCount": 0,
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      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "static-message-buffer",
        "partial-evict-message-buffer",
        "7.6",
        "core-memory-replace",
        "archival-memory-insert",
        "消息",
        "超过",
        "limit"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:157:157": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:157:157",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 157,
      "endLine": 157,
      "source": "memory",
      "snippet": "Assistant: `compile_memory_metadata_block()` — 向 Agent 提示当前有多少记忆、可用标签 | | **Context Compaction** | 🟡 中 | 上下文窗口接近极限时自动触发摘要——小龙可以借鉴触发逻辑，但实现需适配 Markdown 文件 | | **多层记忆体系** | 🟡 中 | Core/Archival/Recall 三层概念可映射为：Markdown 工作区(Core) / Markdown 归档目录(Archival) / 对话历史索引(Recall) | | **Tool",
      "recallCount": 0,
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      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "compile-memory-metadata-block",
        "core/archival/recall",
        "提示",
        "当前",
        "多少",
        "记忆",
        "可用",
        "标签"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:158:158": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:158:158",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 158,
      "endLine": 158,
      "source": "memory",
      "snippet": "Assistant: **Fix server-manager.ts** — import MCPClient from `./client`:",
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      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
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      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "server-manager.ts",
        "fix",
        "server",
        "manager.ts",
        "import",
        "mcpclient",
        "client"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:159:159": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:159:159",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
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      "endLine": 159,
      "source": "memory",
      "snippet": "Assistant: Both packages compile cleanly. Final verification of both:",
      "recallCount": 0,
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      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "both",
        "packages",
        "compile",
        "cleanly",
        "final",
        "verification"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:160:160": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:160:160",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 160,
      "endLine": 160,
      "source": "memory",
      "snippet": "Assistant: 所有 TypeScript 编译错误已修复完毕，两个包均通过 `tsc --noEmit` 验证（exit code 0）。 ## 修复总结 ### orchestration（11 个错误 → 0） | 文件 | 错误 | 修复 | |---|---|---| | `code-executor.ts` | `language/sandbox/timeout` 重复指定 | 构造函数改用 `...config` + `??` 默认值，避免与 required 字段冲突 | | `task.ts` | `Agent` 未从 `./ty",
      "recallCount": 0,
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      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "code-executor.ts",
        "language/sandbox/timeout",
        "task.ts",
        "所有",
        "typescript",
        "编译",
        "错误",
        "修复"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:161:161": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:161:161",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 161,
      "endLine": 161,
      "source": "memory",
      "snippet": "Assistant: 添加 `(c: any)` 标注 | | `adapter.ts` | `adapter/client` 未初始化 | 添加 `!` 非空断言 | | `adapter.ts` | `MCPClient` 用作值但 import type | 改为值导入 | | `adapter.ts` | `toolCache` 在 close() 中不存在 | 改为 `this.adapter?.toolCache?.clear()` | | `adapter.ts` | `toolCache` private 与 interface merg",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "adapter.ts",
        "adapter/client",
        "this.adapter",
        "添加",
        "any",
        "adapter",
        "client",
        "初始"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:162:162": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:162:162",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 162,
      "endLine": 162,
      "source": "memory",
      "snippet": "User: (handler) { const toolStart = Date.now(); try { const toolOutput = await handler(step.toolInput || {}); toolCalls.push({ toolName: step.tool, input: step.toolInput || {}, output: toolOutput, latencyMs: Date.now() - toolStart, }); output = toolOutput; } catch (e) { toolCalls",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "date.now",
        "step.toolinput",
        "toolcalls.push",
        "step.tool",
        "handler",
        "const",
        "toolstart",
        "try"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-04.txt:163:163": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-04.txt:163:163",
      "path": "memory/.dreams/session-corpus/2026-06-04.txt",
      "startLine": 163,
      "endLine": 163,
      "source": "memory",
      "snippet": "User: Date.now() - stepStart, }); break; } } span?.end(); return ctx; } /** Run with observation feedback loop */ async runLoop(goal: string, maxIterations = 3): Promise<ExecutionContext> { let result = await this.execute(goal); for (let iter = 1; iter < maxIterations; iter++) {",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "ecfa2a7911d5"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "date.now",
        "this.execute",
        "stepstart",
        "break",
        "span",
        "end",
        "return",
        "ctx"
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      "snippet": "Assistant: Now writing all configuration and source files:",
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      "snippet": "Assistant: 任务完成。已在 `claw-os-v2/packages/` 下创建了所有指定的配置文件和源文件： ### orchestration/ (4 files) - `package.json`、`tsconfig.json`、`vitest.config.ts`、`README.md` ### memory-system/ (4 files) - `package.json`、`tsconfig.json`、`vitest.config.ts`、`README.md` ### observability/ (4 files) - `p",
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      "snippet": "Assistant: Now let me dive into core source code for each project.",
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      "snippet": "Assistant: Now I have enough detail. Let me write the comprehensive analysis.",
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      "snippet": "Assistant: 分析完成。以下是 5 个项目的核心发现： --- ## 分析结果摘要 ### 1. engram — 单二进制 SQLite+FTS5 - **定位**：Agent 编码记忆，MCP 即插即用 - **架构**：Go 单文件，SQLite + FTS5 全文搜索，19 个 MCP 工具 - **写入**：`topic_key` 幂等命名空间（路径式 key 去重自动升级为 UPDATE）+ 内容 hash 去重 - **召回**：FTS5 BM25 排名搜索（无向量搜索） - **结构**：Flat observations + 6",
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      "snippet": "Assistant: `replay(timestamp)` 时间旅行 - **亮点**：**单文件自包含**——数据+嵌入+索引+元数据全在一个 .mv2 里，文件即数据库，可跨平台移植 - **不适用**：Rust 生态、自定义格式实现复杂度极高、Frame 不可变性致存储膨胀 **源码路径**：`src/memvid/mutation.rs`(WAL/Frame)、`src/memvid/search/api.rs`(搜索)、`MV2_SPEC.md`(格式规范) ### 3. agentmemory — iii 引擎驱动全栈记忆 - **定位**",
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      "snippet": "Assistant: **源码路径**：`src/state/hybrid-search.ts`(三流RRF)、`src/functions/remember.ts`(写入)、`src/functions/graph-retrieval.ts`(图检索) ### 4. cognee — 图原生的记忆控制平面 - **定位**：Agent 共享、持续改进的记忆，理解任意格式数据 - **架构**：Python 三层——Session Cache(短期) + Permanent Graph(长期) + Global Context Index(层级摘要) -",
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      "snippet": "Assistant: ✅ Step 2 完成。SF-03 的 11 模块已删除，83 tests 全绿。 ## Step 3: 精简 Software Factory Core",
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      "snippet": "Assistant: 30/30 全绿。检查其他测试是否受影响：",
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      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
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    },
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      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 160,
      "endLine": 160,
      "source": "memory",
      "snippet": "Assistant: **`tsc --noEmit` — zero errors ✅** Let me verify the tests still pass:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      "recallDays": [
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        "2026-06-05"
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      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 161,
      "endLine": 161,
      "source": "memory",
      "snippet": "Assistant: Now let's run the full Benchmark across all 3 domains:",
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      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "startLine": 162,
      "endLine": 162,
      "source": "memory",
      "snippet": "Assistant: npm install is blocking due to Electron's postinstall binary download. Let me run the benchmark with `--ignore-scripts`:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
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        "blocking",
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    },
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      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 163,
      "endLine": 163,
      "source": "memory",
      "snippet": "Assistant: **3/3 Benchmark PASS ✅** — PetCare, CRM, Inventory all passing. Now let me generate the benchmark report:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
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      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
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        "petcare",
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        "inventory",
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        "passing"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:164:164": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:164:164",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 164,
      "endLine": 164,
      "source": "memory",
      "snippet": "Assistant: ## SF-06 完成 ✅ ### 交付物 | 文件 | 说明 | |------|------| | `scripts/electron-builder-agent.mjs` | Electron Wrapper Builder | | `test/electron-builder-agent.test.mjs` | 67 项单元测试 | | `desktop-benchmark-report.md` | Benchmark 报告 | ### 结果 | 指标 | 结果 | |------|------| | 单元测试 | **67",
      "recallCount": 0,
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      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
        "2026-06-06",
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      ],
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      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:165:165": {
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      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 165,
      "endLine": 165,
      "source": "memory",
      "snippet": "Assistant: `apps/desktop/electron/tray.ts` — 系统托盘 - `apps/desktop/electron/updater.ts` — 自动更新 - `electron-builder.yml` — macOS/Windows/Linux 三平台打包 未修改 SF-03、SF-04、SF-05 的任何文件。",
      "recallCount": 0,
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      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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        "electron-builder.yml",
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        "sf-03",
        "sf-04",
        "sf-05",
        "apps"
      ]
    },
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      "startLine": 166,
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      "source": "memory",
      "snippet": "User: 先同步到我们git仓库",
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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    "memory:memory/.dreams/session-corpus/2026-06-05.txt:167:167": {
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      "source": "memory",
      "snippet": "Assistant: SF-06 文件 + SF-05/SF-04 测试文件都在，一起提交。临时目录加进 .gitignore。",
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      "recallDays": [
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:168:168": {
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      "snippet": "Assistant: 已推送到 `git666.u7f.cn/sawz/16gagent.git` ✅ ``` 25c2a64 ✨ feat: SF-06 Electron Fullstack Wrapper Builder ``` 提交内容： - `scripts/electron-builder-agent.mjs` — 核心 agent - `scripts/fullstack-composer-agent.mjs` — SF-05（补充提交） - `test/electron-builder-agent.test.mjs` — 67 项测试 -",
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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    },
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      "snippet": "Assistant: 会话已保存 ✅ - `memory/daily/2026-06-05.md` — 追加 SF-06 session 完整记录（时间、产出、踩坑、Git commit） - `memory/vault.md` — 追加 SF-06 项目信息（状态/文件/测试/打包能力）",
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      ]
    },
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      "snippet": "Assistant: Let me run a quick functional test with edge cases:",
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      "snippet": "Assistant: Let me also verify all 8 required screen types produce output:",
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      "snippet": "Assistant: All 5 phases are running correctly. Let me confirm the final file listing:",
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    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:173:173": {
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      "source": "memory",
      "snippet": "Assistant: ## Task Complete — SF-03 Phases 6-10 Implemented All 5 modules are created, syntactically valid, and functionally tested. Here's what was built: ### Files Created | File | Phase | Primary Export | Lines | |------|-------|---------------|-------| | `wireframe-spec.mjs`",
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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    },
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      "source": "memory",
      "snippet": "Assistant: fallback) - Each screen: `createWireframeSpec()` with `createLayoutZone()` components (header/body/sidebar/footer/toolbar) + `createComponentSpec()` inventory - Detects screen type by name; handles error status codes; integrates with module tree and flow diagrams ### P",
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    },
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      "source": "memory",
      "snippet": "Assistant: ARIA landmarks/live regions, contrast, touch targets ### Phase 8 — Cross-Platform Matrix - 52 feature capabilities for Desktop/Web/Mobile/Mini Program with status: `supported` / `not-supported` / `alternative-experience` - ERP-specific: barcode scanning, POS, inventory",
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "conceptTags": [
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        "desktop/web/mobile/mini",
        "not-supported",
        "alternative-experience",
        "erp-specific",
        "aria",
        "landmarks"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:176:176": {
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      "snippet": "Assistant: specifications - Spacing: 4→96px scale with named aliases (xs→5xl) and component rules - Grid: 12-column, gutter/margin/maxWidth varying by product type - Breakpoints: 375/768/1024/1440 and all ranges (mobile-only, desktop-and-up, etc.) - Extended: elevation (shadows,",
      "recallCount": 0,
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      ]
    },
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      "startLine": 177,
      "endLine": 177,
      "source": "memory",
      "snippet": "Assistant: per-screen states (loading/empty/error/success) with descriptions - **API Dependencies**: `createAPIDependency()` with inferred endpoints and methods - **Permission Matrix**: `createPermissionEntry()` for CRUD per resource - **Data Model Mapping**: screen-to-entity rel",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
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      ],
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    },
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      "source": "memory",
      "snippet": "Assistant: Fix 1-3 验证通过。再测另外两个之前失败的 case：",
      "recallCount": 0,
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      "totalScore": 0.58,
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "snippet": "User: # PR-31 — Continuous Agent Monitoring 目标： 在不修改 PR-13~30 核心逻辑的前提下，基于 Agent Event Bus 建立 Continuous Agent Monitoring。 使 AgentOps 平台从： 手动分析 → 事件驱动 → 持续监控 升级为： 持续监控 → 自动发现异常 → 自动生成告警 → 自动更新状态 本阶段不修改： * Registry * Adapter * Baseline * Gate * Compatibility * Rotation * Dashboard",
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        "核心",
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    "memory:memory/.dreams/session-corpus/2026-06-05.txt:221:221": {
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      "snippet": "User: test/fixtures/continuous-monitoring/ 输出： continuous-monitoring/ ├── monitoring-report.json ├── monitoring-summary.json ├── monitoring-alerts.json ├── monitoring-trends.json └── monitoring-report.md --- ## 2. Monitoring Snapshot Model 定义： { \"agentId\": \"claw-prod\", \"timestamp",
      "recallCount": 0,
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      "snippet": "User: healthScore 跌幅 > 15% * riskLevel 升级为 high * rollback count 激增 ### Warning 触发任一： * compatibility warning * certification conditionally_ready --- ## 5. Monitoring Alert Engine 生成： { \"alertId\": \"monitor-001\", \"severity\": \"critical\", \"agentId\": \"claw-prod\", \"reason\": \"health_sc",
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      "snippet": "User: critical-monitoring-history.json * rollback-spike-history.json * mixed-monitoring-history.json --- ## 9. Validation Scenarios",
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      "snippet": "Assistant: Let me look at the fixtures and the existing markdown output pattern more closely.",
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      "snippet": "Assistant: Let me now create all the monitoring fixtures first.",
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      "snippet": "Assistant: 4 test failures — let me debug and fix. The issues are: 1. Transition rules (CR-2, HR-2, HR-3) only check latest vs previous, missing transitions in earlier pairs 2. `degradingAgents` count relies on status field instead of trend analysis",
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      "snippet": "Assistant: I need to refactor `evaluateAgentRules` to scan all snapshot pairs for transition rules, and `generateFleetSummary` to use trend data for degrading detection.",
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      "snippet": "Assistant: Now fix `generateFleetSummary` to use trend data for degrading detection:",
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      "snippet": "Assistant: Now update `buildContinuousMonitoring` to pass trends to `generateFleetSummary`:",
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      "snippet": "Assistant: All 65 tests pass. Let me verify the CLI works end-to-end:",
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      "snippet": "Assistant: Everything is working well. Let me clean up and commit:",
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      "snippet": "Assistant: 服务器正常（包含 xiaolong 数据）。静默退出，重置失败计数器。",
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      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
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      "snippet": "Assistant: 同步完成。总结一下结果，写入日记。",
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      "snippet": "Assistant: 同步完成，报告如下。 --- ## GitHub Agent 框架同步报告 — 2026-06-05 10:10 ### 6/6 全部完成 ✅ | 仓库 | 结果 | 大小 | 说明 | |------|------|------|------| | **MetaGPT** | ✅ 已同步 | 36M | FoundationAgents/MetaGPT | | **CrewAI** | ✅ **新增** 🆕 | 71M | 首次同步至 Gitea | | **AutoGen** | ✅ 已同步 | 28M | microsoft",
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    "memory:memory/.dreams/session-corpus/2026-06-05.txt:235:235": {
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      "snippet": "User: [Subagent Context] You are running as a subagent (depth 1/1). Results auto-announce to your requester; do not busy-poll for status. [Subagent Task] ## AP-5: XL Detection & Recursive Split ### Objective 实现 XL Detection 模块。检测 AgentPackage 是否超过 SIZE_LIMITS，若是则递归拆分为子 Package。 #",
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      "snippet": "User: deliverables > 6 - estimatedInputTokens > budgetTokens * 0.9 ### Acceptance Criteria 1. 检测 XL 包 → 递归拆分为子 Package（不超过 Large） 2. 非 XL 包 → 原样返回 3. 空列表 → 返回空 4. 拆分后所有子包通过 XL 检测 5. 边界情况: 最大允许值刚好等于 limit 时不触发 ### Files To Modify 1. `repos/orchestration-engine/src/xl-detector.ts`",
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      "snippet": "Assistant: Now I have full context. Let me create both files.",
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      "snippet": "Assistant: Three issues: (1) `throws` regex doesn't match message (code vs text), (2) dependencies are never split causing infinite recursion, (3) need to split dependencies too. Let me fix both files.",
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      "snippet": "Assistant: All 28 tests pass. Let me do a final review of the output files.",
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      "endLine": 259,
      "source": "memory",
      "snippet": "Assistant: Let me examine the types and module interfaces:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "let",
        "examine",
        "types",
        "module",
        "interfaces"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:260:260": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:260:260",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 260,
      "endLine": 260,
      "source": "memory",
      "snippet": "Assistant: Now I have a clear picture of all APIs. Let me create the CLI file:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "now",
        "clear",
        "picture",
        "all",
        "apis",
        "let",
        "create",
        "cli"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:261:261": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:261:261",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 261,
      "endLine": 261,
      "source": "memory",
      "snippet": "Assistant: I notice a duplicate `loadReflections` definition. Let me fix that:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "notice",
        "duplicate",
        "loadreflections",
        "definition",
        "let",
        "fix"
      ]
    },
    "memory:memory/.dreams/session-corpus/2026-06-05.txt:262:262": {
      "key": "memory:memory/.dreams/session-corpus/2026-06-05.txt:262:262",
      "path": "memory/.dreams/session-corpus/2026-06-05.txt",
      "startLine": 262,
      "endLine": 262,
      "source": "memory",
      "snippet": "Assistant: Now let me update the `package.json`:",
      "recallCount": 0,
      "dailyCount": 1,
      "groundedCount": 0,
      "totalScore": 0.58,
      "maxScore": 0.58,
      "firstRecalledAt": "2026-06-05T19:00:00.119Z",
      "lastRecalledAt": "2026-06-05T19:00:00.119Z",
      "queryHashes": [
        "d131cc37f49c"
      ],
      "recallDays": [
        "2026-06-06",
        "2026-06-05"
      ],
      "conceptTags": [
        "package.json",
        "now",
        "let",
        "update"
      ]
    },
    "memory:memory/daily/2026-06-02.md:1:36": {
      "key": "memory:memory/daily/2026-06-02.md:1:36",
      "path": "memory/daily/2026-06-02.md",
      "startLine": 1,
      "endLine": 36,
      "source": "memory",
      "snippet": "# 2026-06-02 — GitHub 9 仓库安装 + 记忆系统升级 ## 第一阶段：同步到 Gitea ⏰ 04:11 9 个仓库已同步到 [https://git666.u7f.cn/Github/](https://git666.u7f.cn/Github/)： - ✅ context-mode / semble / codebase-memory-mcp / TencentDB-Agent-Memory - ✅ openclaw-auto-dream / gigabrain / agents-best-practices / SkillClaw / total-recall - ⚠️ codebase-memory-mcp 精简版（移除 1.1GB vendored tree-sitter grammars） ## 第二阶段：安装 🔧 04:15-04:18 | 工具 | 状态 | 路径 | |------|------|------| | codebase-memory-mcp | ✅ 安装 | `~/.local/bin/` | | context-mode | ✅ npm 安装 | `/opt/homebrew/bin/context-mode` | | semble | ✅ uv 安装 | `~/.local/bin/semble` | | TencentDB-Agent-Memory | ✅ 已装（原已启用） | OpenClaw 插件 v0.3.6 | | MCP 配置 | ✅ 已写入 | 3 个服务已注册 | ## 第三阶段：源码研读",
      "recallCount": 1,
      "dailyCount": 0,
      "groundedCount": 0,
      "totalScore": 0.36451931595802306,
      "maxScore": 0.36451931595802306,
      "firstRecalledAt": "2026-06-05T21:31:18.986Z",
      "lastRecalledAt": "2026-06-05T21:31:18.986Z",
      "queryHashes": [
        "e847d7349c94"
      ],
      "recallDays": [
        "2026-06-06"
      ],
      "conceptTags": [
        "git666.u7f.cn/github",
        "context-mode",
        "codebase-memory-mcp",
        "tencentdb-agent-memory",
        "openclaw-auto-dream",
        "agents-best-practices",
        "total-recall",
        "1.1gb"
      ]
    },
    "memory:memory/daily/2026-06-05.md:565:588": {
      "key": "memory:memory/daily/2026-06-05.md:565:588",
      "path": "memory/daily/2026-06-05.md",
      "startLine": 565,
      "endLine": 588,
      "source": "memory",
      "snippet": "- Audit Log（append-only, immutable, responseId 去重） - Remediation Plan（9 个定制模板 + 通用回退） - Fleet Response Summary **PR-34 核心**：Incident Management & Recovery Center - Incident Lifecycle（open→investigating→recovering→resolved→closed） - 严格状态流转验证（非法跳转拒绝） - Recovery Tracking（0-100%, 100% 自动 resolved） - MTTR 自动计算 - Repeat Offender 检测（≥3 次） - Recovery Recommendation Engine（9 个 source 模板） - Fleet Incident Summary（6 维度） **全量回归**：270/270 tests ✅（6 模块） **PR-35 核心**：Agent Runtime Layer v2（完整重写） - 10 个文件（+7 src, +1 script, +1 test, +1 doc），3254 行 - Domain Model：Task/SubTask/ExecutionPlan/ExecutionStep/ExecutionResult/Artifact/Risk/GateDecision/CertificationResult/Observation/Metric - State Machine：10 ta",
      "recallCount": 2,
      "dailyCount": 0,
      "groundedCount": 0,
      "totalScore": 0.735984843969345,
      "maxScore": 0.3809023469686508,
      "firstRecalledAt": "2026-06-05T22:45:32.170Z",
      "lastRecalledAt": "2026-06-05T22:45:32.182Z",
      "queryHashes": [
        "b4acec8a5719",
        "69aba0f3fd43"
      ],
      "recallDays": [
        "2026-06-06"
      ],
      "conceptTags": [
        "append-only",
        "pr-34",
        "0-100",
        "270/270",
        "pr-35",
        "audit",
        "log",
        "append"
      ]
    },
    "memory:memory/daily/2026-06-05.md:762:794": {
      "key": "memory:memory/daily/2026-06-05.md:762:794",
      "path": "memory/daily/2026-06-05.md",
      "startLine": 762,
      "endLine": 794,
      "source": "memory",
      "snippet": "**Model:** xiaomi-coding/mimo-v2.5-pro **Channel:** webchat ### 流程 1. 建立 `scripts/domain-benchmark.mjs` — 10 领域自动化 benchmark 2. 首次运行: 10/10 Generate, 0/10 Build (两个系统性 bug) 3. 修复 5 个 P0 bug: - **P0-1 Frontend 路径**: `src/app/` → `app/`, tsconfig paths, tailwind content - **P0-2 Backend UserInput**: generateTypes 跳过 User 导致 CreateUserInput 缺失 - **P0-3 DDL 约束泄露**: PRIMARY KEY 行被当成 TS interface 字段 - **P0-4 JSX 模板错误**: fallback page 三元表达式 `{}` 嵌套错误 - **P0-5 类型单数化**: `Albums` → `Album`, hooks 改用 `Record<string, unknown>` 4. 最终运行: **10/10 Generate + 10/10 Build + 10/10 CRUD + 10/10 Auth** ### 最终结果 ``` ╔══════════════════════════════════════════════╗ ║ 10/10 Generate PASS ✅",
      "recallCount": 1,
      "dailyCount": 0,
      "groundedCount": 0,
      "totalScore": 0.37724248766899104,
      "maxScore": 0.37724248766899104,
      "firstRecalledAt": "2026-06-05T22:45:32.182Z",
      "lastRecalledAt": "2026-06-05T22:45:32.182Z",
      "queryHashes": [
        "69aba0f3fd43"
      ],
      "recallDays": [
        "2026-06-06"
      ],
      "conceptTags": [
        "xiaomi-coding/mimo-v2.5-pro",
        "scripts/domain-benchmark.mjs",
        "10/10",
        "0/10",
        "p0-1",
        "src/app",
        "p0-2",
        "p0-3"
      ]
    },
    "memory:memory/daily/2026-06-05.md:731:769": {
      "key": "memory:memory/daily/2026-06-05.md:731:769",
      "path": "memory/daily/2026-06-05.md",
      "startLine": 731,
      "endLine": 769,
      "source": "memory",
      "snippet": "- 清理 release-history, reliability-center, reports 目录 6. **结果验证**：336 SF 管道测试全绿，npm test 12/12 ✅ ### 当前最小闭环 ``` 一句话 → SF-01(PRD) → SF-02(需求包) → SF-03(前端 Next.js) ``` 217 管道测试 + 32 frontend-builder 测试 = 249 tests 验证 ### 进化分析结论 OpenClaw-Evolution-Plan 里的 P0-P3（压缩、风险评分、配置、代码图谱、编排）都是基础设施，不直接产出软件。 红尘需要的是：在现有 SF 管道上直接加 backend/android/ios/miniprogram/electron builder agent。 每个 agent = 一个 script，输入 SF-02 需求 JSON，输出可运行项目。frontend-builder-agent.mjs 已验证此模式。 ### 代码统计 | 瘦身前 | 瘦身后 | 变化 | |--------|--------|------| | 67 源文件 | 63 源文件 | -4 | | 70 脚本 | 24 脚本 | -46 | | 52 文档 | 8 文档 | -44 | | 删除 | 29885 行 | - | Git: 4 次提交（SF-02 → SF-03删除 → Core精简 → 中量瘦身） ## Domain Benchmark Suite v2 完成 (13:30 ~ 15:",
      "recallCount": 1,
      "dailyCount": 0,
      "groundedCount": 0,
      "totalScore": 0.3770815402269363,
      "maxScore": 0.3770815402269363,
      "firstRecalledAt": "2026-06-05T22:45:32.182Z",
      "lastRecalledAt": "2026-06-05T22:45:32.182Z",
      "queryHashes": [
        "69aba0f3fd43"
      ],
      "recallDays": [
        "2026-06-06"
      ],
      "conceptTags": [
        "release-history",
        "reliability-center",
        "12/12",
        "sf-01",
        "sf-02",
        "sf-03",
        "next.js",
        "frontend-builder"
      ]
    },
    "memory:memory/daily/2026-06-01.md:1:32": {
      "key": "memory:memory/daily/2026-06-01.md:1:32",
      "path": "memory/daily/2026-06-01.md",
      "startLine": 1,
      "endLine": 32,
      "source": "memory",
      "snippet": "# 2026-06-01 日志 ## 重要事件 **🧊 缓存系统优化** 🔥 → ✅ - 根因：MEMORY.md 在 OpenClaw 缓存线以上，每次修改（256行/11KB）→ DeepSeek KV Cache 全废 - 方案：一刀劈开 MEMORY.md - MEMORY.md 瘦身到 54 行 / 2KB — 仅保留身份/用户画像/工程范式/时间规则 - 新建 memory/vault.md — 放决策/项目/工具环境/伙伴系统（不在缓存线以上） - 建立缓存稳定性规则（见 MEMORY.md > 缓存稳定性规则） - 新增规则：自动记忆优先写 daily/ → 积累后提炼到 vault.md → 尽量不动 MEMORY.md **时间幻觉修复** 🐛 → ✅（延续） **搜索迁移 DuckDuckGo 复活** 🔍 ✅（延续） **iKuuuVPN 端口** 12002（今天 VPN 不在线） ## 缓存稳定性记录 | 文件 | 位置 | 行数 | 大小 | 修改频率 | |------|------|------|------|---------| | MEMORY.md | 缓存线上 | 54 | 2KB | 极低（锁死） | | AGENTS.md | 缓存线上 | 220 | 8KB | 极低 | | SOUL.md | 缓存线上 | 60 | 2.6KB | 极低 | | IDENTITY.md | 缓存线上 | 45 | 1.4KB | 极低 | | USER.md | 缓存线上 | 18 | 436B | 极低 | | T",
      "recallCount": 1,
      "dailyCount": 0,
      "groundedCount": 0,
      "totalScore": 0.3983216792345047,
      "maxScore": 0.3983216792345047,
      "firstRecalledAt": "2026-06-05T23:08:53.388Z",
      "lastRecalledAt": "2026-06-05T23:08:53.388Z",
      "queryHashes": [
        "9273bbc2a0eb"
      ],
      "recallDays": [
        "2026-06-06"
      ],
      "conceptTags": [
        "memory.md",
        "256行/11kb",
        "仅保留身份/用户画像/工程范式/时间规则",
        "memory/vault.md",
        "放决策/项目/工具环境/伙伴系统",
        "vault.md",
        "agents.md",
        "soul.md"
      ]
    },
    "memory:memory/daily/2026-06-01.md:25:62": {
      "key": "memory:memory/daily/2026-06-01.md:25:62",
      "path": "memory/daily/2026-06-01.md",
      "startLine": 25,
      "endLine": 62,
      "source": "memory",
      "snippet": "| USER.md | 缓存线上 | 18 | 436B | 极低 | | TOOLS.md | 缓存线上 | 40 | 1.2KB | 极低 | | HEARTBEAT.md | 缓存线下 | — | — | 随意 | | vault.md | 不注入 | 70 | 2.5KB | 中 | | daily/ | 不注入 | — | — | 中 | 总计缓存线上：~17.5KB 稳定前缀。恢复前为 ~44KB（含 11KB MEMORY 动态部分）。 ## 缓存优化 第三轮（团子 + 小龙联合） **AGENTS.md 瘦身** 220行 → 47行 (75%↓) - Group Chats 70行 → 12行 - Heartbeats 60行 → 3行 - 删掉 Voice Storytelling / Platform Formatting / Memory Maintenance 详细步骤 - 新增缓存稳定性告警 **SOUL.md 压缩** 60行 → 19行 (66%↓) - 合并冗余段落为短句 **IDENTITY.md 压缩** 45行 → 14行 (68%↓) - 进化记录表移到 vault.md - 性格特质从ASCII图 → 纯文本 **TOOLS.md 精简** 40行 → 15行 (59%↓) - 删除源码分析步骤、环境恢复脚本 ## 最终效果 | 指标 | 优化前 | 优化后 | 降幅 | |------|--------|--------|------| | MEMORY.md | 256行/11KB | 54行/2.1KB | 79",
      "recallCount": 1,
      "dailyCount": 0,
      "groundedCount": 0,
      "totalScore": 0.3944460481405258,
      "maxScore": 0.3944460481405258,
      "firstRecalledAt": "2026-06-05T23:08:53.388Z",
      "lastRecalledAt": "2026-06-05T23:08:53.388Z",
      "queryHashes": [
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      ],
      "recallDays": [
        "2026-06-06"
      ],
      "conceptTags": [
        "user.md",
        "tools.md",
        "1.2kb",
        "heartbeat.md",
        "vault.md",
        "2.5kb",
        "17.5kb",
        "agents.md"
      ]
    }
  }
}
