assistant-claw/atlas/skills/claw-boss-distiller/demo/OUTPUT/run-summary.md
Vega (Atlas scaffolding) ce9f27320a Add Atlas profile under atlas/ — boss-perspective project execution radar
This adds the full Atlas (总助 Claw / 老板视角项目执行雷达) scaffolding as a
sibling profile to the existing Vega general-purpose assistant. All Atlas content
lives under atlas/ to keep the existing top-level skeleton intact.

What's included:

- atlas/IDENTITY.md, SOUL.md, USER.md, AGENTS.md, MEMORY.md, BOOTSTRAP.md,
  HEARTBEAT.md, TOOLS.md (+ zh-CN mirrors) — full OpenClaw 8-piece set
  matching the zero-cca convention
- atlas/skills/ — 6 sub-skills with frontmatter:
  claw-email-parser / claw-project-tracker / claw-people-observer /
  claw-customer-radar / claw-boss-distiller / claw-report-writer
- atlas/skills/claw-boss-distiller/ — adapter notes for nuwa-skill, 5-layer
  boss_skill seed template (23 rules across Expression DNA / Mental Models /
  Decision Heuristics / Anti-Patterns / Honest Boundaries), and a complete
  synthetic distillation demo (10 input emails -> validated 5-layer output)
- atlas/mcp-tools/email-extractor/ — Python implementation of stages 1-3
  (fetch + decode + dequote), 7 pytest tests passing, CLI: atlas-extract
- atlas/state-schemas/ — formal JSON schemas for project / person / customer
  cards with the no-employee-rating hard constraint baked in
- atlas/client-deck/ — 2-page client-facing pitch document
- autopilots/atlas-*.yaml — 5 autopilot configs (daily / weekly / monthly /
  quarterly + andon event-triggered) for a future Multica-side scheduler

Notes:

- nuwa-skill (MIT, https://github.com/alchaincyf/nuwa-skill) NOT vendored;
  fetch at deploy time via instructions in
  atlas/skills/claw-boss-distiller/upstream/README.md
- Vega-side prompts/skills/tools/autopilots/docs scaffold left untouched
- Top-level README.md updated with a brief Atlas pointer; rest preserved
2026-05-09 17:00:29 +08:00

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# Distillation Run Summary — DEMO
| Field | Value |
|---|---|
| Run ID | demo-2026-05-09 |
| Boss | 王总 (fictional) |
| Input source | `demo/INPUT/` (10 outgoing emails) |
| Time window | 2026-04-22 ~ 2026-05-04 (13 days) |
| Pipeline version | claw-boss-distiller v0.1 (adapted from nuwa-skill) |
| Output | `demo/OUTPUT/boss_skill.demo.md` |
| Status | DEMO — not for production use |
---
## Stage 0 — Bucket Sort
| Bucket | Emails | Notes |
|---|---|---|
| B1 Outgoing-by-intent: 催办 | #1 | |
| B1 Outgoing-by-intent: 决策 | #2, #4 | |
| B1 Outgoing-by-intent: 表扬 | #3 | |
| B1 Outgoing-by-intent: 转交 | #5 | |
| B1 Outgoing-by-intent: 否决 | #4 (overlap) | |
| B2 Mid-thread interventions | #6 | |
| B3 Short replies (<50w) | #9, #2 (partial) | |
| B4 Long replies (>200w) | #10 | |
| B5 Pressure threads | #7 | |
| B6 Closing threads | #8 | |
| Total bucketed | 10/10 | 100% (no failed extractions) |
## Stage 1 — Candidate Pattern Generation
Total candidate patterns generated: **17**
| Type | Count | Note |
|---|---|---|
| Candidate mental models | 6 | Per nuwa methodology, must clear triple verification |
| Candidate decision heuristics | 11 | Looser bar — single domain occurrence acceptable if generative |
## Stage 2 — Triple Verification (Mental Models)
| Candidate | Cross-domain | Generative | Exclusive | Decision |
|---|---|---|---|---|
| 主要矛盾优先 (数字阈值) | ✅ #4, #10 (产品 + 战略) | ✅ 可推断新场景 | ✅ 不是所有老板这么想 | **PROMOTED → M-01** |
| 责任要落到一个人 | ✅ #1, #5, #7, #8 (4 域) | ✅ | ✅ | **PROMOTED → M-02** |
| 用数据替代感觉 | ⚠️ 仅 #4, #10 (2 域,边缘) | ✅ | ✅ | **PROMOTED → M-03** (低置信,标 medium) |
| 客户面前不批评内部 | ❌ 仅 #7 | ✅ | ✅ | **DEMOTED → AP-03** |
| 全员表扬复用经验 | ❌ 仅 #3 | ⚠️ 弱 | ⚠️ | **DEMOTED → R-08** |
| 邮件 ping-pong > 3 轮 → 开会 | ❌ 仅 #6 | ✅ | ✅ | **DEMOTED → R-05** |
→ 3 mental models confirmed (M-01, M-02, M-03), 3 demoted to lower layers.
## Stage 3 — Decision Heuristics Compilation
10 heuristics finalized (R-01 ~ R-10), each with at least one specific email citation. All status `draft`.
## Stage 4 — Expression DNA Extraction
5 stylistic patterns extracted (E-01 ~ E-05). Detected from frequency in the 10 emails:
- 短句 (E-01): 7 emails ≤ 50 字 → 强信号
- 无敬语 (E-02): 8 内部邮件均无 → 强信号
- 命令词库 (E-03): "选 B" / "打住" / "结案" / "不做" / "知道了" 各出现 1 次 → 候选词库
- 数字密度 (E-04): 平均每封 2.4 个数字 → 强信号
- 截止时间 (E-05): 9/10 邮件含具体时间窗 → 强信号
## Stage 5 — Anti-Patterns + Honest Boundaries
- 4 anti-patterns extracted (AP-01 ~ AP-04)
- 4 honest boundaries (HB-01 ~ HB-04, mostly inherited from SOUL.md)
## Stage 6 — Phase 4 Validation
| Test | Result |
|---|---|
| Sanity check (3 known) | 2 ✅, 1 n/a (demo limitation) |
| Edge case (1 unseen) | Predicted action is plausible, marked confidence "medium" |
| Voice check (100 字试写) | 4/4 stylistic markers matched |
**Pipeline passes 70% threshold for V0 demo. Eligible for boss audit.**
## Honest Caveats
1. **Sample size:** 10 emails is far below the W1 production target of ~2400 (6 months @ 20/day). Real distillation produces richer Expression DNA (more signature phrases) and at least 30 decision heuristics.
2. **Single boss tone:** This demo's "王总" deliberately written in a punchy, command-driven style to make patterns visible. Real bosses may have noisier, less easily distillable styles. M-03 (数据替代感觉) being only 2-domain is a realistic edge case in V0.
3. **No alias / domain merging:** Demo skips the email-extractor stages 17; assumes already-cleaned canonical Email JSON.
4. **No boss audit:** Real workflow requires boss review before any rule transitions to `confirmed`. This demo output is `draft` for all rules.
## Next Steps in Real Deployment
1. Run W1 IMAP pull → email-extractor → 6 buckets populated for real
2. Run claw-boss-distiller with this same logic over 6 months of corpus
3. Schedule boss audit session in W2; collect per-rule keep/edit/drop decisions
4. Bump confirmed rules to `status: confirmed`; archive seed defaults
5. Run claw-report-writer with this `boss_skill.md` for first daily Brief
---
_Generated by `claw-boss-distiller` demo run 2026-05-09._