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

4.4 KiB
Raw Blame History

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 ⚠️ ⚠️ 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.