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LLM token logprobs and calibration. Per-decision confidence, ECE, Brier, reliability diagrams, low-confidence triage.
Analyze LLM token logprobs and calibration. Use for per-decision confidence, ECE, Brier scores, reliability diagrams, and low-confidence triage.
回顾最近 N 天的 Claude Code 使用记录——扫描原始会话数据,按主题分组汇总"我都做了什么",并从个人操作系统视角输出模式、风险与增删建议。当用户说 /recap、"看看我这几天做了什么"、"回顾一下我最近的会话"、"这两天我用 claude 干了啥"、"活动回顾" 时使用。
基于 SOC 职业分类
正在显示 SKILL.md
| name | collaboration-check |
| description | Create or update a RACI and stakeholder consultation validation |
This skill supports three modes: Create, Update, and Find.
| Signal | Mode | Confidence |
|---|---|---|
| "update", "recheck", "add stakeholders" in input | UPDATE | 100% |
| File path provided | UPDATE | 100% |
| "create", "new", "validate" in input | CREATE | 100% |
| "find", "search", "list" | FIND | 100% |
| "the collaboration check", "our RACI" | UPDATE | 85% |
| Just decision/initiative | CREATE | 60% |
Threshold: ≥85% auto-proceed | 70-84% state assumption | <70% ask user
CREATE: Generate complete new collaboration check using template below.
UPDATE:
FIND: Check registry, then search user's folders for collaboration checks.
Validate stakeholder consultation and RACI clarity for a decision or initiative, enforcing Principle #6 (Collaborative Excellence).
Cross-phase - This skill validates collaborative excellence at any phase, especially before Phase 2 decisions and Phase 3 commitments.
Collaborative Excellence means the right people provide input at the right time. This skill validates that stakeholders were properly consulted, RACI is clear, and no one will be surprised by the decision.
# Collaboration Check: [Subject]
**Date**: [Date]
**Subject**: [Decision/Initiative being validated]
**Current V2V Phase**: [Phase 1-6]
**Decision Owner**: [Name/Role - the "A" in RACI]
## RACI Matrix
| Stakeholder | Role | RACI | Consulted? | Input Incorporated? |
|-------------|------|------|------------|---------------------|
| [Name/Role] | [Function] | A (Accountable) | N/A | N/A |
| [Name/Role] | [Function] | R (Responsible) | Yes/No | Yes/No/Partial |
| [Name/Role] | [Function] | C (Consulted) | Yes/No | Yes/No/Partial |
| [Name/Role] | [Function] | C (Consulted) | Yes/No | Yes/No/Partial |
| [Name/Role] | [Function] | I (Informed) | Pending | N/A |
### RACI Definitions
- **A (Accountable)**: Single person who can say yes/no - there must be exactly ONE
- **R (Responsible)**: People doing the work
- **C (Consulted)**: People whose input should be sought before deciding
- **I (Informed)**: People who need to know after deciding
## Stakeholder Consultation Audit
### Who Should Have Been Consulted?
| Stakeholder | Why Their Input Matters | Was Consulted? | Input Summary |
|-------------|-------------------------|----------------|---------------|
| [Role/Name] | [Impact on their area] | Yes/No | [Brief summary or "Not consulted"] |
| [Role/Name] | [Impact on their area] | Yes/No | [Brief summary or "Not consulted"] |
| [Role/Name] | [Impact on their area] | Yes/No | [Brief summary or "Not consulted"] |
### Consultation Quality
| Stakeholder | Timing | Method | Adequate? |
|-------------|--------|--------|-----------|
| [Role] | [Early/Mid/Late/Not at all] | [Meeting/Async/Doc review] | [Yes/No] |
| [Role] | [Timing] | [Method] | [Yes/No] |
## Impact Analysis
### Who Is Affected By This Decision?
| Affected Party | How Affected | Severity | Were They Consulted? |
|----------------|--------------|----------|---------------------|
| [Team/Function] | [Description of impact] | High/Med/Low | Yes/No |
| [Team/Function] | [Description of impact] | High/Med/Low | Yes/No |
| [Customer segment] | [Description of impact] | High/Med/Low | Yes/No |
### Surprise Risk Assessment
**Will anyone be surprised by this decision?**
| Stakeholder | Surprise Risk | Reason | Mitigation |
|-------------|---------------|--------|------------|
| [Role/Team] | High/Med/Low | [Why they might be surprised] | [How to address] |
| [Role/Team] | High/Med/Low | [Reason] | [Mitigation] |
| Dependency | Owner | Consulted? | Commitment Obtained? |
|------------|-------|------------|---------------------|
| [Engineering capacity] | [Name] | Yes/No | Yes/No |
| [Marketing support] | [Name] | Yes/No | Yes/No |
| [Sales readiness] | [Name] | Yes/No | Yes/No |
| [Support preparation] | [Name] | Yes/No | Yes/No |
| Stakeholder | Method | When | Owner |
|-------------|--------|------|-------|
| [Role] | [Meeting/Doc/Async] | [Timing] | [Who will reach out] |
| Stakeholder | Method | When | Owner |
|-------------|--------|------|-------|
| [Role] | [Email/Meeting/Announcement] | [Timing] | [Who will communicate] |
[ ] Exactly ONE person is Accountable
[ ] All Responsible parties are identified
[ ] All necessary Consulted parties are listed
[ ] Informed parties are identified for post-decision
[ ] Consulted parties were engaged BEFORE decision was made
[ ] Input was genuinely considered (not just checkbox)
[ ] Disagreements were documented and addressed
[ ] Timing was appropriate (not too late)
[ ] No high-impact stakeholder will be surprised
[ ] Cross-functional dependencies have been discussed
[ ] Commitments from other teams are explicit
[ ] Multiple "Accountable" parties (must be exactly one)
[ ] Key stakeholders consulted after decision was made
[ ] Affected parties not in RACI at all
[ ] "Consulted" but input was ignored without explanation
[ ] Dependencies assumed without explicit commitment
: [Strong/Adequate/Weak]
: [Why this assessment]
[Stakeholder to consult before proceeding]
[RACI clarification needed]
[Communication action required]
Immediately flag if:
/decision-record/commitment-check/decision-record - Should include stakeholders consulted/handoff - Context for delegation/stakeholder-brief - Communication to stakeholders"Collaboration doesn't mean consensus. It means the right people had input at the right time, and no one is surprised."