技能创建器
skill-creator
创建、改进和评估自定义技能,把专业流程转化为可重复使用的 AI 能力。
evolve-team【数据与研究】Evolve an existing team composition by refining its structure in-place or creating a specialized variant. Covers assessing the current team against template and coordination patterns, gathering evolution requirements, choosing scope (adjust members, change coordination pattern, split/merge teams), applying changes to the team file and CONFIG block, u…
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改、重構、或造以 create-team 所造團之專變體。此術司團生之維:按模板與協調模評缺、施針對改於構與流、升版、保 registry 與互引同步。
r-package-review 與 r-package-review-security-focused)teams/r-package-review.md)讀團文並按團模板(teams/_template.md)評各節:
| Section | What to Check | Common Issues |
|---|---|---|
| Frontmatter | All required fields (name, description, lead, version, author, coordination, members[]) | Missing tags, stale version, wrong coordination |
| Purpose | Clear multi-agent justification (at least two distinct specialties) | Could be handled by a single agent |
| Team Composition | Table matches frontmatter members, no overlapping responsibilities | Stale table, duplicated focus areas |
| Coordination Pattern | Matches actual workflow, ASCII diagram present | Wrong pattern for the workflow |
| Task Decomposition | Phased breakdown with concrete tasks per member | Vague tasks, missing phases |
| CONFIG Block | Valid YAML between markers, matches frontmatter and prose | Out of sync, missing blocked_by, invalid YAML |
| Usage Scenarios | 2-3 realistic activation prompts | Placeholder text |
| Limitations | 3-5 honest constraints | Missing or too generic |
| See Also | Valid links to member agents, related teams, guides | Stale links |
# Read the team file
cat teams/<team-name>.md
# Verify all member agents still exist
grep "id:" teams/<team-name>.md | while read line; do
agent=$(echo "$line" | grep -oP '(?<=id: )[\w-]+')
grep "id: $agent" agents/_registry.yml || echo "MISSING: $agent"
done
# Check if the team is referenced by any guide
grep -r "<team-name>" guides/*.md
得: 按節組之具體缺、弱、或改機之列。
敗則: 若團文不存或無 frontmatter,此技不適——當用 create-team 從頭造。
識並類演之因:
| Trigger | Example | Typical Scope |
|---|---|---|
| User feedback | "Reviews take too long, agents duplicate effort" | Sharpen responsibilities or change pattern |
| New agent available | api-security-analyst agent was created | Add member |
| Agent evolved | code-reviewer gained new skills | Update member responsibilities |
| Agent removed | deprecated-agent was retired | Remove member, reassign tasks |
| Coordination mismatch | Sequential team has independent subtasks | Change to parallel |
| Scope expansion | Team needs to cover deployment, not just review | Add member or create variant |
| Team too large | 6+ members causing coordination overhead | Split into two teams |
| Team too small | Single member does most of the work | Merge with another team or add members |
編前記具體改:
- Frontmatter: add new member `api-security-analyst` with role "API Security Reviewer"
- Team Composition: add row to composition table
- Task Decomposition: add API security review tasks to execution phase
- CONFIG block: add member and tasks entries
- See Also: add link to new agent file
得: 具體改之列,各映團文某節。
敗則: 若改不明,進前請用戶澄。模糊演目生模糊改。
用此決表定就地改或造變體:
| Criteria | Refinement (in-place) | Specialized Variant (new team) |
|---|---|---|
| Team ID | Unchanged | New ID: <team>-<specialty> |
| File path | Same .md file | New file in teams/ |
| Version bump | Patch or minor | Starts at 1.0.0 |
| Coordination | May change | May differ from original |
| Registry | Update existing entry | New entry added |
| Original team | Modified directly | Left intact, gains See Also cross-reference |
改:調員、銳職、修 CONFIG、易協調模時擇。團保其身。
變體:演後事顯異用例、需異協調、或異眾時擇。原留供舊用例。
加範決:
| Situation | Action |
|---|---|
| Team has 6+ members and is slow | Split into two focused teams |
| Two teams of 2 cover adjacent domains | Merge into one team of 3-4 |
| Team's coordination pattern is wrong | Refinement — change pattern in-place |
| Team needs entirely different lead | Refinement if lead exists; create agent first if not |
得: 明決——改、變、分、或合——附理。
敗則: 不確時默改。分合團衝爆大,宜與用戶確。
直編團文。諸引團構之節保一:
members[]:加、去、或更員條(各附 id、role、responsibilities)members 與 tasks 以合(見五步)循此編則:
grep "id: agent-name" agents/_registry.yml# Copy the original as a starting point
cp teams/<team-name>.md teams/<team-name>-<specialty>.md
# Edit the variant:
# - Change `name` to `<team-name>-<specialty>`
# - Update `description` to reflect the specialized scope
# - Adjust `coordination` pattern if needed
# - Reset `version` to "1.0.0"
# - Modify members, tasks, and CONFIG block for the specialized use case
# - Reference the original in See Also as a general-purpose alternative
得: 團文(改或新變體)過第一步之評清單,諸節內一致。
敗則: 若編破內一(如 CONFIG 列一非 frontmatter 之員),較 frontmatter members[] 與 Team Composition 表、Task Decomposition、CONFIG 以尋失配。
譯存時必需。 此步適人與 AI 二者。勿略——陳
source_commit致npm run validate:translations於諸 locale 生誤陳警。
察演團是否有譯並更譯以映新源態:
# Check for existing translations
ls i18n/*/teams/<team-name>.md 2>/dev/null
npm run validate:translations
source_commit:npm run check:fence-propagation -- --id <team-name>
node tools/provenance-field.mjs --field fence_basis_commit --set $(git rev-parse --short HEAD) <mirror paths>
evolve(<team-name>): <description of changes>
Translations flagged for re-sync: de, zh-CN, ja, es
Changed sections: <list sections that changed>
npm run translation:status
無須行。進第五步。
新變體之譯延至變體穩(1-2 版)。變體改至少一次後方加譯。
得: 諸譯文 source_commit 更至當提交。npm run translation:status 出 0。
敗則: 若 sed 不配 frontmatter 域,手開譯文驗其 YAML frontmatter 含 source_commit。若缺,以 npm run translate:scaffold -- teams <team-name> <locale> 再造。
<!-- CONFIG:START --> 與 <!-- CONFIG:END --> 間之 CONFIG 塊須與述諸節同。任何員或任改後:
members 中每 agent 合 frontmatter 之員tasks 中每 assignee 合某員員 idblocked_by 依team:
name: <team-name>
lead: <lead-agent>
coordination: <pattern>
members:
- agent: <agent-id>
role: <role-title>
subagent_type: <agent-id>
tasks:
- name: <task-name>
assignee: <agent-id>
description: <one-line>
- name: synthesize-results
assignee: <lead-agent>
description: Collect and synthesize all member outputs
blocked_by: [<prior-task-names>]
得: CONFIG YAML 有效,諸員與任與文餘同,blocked_by 成有效 DAG。
敗則: 獨解 CONFIG YAML 尋語誤。交察每 assignee 於 members 列。
於 frontmatter 升 version,循語義版:
| Change Type | Version Bump | Example |
|---|---|---|
| Wording fix, See Also update | Patch: 1.0.0 → 1.0.1 | Fixed stale agent link |
| New member added, tasks revised | Minor: 1.0.0 → 1.1.0 | Added security-analyst member |
| Coordination pattern changed, team restructured | Major: 1.0.0 → 2.0.0 | Changed from hub-and-spoke to parallel |
亦更:
updated 日為當tags 若團之域覆易description 若團目實異coordination 若模易得: Frontmatter version 與 updated 映改之大與日。新變體始於 "1.0.0"。
敗則: 若忘升版,下演無法辨當態與前。提交前必升。
更 teams/_registry.yml 中既條以合改後 frontmatter:
# Find the team's registry entry
grep -A 10 "id: <team-name>" teams/_registry.yml
更 description、lead、members、coordination 以合團文。無計改。
於 teams/_registry.yml 加新團:
- id: <team-name>-<specialty>
path: <team-name>-<specialty>.md
lead: <lead-agent>
members: [agent-1, agent-2, agent-3]
coordination: <pattern>
description: One-line description of the specialized variant
然後:
total_teams運 README 自動:
npm run update-readmes
得: Registry 條合團文 frontmatter。npm run update-readmes 出 0。變體時 total_teams 等實條數。
敗則: 若 registry 計誤,以 grep -c "^ - id:" teams/_registry.yml 計條並正。若 README 自動敗,驗 package.json 存而 js-yaml 已裝。
行全驗清單:
version 已升(改)或設「1.0.0」(變)updated 日為當members[] 合 Team Composition 表blocked_by 有效agents/_registry.ymltotal_teams 合盤實數git diff 示原容無誤刪# Verify frontmatter
head -25 teams/<team-name>.md
# Verify all member agents exist
for agent in agent-a agent-b agent-c; do
grep "id: $agent" agents/_registry.yml
done
# Count teams on disk vs registry
ls teams/*.md | grep -v template | wc -l
grep total_teams teams/_registry.yml
# Review all changes
git diff
得: 清單皆過。演團可提交。
敗則: 各敗項各處。最常演後問為 CONFIG 塊漂(員或任不合述)與忘 updated。
version 映所改updated 為當members[]、Team Composition 表、CONFIG 塊同步agents/_registry.ymlteams/_registry.yml 新條附正路total_teams 已更source_commit 已更git diff 確無誤刪version 與 updatedls i18n/*/teams/<team-name>.md 察並更各 source_commit,或於提交訊標供重譯create-team 第四步之模決create-team — 造新團之基;evolve-team 假此先循evolve-skill — 並行演 SKILL.md 文之術evolve-agent — 並行演員定之術commit-changes — 以述訊提交演團