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Wjs Evaling Voicedrop Prompts Skill for Claude

Use when 王建硕 wants to evaluate whether a change to VoiceDrop's 挖矿 system prompt is actually better than the live version — runs the local eval harness (golden fixtures × champion-vs-candidate, same input), dispatches blind pairwise judge subagents, aggregates a win-rate verdict, and on approval promotes the candidate into agent/src/prompts/mine.js. Triggers — "评估 prompt"、"挖矿 prompt 改好了吗"、"eval prompt"、"比一比两版 prompt"、"/wjs-evaling-voicedrop-prompts".

969 tokens
context cost
the whole folder, loaded on every use
2
files
instructions only
0
copies elsewhere
how many repositories repackaged it
112
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/jianshuo/claude-skills --skill wjs-evaling-voicedrop-prompts

What comes with it

1 055 bytes besides the instruction
references/judge-rubric.md

What it tells the agent to use

found in the instruction text
Task spawns other agents

The instruction itself

1 sections, as written by the author

VoiceDrop 挖矿 prompt 评估

harness = 本 skill(协议)+ jianshuo.dev agent/eval/(脚本/数据)。运行时 = 本地 Claude Code。

被测对象 = agent/src/prompts/mine.jsMINE_SYSTEM(git 即版本库)。

何时用

用户改了挖矿 prompt(MINE_SYSTEM),想用数据判断改好了还是改坏了,而不是凭感觉看一两次。

流程(按序)

  • 拿候选 prompt:把候选版 MINE_SYSTEM 文本写到一个临时文件(如 /tmp/cand-prompt.txt);冠军 = 当前 mine.jsMINE_SYSTEM(脚本自动读)。
  • 跑产出cd ~/code/jianshuo.dev/agent && CLAUDE_API_KEY=$CLAUDE_API_KEY node eval/run-eval.mjs /tmp/cand-prompt.txt <runId>。产出落 eval/runs/<runId>/。先看终端有没有「确定性回退」警告——有就先停,多半是候选 prompt 破坏了 JSON 输出。
  • 成对盲评:对每条 fixture,dispatch 一个 subagent,喂 references/judge-rubric.md + 该 fixture 的 transcript + 两份产出。A/B 顺序随机(一半 fixture 把 candidate 放 A、一半放 B,记录映射,收到结果后还原成 champion/candidate)。裁判模型用与生成(opus)不同家族的模型。收每条的 {winner, dims, reason}
  • 聚合:把还原后的 verdicts(winner ∈ candidate/champion/tie)+ 候选 proxyFails 喂 aggregate(),渲染 renderReport() → 写 eval/runs/<runId>/report.md
  • 人工终审:把胜负最接近、分歧最大的 1–2 条产出并排摆给用户。机器只筛掉明显更差的,文风最后一票是用户。
  • 晋级:仅当 decision==="promote"(胜率 ≥70% 且无回退)且用户点「认可」——把候选写回 agent/src/prompts/mine.jsMINE_SYSTEM,commit(message 附 runId 与胜率),并跑 npm test 确认没破坏。否则保留报告、不动生产版。

边界

  • 只评挖矿 prompt(MINE_SYSTEM/MINE_SYSTEM_FORCE)。审核/语音编辑 prompt 是不同 eval 模式,不在本 skill。
  • 不测成本/缓存/延迟(本地缓存行为≠生产);不做无人值守。
  • 真实金标集要 ≥10 条才可信(见 agent/eval/fixtures/README.md 的补充流程);种子 2 条只够自测流程。

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How to use it

Copy the folder

Take jianshuo/wjs-evaling-voicedrop-prompts from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.