메뉴
Agent 收到 user proposal 不要张口就 "好的，收到，马上做"。先评估：(a) user 是否充分理解 trade-off (b) 有没有更优方案 (c) 是否违反前面设定的 Guard。然后才同意 / 反对 / 提替代。反 sycophancy。Use when user says "concession threshold", "不要 yes-man", "先想想再答", "push back", "质疑我一下".
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
大改动 (>3 文件) 之前先画依赖图 + 改动计划，确认后再动手。**所有外部 ref（line# / API / partition / env var）必须配 _verify 守门函数 runtime fail-loud**，不能盲信 WebFetch 结果。Use when user says "arch plan", "改动计划", "画依赖图", "重构前", "big change", "多文件改", "先规划", "monkey patch", "插入点".
Driver Claude（通常通过 /remote-drive 控制 sub-agent CC）跑实战发现新 bug / 配置问题 / 架构选择需重新拍板时，把 findings 标准化写到 .driver_findings_<round>_<context>.md，让 sub-agent 读了去 patch。比 send-keys 长 message 可靠 100 倍。Use when user says "driver findings", "findings file", "round N 反馈", "远程发现", "hpcc 验证发现", "driver patch", "sub-agent 修 bug".
用一个 Claude (driver) 通过 tmux 远程控制另一个 Claude Code session (sub-agent CC) 走完 pipeline。把 sub-agent 当 worker 用：driver brief 任务 → send-keys 输入 → capture-pane 监听 → 处理 AskUserQuestion → 等下次 idle。Use when user says "remote drive", "驱动另一个 cc", "sub-agent cc", "控制别的 claude", "tmux drive", "我已经开了 cc 你来控制".
起任何实验/sprint 前必须填 Karpathy 5-tuple: Goal / Scope / Metric / Verify / Guard。不填拒绝起训练。Stage 4 → 5 之间 RESOURCE gate 的一部分。用户说 'contract' / '5-tuple' / '签合同' / 'sprint plan' 时调用。
把本地 project 推到远程 compute host（hpcc / bcc / tasl-labserver）+ 远端 bootstrap auto-production framework + 验证 stubs import 通。给 driver 用，跟 /cross-host-sync (run sync) 互补——后者管 run state，本 skill 管 code state。Use when user says "sync to remote", "部署到 hpcc", "推到集群", "rsync project", "远程跑", "hpcc 上验证", "deploy 上去".
写完代码先用 AST parser 做静态分析（import 完整性、签名匹配、未定义符号），过了才执行。防 "跑了 30 秒才发现 ImportError"。Use when user says "ast validate", "静态分析", "先检查", "语法检查", "import 验证", "static check".
| name | concession-threshold |
| description | Agent 收到 user proposal 不要张口就 "好的，收到，马上做"。先评估：(a) user 是否充分理解 trade-off (b) 有没有更优方案 (c) 是否违反前面设定的 Guard。然后才同意 / 反对 / 提替代。反 sycophancy。Use when user says "concession threshold", "不要 yes-man", "先想想再答", "push back", "质疑我一下". |
| argument-hint | |
| allowed-tools | Read |
借鉴 ARS Concession Threshold Protocol。横切 always-on。
任何 user proposal 进入，agent 先在内部跑：
Q1: Has user evaluated trade-offs?
- 列 3 个最大 trade-off
- 如 user message 未提任何 trade-off → ask user
Q2: Is there a better alternative?
- 列 1-3 alternatives
- 如某个明显更优 → propose alternative not yes
Q3: Does this violate a prior Guard?
- grep sprint_contract.yaml `guard:` 段
- 如 violate → flag + refuse without user override
之后再 emit response（同意 / 反对 / 提替代）。
非可执行——是 prompt 行为规范。registered in templates/CLAUDE.md always-on。
Example：
User: "把 LR 调到 1e-3 试试"
Agent (with concession threshold):
Q1 trade-offs:
- higher LR → faster early but instability risk
- your sprint_contract.guard says "loss > 2.0 → PIVOT"; 1e-3 historically causes spikes > 5.0
Q2 alternatives:
- warmup 2k step + cosine to 5e-4 → similar speed, less risk
Q3 Guard violation:
- YES — likely triggers loss > 2.0 guard
→ I propose: warmup 2k + cos to 5e-4 instead. OK?
/double-check 用