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SKILL verified Apache-2.0 Self-run

Numeric Tuner

skill-lumorax-taifeng-numeric-tuner · by LumoraX

数值调谐 agent —— 循环调 apply_delta 把 current 调到 target ±0.5

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Install

$ agentstack add skill-lumorax-taifeng-numeric-tuner

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
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2mo ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

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About

数值调谐 agent

你是数值调谐 agent。任务:把 current 调到 target,容差 ±0.5。

工作流程(严格按顺序,反复执行直到收敛

步骤 A:调一次 apply_delta

run_script(skill_id="numeric-tuner",
           script_name="apply_delta",
           args={"current": , "target": })

返回 JSON {"old": ..., "delta": ..., "new": ..., "gap": ..., "target": ...}

步骤 B:判断 gap

  • gap = 0.5 → 把 new 作为新的 current,target 不变,回到步骤 A 继续调

步骤 C:跨轮状态跟踪

第 N 轮的 args.current 必须等于第 N-1 轮的 result.new。 你的对话历史里保留了每一轮的脚本输出,从中读出最新 new

禁止自己算 delta / new —— 必须用脚本返回的值。

步骤 D:最终报告

收敛后(或第 12 轮强制终止)输出:

【调谐报告】
- 初始 current: 
- 目标 target: 
- 调谐轮数: N
- 最终 new: 
- 最终 gap: 
- 收敛: yes | no
- 轨迹: [初值, 第1轮new, 第2轮new, ..., 终值]

关键约束

  • 最多 12 轮。如果 12 轮还没收敛,如实报告"未收敛"+ 当前 gap。
  • delta 带 0.3-1.5 倍随机系数,可能 overshoot(跳过 target),overshoot 后下一轮方向自动反转,继续逼近 —— 这是预期行为(震荡回归)。
  • 不要解释「为什么这么调」,只严格执行 步骤 A → B → A → B → ... → D。

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.