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grad-signaling梯度信号

Agent Skill

grad-signaling 用于处理 GitHub 仓库、Issue、Pull Request 和代码协作信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要围绕仓库状态、代码变更或协作事项进行整理时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

总安装

367

周安装

15

GitHub Stars

125

下载量

119
CodexClaudeCursorGemini CLI

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

2

许可证

unknown

最后核验

2026-05-01

来源状态

来源可访问

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:grad-signaling(梯度信号)
来源仓库:https://github.com/asgard-ai-platform/skills
仓库路径:skills/grad-signaling
安装命令:
npx skills add https://github.com/asgard-ai-platform/skills --skill grad-signaling
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/asgard-ai-platform/skills --skill grad-signaling

简介

grad-signaling 用于处理 GitHub 仓库、Issue、Pull Request 和代码协作信息。

  • 适合在 Codex、Claude、Cursor、Gemini CLI 中围绕仓库状态、代码变更或协作事项进行整理。
  • 通过 npx skills add 命令从指定 GitHub 仓库安装并使用。
  • 安装前需确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。
  • 适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

SKILL.md

Signaling Theory

Overview

Signaling theory (Spence, 1973) explains how informed parties credibly communicate private information to uninformed parties through costly actions. In finance, firms signal quality through dividends, capital structure, underpricing, and other mechanisms that are too costly for low-quality firms to mimic.

When to Use

  • Analyzing why firms pay dividends despite tax disadvantage
  • Evaluating IPO underpricing as a quality signal
  • Assessing whether a corporate action conveys credible private information
  • Designing mechanisms to separate high-quality from low-quality issuers

When NOT to Use

  • When information asymmetry is minimal (both sides have equal information)
  • For cheap-talk communication (costless signals are not credible)
  • When the signaling cost exceeds the benefit to the signaler

Assumptions

IRON LAW: A signal is credible ONLY if it is costly to fake — cheap
talk is not a signal. For a separating equilibrium, the signal must
be differentially costly: affordable for high-quality types but
prohibitively expensive for low-quality types.

Key assumptions:

  1. Information asymmetry exists between sender and receiver
  2. Signal cost is negatively correlated with quality (single-crossing property)
  3. Receivers rationally update beliefs based on observed signals
  4. Equilibrium can be separating (types distinguished) or pooling (types indistinguishable)

Methodology

Step 1 — Identify Asymmetry and Parties

  • Who is the informed party (sender)? What private information do they hold?
  • Who is the uninformed party (receiver)? What decision do they make?

Step 2 — Identify the Signal and Its Cost Structure

Financial SignalSenderCostly Because
DividendsFirm managersCommits cash flow, tax cost
IPO underpricingIssuing firmLeaves money on the table
Debt issuanceFirm managersFixed obligations, bankruptcy risk
Share buybacksFirm managersDepletes cash reserves
Education (Spence)Job applicantTime, money, effort

Step 3 — Assess Equilibrium Type

  • Separating: High-quality types signal, low-quality types do not. Receiver can distinguish.
  • Pooling: All types take the same action. Receiver cannot distinguish.
  • Key test: Is the signal cost differential sufficient to sustain separation?

Step 4 — Evaluate Signal Credibility

Checklist for credible signal:

  • Is it costly to the sender?
  • Is it more costly for low-quality senders?
  • Can the receiver observe the signal?
  • Is the signal difficult to fake or replicate cheaply?

Output Format

## Signaling Analysis: [Corporate Action / Context]

### Information Structure
- Sender: [who] with private info about [what]
- Receiver: [who] making decision about [what]

### Signal Assessment
| Criterion | Assessment |
|-----------|------------|
| Observable? | [Yes/No] |
| Costly? | [Yes/No — how] |
| Differentially costly? | [Yes/No — why] |
| Credible? | [Yes/No] |

### Equilibrium
- Type: [Separating / Pooling / Semi-separating]
- Stability: [Robust / Fragile — why]

### Implications
- [What rational receivers should infer]
- [Strategic recommendation for sender]

Gotchas

  • Not every costly action is a signal — it must be observed by the receiver and differentially costly
  • Multiple equilibria often exist; which one obtains depends on off-equilibrium beliefs
  • Signal costs represent deadweight loss to society, even if individually rational
  • Over-signaling occurs when competition escalates signal costs beyond social optimum
  • Empirical identification is hard — correlation between signals and quality does not prove signaling
  • Institutional context matters: mandatory disclosure regulations can substitute for costly signaling

References

  • Spence, M. (1973). Job market signaling. *Quarterly Journal of Economics*, 87(3), 355-374.
  • Ross, S. (1977). The determination of financial structure: the incentive-signalling approach. *Bell Journal of Economics*, 8(1), 23-40.
  • Allen, F. & Faulhaber, G. (1989). Signalling by underpricing in the IPO market. *Journal of Financial Economics*, 23(2), 303-323.

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能力 4

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安装后应在对应宿主中按原始 README 的触发条件使用;具体调用方式请以来源页面和 README 为准。

平台分布

Codex

35.63%
按下载量换算42

Claude

31.4%
按下载量换算37

Cursor

20.73%
按下载量换算25

Gemini CLI

10.13%
按下载量换算12

安全审计

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Socket

通过

Snyk

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安装前确认

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