Token导航 LogoToken导航TokenDH.com
研究检索只读github未标认证来源可访问许可证需确认审计通过

thinking-in-bets下注时的思考

Agent Skill

thinking-in-bets 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。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

720

周安装

30

GitHub Stars

8

下载量

240
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:thinking-in-bets(下注时的思考)
来源仓库:https://github.com/wdavidturner/product-skills
仓库路径:skills/thinking-in-bets
安装命令:
npx skills add https://github.com/wdavidturner/product-skills --skill thinking-in-bets
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/wdavidturner/product-skills --skill thinking-in-bets

简介

下注时的思考用于查找、检索和筛选相关信息,聚焦于概率化决策框架。

  • 适合投资评估、产品功能优先级排序等涉及不确定收益的场景。
  • 将选项转化为 bets 形式,计算期望值并可视化风险分布。
  • 安装命令:npx skills add https://github.com/wdavidturner/product-skills --skill thinking-in-bets
  • 来自不同作者仓库,需对比 cc-thinking-skills 体系的一致性。

SKILL.md

Thinking in Bets

What It Is

Thinking in Bets is a framework for improving decision quality by separating decisions from outcomes. The core insight: a good decision can have a bad outcome, and a bad decision can have a good outcome—luck is always involved.

Most people judge decisions by their outcomes (called "resulting"). This is backwards. You can only control the quality of your decision, not the outcome. Annie Duke, a professional poker player turned decision strategist, built this framework from poker, where you're forced to make decisions with incomplete information under uncertainty—exactly like business.

The key shifts:

  • Move from "Was I right?" to "Was my thinking process good?"
  • Move from "What happened?" to "What did I know at the time?"
  • Move from implicit assumptions to explicit, testable beliefs

When to Use It

Use Thinking in Bets when you need to:

  • Evaluate past decisions without outcome bias clouding judgment
  • Make decisions under uncertainty where luck will influence results
  • Improve team decision-making in meetings and planning
  • Set up pre-mortems and kill criteria for projects
  • Shorten feedback loops on decisions with delayed outcomes
  • Reduce cognitive biases like overconfidence, hindsight bias, and sunk cost
  • Run better meetings that surface true opinions, not groupthink

When Not to Use It

  • The decision is trivial with low stakes
  • You have perfect information (rare)
  • You're looking for permission to take a risk you've already decided on

Patterns

Detailed examples showing how to apply Thinking in Bets correctly. Each pattern shows a common mistake and the correct approach.

Critical (get these wrong and you've wasted your time)

PatternWhat It Teaches
resultingDon't judge decisions by outcomes—judge by the process
implicit-vs-explicitMake intuitions explicit so you can test and improve them
discover-discuss-decideSeparate discovery (async), discussion (meetings), and decisions
premortems-without-kill-criteriaPre-mortems are useless without committed actions

High Impact

PatternWhat It Teaches
overconfidenceUse ranges, not point estimates—you know less than you think
hindsight-biasWhat seems obvious now wasn't obvious then
sunk-costPast investment is irrelevant to future decisions
anchoring-in-groupsFirst opinions contaminate everyone else's judgment
long-feedback-loopsNo feedback loop is actually long—find intermediate signals
seeking-alignmentStop seeking agreement—it's coercive and unrealistic

Medium Impact

PatternWhat It Teaches
confirmation-biasSeek out information that proves you wrong
mental-time-travelAsk: "How will I feel about this in 10 years?"
forecasting-rangesReplace certainty with calibrated probability ranges
nevertheless-leadershipHear everyone, then decide—"nevertheless" is your friend

Deep Dives

Read only when you need extra detail.

  • references/thinking-in-bets-playbook.md: Expanded framework detail, checklists, and examples.

Resources

Books:

  • *Thinking in Bets* by Annie Duke — the core framework
  • *Quit: The Power of Knowing When to Walk Away* by Annie Duke — when to stop
  • *Thinking, Fast and Slow* by Daniel Kahneman — the psychology underneath

Related:

  • *Superforecasting* by Philip Tetlock — calibrated probabilistic thinking
  • *The Scout Mindset* by Julia Galef — seeking truth over confirmation
  • *Algorithms to Live By* by Brian Christian — decision theory made practical

Annie Duke:

  • Substack: "Thinking in Bets"
  • Course on Maven: Effective Decision Making
  • Alliance for Decision Education (co-founded)

*Framework based on Annie Duke's work and her conversation with Lenny Rachitsky on the Lenny's Podcast.*

适合场景

01

用户想查找某类 Agent Skill 时

02

需要根据任务场景推荐可安装能力包时

03

需要对比不同来源的安装命令和来源信息时

能力概览

能力 1

按任务关键词查找相关 Skills

能力 2

展示可复制的安装命令

能力 3

保留来源站点、仓库和原始说明,方便继续核验

能力 4

展示第三方安全扫描或审计结果

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

36.98%
按下载量换算89

Claude

31.46%
按下载量换算76

Cursor

18.36%
按下载量换算44

Gemini CLI

10.44%
按下载量换算25

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。当前只有一个来源,正式发布前建议补源仓库或其他目录站核验。

来源信息

继续浏览同类 Skills