thinking-in-bets

pmprompt/claude-plugin-product-management · updated Apr 8, 2026

$npx skills add https://github.com/pmprompt/claude-plugin-product-management --skill thinking-in-bets
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summary

This skill implements a proven product management framework. The approach combines best practices from industry leaders and is designed for practical application in day-to-day PM work.

skill.md

Domain Context

This skill implements a proven product management framework. The approach combines best practices from industry leaders and is designed for practical application in day-to-day PM work.

Input Requirements

  • Context about your product, feature, or problem
  • Relevant data, research, or constraints (recommended but optional)
  • Clear articulation of what you're trying to achieve

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.

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

Resources

Books:

  • Thinking in Bets by Annie Duke
  • Quit: The Power of Knowing When to Walk Away by Annie Duke
  • Thinking, Fast and Slow by Daniel Kahneman

Discussion

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general reviews

Ratings

4.643 reviews
  • Rahul Santra· Dec 28, 2024

    thinking-in-bets has been reliable in day-to-day use. Documentation quality is above average for community skills.

  • Valentina Martin· Dec 8, 2024

    Useful defaults in thinking-in-bets — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Ira Jackson· Dec 4, 2024

    Solid pick for teams standardizing on skills: thinking-in-bets is focused, and the summary matches what you get after install.

  • Luis Huang· Dec 4, 2024

    We added thinking-in-bets from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Mateo Farah· Nov 23, 2024

    I recommend thinking-in-bets for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

  • Luis Anderson· Nov 23, 2024

    thinking-in-bets fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Mateo Nasser· Nov 23, 2024

    Registry listing for thinking-in-bets matched our evaluation — installs cleanly and behaves as described in the markdown.

  • Ganesh Mohane· Nov 19, 2024

    thinking-in-bets reduced setup friction for our internal harness; good balance of opinion and flexibility.

  • Mateo Liu· Oct 14, 2024

    Keeps context tight: thinking-in-bets is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Jin Khanna· Oct 14, 2024

    thinking-in-bets has been reliable in day-to-day use. Documentation quality is above average for community skills.

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