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Help users master the art of making high-stakes, irreversible decisions by using structured frameworks to reduce cognitive bias and maintain organizational momentum.
Passed 18 of 22 test cases with the skill, and 13 of 22 without it.
and 4 more in the full report
6 fixed12 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
We are considering rewriting our core payments processing engine. The team wants to treat it as a routine two-way door decision to ship fast and iterate, while business leadership wants months of committee review. How should this decision be categorized and evaluated to avoid misapplying reversibility frameworks?
| Checked | Without skill | With skill |
|---|---|---|
| Categorize the payment engine rewrite as an irreversible Type-1 decision rather than a reversible Type-2 decision. | Passed | Passed |
| Recommend requiring high rigor and deliberation before proceeding rather than fast iteration. | Missed | Passed |
The instructions your model reads when the skill loads.
Navigate irreversible choices and extreme uncertainty with speed and structural clarity.
Help the user with high stakes decision making using insights from 30 guests and posts across Lenny's Podcast and Newsletter.
Annie Duke: "There is no such thing as a long feedback loop. And the way you choose to shorten the feedback loop is to say, what are the things that are correlated with the outcome that I eventually desire?"
Break down long-term goals into measurable intermediate signals to create shorter feedback loops for better decision-making.
Ben Horowitz: "The biggest mistake that you make, the worst thing that you do as a leader, there's things in your control and there's things out of your control and hesitation, that's generally the most destructive. And I go through all the ways that it's destructive, but it's extremely bad. And the thing that causes you to hesitate is both decisions are horrible."
Trust your perception and act decisively when faced with two equally painful alternatives rather than avoiding the choice.
Kevin Weil: "Our general mindset is in two months, there's going to be a better model and it's going to blow away whatever the current set of limitations are. And we say this to developers too. If you're building and the product that you're building is kind of right on the edge of the capabilities of the models, keep going because you're doing something right. Give it another couple months and the models are going to be great, and suddenly the product that you have that just barely worked is really going to sing."
Design products and roadmaps based on where model capabilities will be in months rather than optimizing for current technical limitations.
Laura Modi: "We are going to run out of product for the babies that are on Bobbie today. We have about six days before we get to a place where we won't be able to serve those who've already made a commitment to Bobbie. She's like, 'So we need to turn off our site and stop growing the business.'"
True customer-centricity requires prioritizing fulfillment for existing users over new acquisition during periods of severe supply or resource shortages.
Matt Mochary: "It's not because I'm magician or a genius, it's because when someone's in fear, they're gripped. They can't see reality, their brain is making very exaggerated predictions. Whereas when someone is not in fear, and I'm not because it's not my situation, I am not gripped and therefore, my brain isn't making exaggerated predictions. And so, we make this bet once I win, then all of a sudden the CEO realizes, oh my God, there's something to this, fear gives bad advice."
Use neutral third parties to identify when fear is causing you to make exaggerated negative predictions about a difficult choice.
test cases passed, vs 13 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.