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Get Started Free →romainsimon/framing-decisions
Turns a vague "what should we do about X" into a scored decision - explicit actions, an explicit unknown, an explicit prior, and one utility scale - then picks by maximum expected utility and checks the result for framing effects.
Passed 20 of 22 test cases with the skill, and 12 of 22 without it.
and 16 more in the full report
10 fixed10 passed either way0 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
We saved our decision table as `meu_data.json`. We need to execute the standard utility calculation script using logarithmic utility for a risk-averse bankroll position. What command line invocation should be run?
| Checked | Without skill | With skill |
|---|---|---|
| Invokes `node scripts/calc.js meu meu_data.json --utility log`. | Missed | Passed |
The instructions your model reads when the skill loads.
Most stalled decisions are not hard. They are unframed: the options are fuzzy, the disagreement is about an unnamed hidden variable, and the outcomes are being scored on two different scales by two different people. Framing dissolves more arguments than analysis does.
Run the whole workflow. Skip to the calculator and you will optimize a badly posed problem, which is worse than arguing.
- [ ] 1. Name the actions (at least three, one of which is do nothing)
- [ ] 2. Name the hidden variable the disagreement is actually about
- [ ] 3. Put a number on the prior, sourced not guessed
- [ ] 4. Score every action-state pair on one scale
- [ ] 5. Run the calculator
- [ ] 6. Run the bias check before committing
- [ ] 7. Write the decision record
List them as things someone could start doing tomorrow. Three rules:
Ask: what would we need to know for this to be obvious? That is the hidden state. Write it as two to four mutually exclusive, collectively exhaustive states.
If two people disagree about the action but agree on the state, the disagreement is about values, and no analysis will settle it. Say so and escalate to whoever owns
test cases passed, vs 12 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.