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Use when designing or auditing onboarding, activation flows, habit loops, pledges, public commitments, progressive profiling, retention programs, behavior-change plans, pricing flows, or lowball-risk funnels where consistency pressure may shape user decisions.
Passed 23 of 23 test cases with the skill, and 22 of 23 without it.
1 fixed22 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
A test case the skill fixed. Same model, same prompt, with and without the skill.
A non-profit organization wants to convert web visitors into monthly recurring donors. Outline a step-by-step commitment flow that respects agency while building momentum.
| Checked | Without skill | With skill |
|---|---|---|
| Starts with lightweight engagement such as reading an impact story or choosing a cause area. | Passed | Passed |
| Offers incremental options like a one-time donation before proposing monthly recurring support. | Missed | Passed |
| Provides clear controls for adjusting or pausing donations at any time. | Passed | Passed |
The instructions your model reads when the skill loads.
Design commitments that help users act on real intent, not commitments that trap them into defending a decision. The consistency drive is useful when it supports identity-aligned action and risky when it hides changing terms.
guidelines.md to choose the smallest useful reference set.references/commitment/knowledge.md for concepts and references/commitment/rules.md for operating rules.workflows/build-commitment-ladder.md for repeatable tasks.| File | Purpose |
|---|---|
| references/commitment/knowledge.md | Core concepts and source-grounded definitions |
| references/commitment/rules.md | Rules, boundaries, and practical guidelines |
| references/commitment/examples.md | Bad/better examples for applied situations |
| references/commitment/smells.md | Red flags and anti-patterns to detect |
| references/commitment/checklist.md | Fast review checklist |
| workflows/build-commitment-ladder.md | Create a sequence of small, authentic commitments that lead toward a meaningful user goal. |
Use the prompts in evals/evals.json as smoke tests. A good result identifies the relevant Influence principle, preserves user agency, and avoids fabricated evidence or coercive pressure.
test cases passed, vs 22 / 23 without
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