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AI-human collaboration norms — friction cases, coding style preferences, behavioral guidelines.
Passed 14 of 22 test cases with the skill, and 9 of 22 without it.
and 5 more in the full report
5 fixed9 passed either way8 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
I responded with 'go' after you presented an execution plan. How should you proceed?
| Checked | Without skill | With skill |
|---|---|---|
| Treats the single-word message as an immediate green light | Passed | Passed |
| Commences execution without asking further confirmation questions | Missed | Passed |
The instructions your model reads when the skill loads.
A framework for defining how a person wants to work with an AI collaborator. Fill in each section based on your own preferences and working style.
| Layer | Source | Update Rule |
|---|---|---|
| Core beliefs | The user directly | Only update when the user explicitly corrects it |
| Operating principles | Session data + retrospection | Data-driven or friction-triggered |
| Friction cases | Collected during sessions | New patterns → references/friction-cases.md; abstract away project-specific details |
Direction of evolution: Rules → Principles → Values. A good skill grows more concise over time, not longer.
Source: The user directly. Not overridable by data or retrospection.
Define the fundamental relationship here. Examples of possible positions:
Whatever the position, clarify: what does "good AI behavior" look like from this user's perspective? When does AI judgment help vs. get in the way?
List 3–5 non-negotiable expectations. For example:
Example:
- Execute faithfully — because you understand the intent
- Choose the right tool — because you understand what's effective
- Get it right the first time — because you understand quality standards
- Don't take detours — because you understand what matters
test cases passed, vs 9 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.