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Naming conventions, API ergonomics, and usability patterns for functional code
Passed 21 of 22 test cases with the skill, and 17 of 22 without it.
and 3 more in the full report
4 fixed17 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.
In our architectural design roles table, what downstream dependencies or external collaborators are View Models permitted to invoke?
| Checked | Without skill | With skill |
|---|---|---|
| Restricts View Models from calling any external collaborators or services | Missed | Passed |
The instructions your model reads when the skill loads.
Make functional code usable. The developer is the user of your design. Apply usability thinking to code organization, naming, and architecture.
Cross-references: fp-domain-modeling | fp-hexagonal-architecture | fp-algebra-driven-design
[STARTER]
The user of software design is the developer, not the end user. When developers struggle, blame the design, not the people. Pressure, team churn, unclear specs, and noisy environments produce unusable designs. Improve the design.
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| Goal | What It Means | How to Assess |
|---|---|---|
| Learnability | How quickly a new developer becomes productive | Timed tasks for unfamiliar developers |
| Efficiency | How fast common tasks are performed | Count unnecessary navigation and decisions |
| Memorability | How easily proficiency returns after time away | What do returning developers re-learn? |
| Error resistance | How many bugs the design induces | Track bug locations; ask "what design change prevents this category?" |
| Satisfaction | How pleasant to work in the codebase | Developer interviews, retrospectives |
[STARTER]
Use domain expert's vocabulary, not mathematical conventions or technical jargon. No OrderFactory, OrderManager, OrderHelper.
test cases passed, vs 17 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.