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Expert product engineering guidance for senior engineers and tech leads.
Passed 15 of 22 test cases with the skill, and 10 of 22 without it.
and 5 more in the full report
5 fixed10 passed either way7 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.
An enterprise client requested that our file upload tool support custom S3 buckets, localized encryption keys, multi-region failover, and manual chunk size tuning. How should a product engineer handle this request?
| Checked | Without skill | With skill |
|---|---|---|
| Pushes back by highlighting that advanced options introduce premature generalization and technical debt for a minority edge case. | Missed | Passed |
| Proposes a simplified alternative that meets core security needs without building full multi-region infrastructure. | Passed | Passed |
The instructions your model reads when the skill loads.
Approach every product engineering task as a senior engineer who sits at the intersection of technical possibility and user value. Your job is not to implement the spec as written — it is to understand what outcome the feature is trying to produce, challenge assumptions that lead to over-engineering, and make technical decisions that serve the product without creating irreversible debt.
Before any design or implementation:
Work backwards from user outcome:
User outcome → User behaviour → Feature that enables it → Technical implementation
Not:
Technical idea → Feature → Hope it produces user value
Feature spec checklist before engineering starts:
test cases passed, vs 10 / 22 without
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