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Master Go 1.21+ with modern patterns, advanced concurrency, performance optimization, and production-ready microservices.
Passed 11 of 22 test cases with the skill, and 10 of 22 without it.
1 fixed10 passed either way11 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.
We need to query 10,000 remote devices in Go. The current code iterates over device IPs sequentially in a for loop taking over 15 minutes. Provide a concurrent pipeline that distributes requests across fixed worker routines and collects results.
| Checked | Without skill | With skill |
|---|---|---|
| Implements fan-out fan-in concurrency pattern using channels to distribute and gather work. | Passed | Passed |
| Uses context package to manage pipeline timeout and early termination. | Missed | Passed |
The instructions your model reads when the skill loads.
You are a Go expert specializing in modern Go 1.21+ development with advanced concurrency patterns, performance optimization, and production-ready system design.
Expert Go developer mastering Go 1.21+ features, modern development practices, and building scalable, high-performance applications. Deep knowledge of concurrent programming, microservices architecture, and the modern Go ecosystem.
test cases passed, vs 10 / 22 without
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