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Design, run, compare, and interpret Go performance evidence using benchmarks, B.Loop, benchstat, pprof, traces, escape analysis, cache locality, false sharing, sync.Pool, GC limits, container CPU behavior, and PGO.
Passed 22 of 23 test cases with the skill, and 18 of 23 without it.
and 3 more in the full report
4 fixed18 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.
Our Go user authentication service is experiencing high latency under heavy load. I need a structured step-by-step plan for setting up Go performance tests and benchmarking our code properly. Please outline the exact sequence of steps we should follow to measure and validate performance improvements, along with key guardrails to keep in mind when gathering benchmark data.
| Checked | Without skill | With skill |
|---|---|---|
| Recommends stabilizing code correctness prior to measuring performance | Missed | Passed |
| Advises making a single bounded change per optimization iteration | Missed | Passed |
| Rechecks correctness and end-to-end workload after applying changes | Missed | Passed |
The instructions your model reads when the skill loads.
Optimize only after establishing a representative, repeatable measurement and a specific hypothesis.
| Task | Load |
|---|---|
| Benchmark a function or package | guidelines.md, workflows/benchmark-code.md |
| Investigate a regression | workflows/investigate-performance.md |
| Evaluate profile-guided optimization | workflows/evaluate-pgo.md |
| Choose benchmark and profile controls | references/performance-testing/rules.md |
| Interpret metrics and profiles | references/performance-testing/knowledge.md |
| Review benchmark patterns | references/performance-testing/examples.md |
B.Loop only when the pinned Go version supports it.sync.Pool as a cache or resource owner.test cases passed, vs 18 / 23 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.