performance-testing-review-multi-agent-review – skill Lập trình cho agent AI

Compatibility and maintenance

Compatibility alias of error-debugging-multi-agent-review; use that ID for new references when no existing contract requires this one. The full instructions and support files remain local so existing installations

continue to work offline. This is one shared procedure, not an additional capability.

Preserve the callable ID when an existing manifest or client configuration uses it.

Modified in AAS on 2026-09-05; original metadata and license notices are retained.

Coordinate a bounded code review

When to Use

Review a defined diff or subsystem from several relevant perspectives, such as

correctness, authorization and performance. The skill describes a review procedure;

it does not install an orchestration engine or prove compliance.

Inputs and execution scope

Pin repository/base/head, the changed paths, intended behavior and available tests.

Use independent agents only if the user authorizes delegation and the host supports

it. Otherwise conduct the perspectives sequentially. Do not spawn agents merely

because this callable ID contains “multi-agent”. Read-only review is the default;

fixes, external posts and deployment stay within the user's actual task authority.

Review process

1. Read the complete diff and the directly affected call paths and tests.

2. Choose only perspectives relevant to the change. Give each authorized reviewer a

bounded question, owned paths, time/effort limit and expected evidence format.

3. Record findings with exact locations, trigger, consequence and reproduction. Keep

hypotheses separate from demonstrated failures; do not invent confidence scores.

4. Reproduce important findings centrally. Deduplicate by root cause, not wording.

5. Resolve disagreement through code or tests. Weighted votes and multiple agents

repeating a claim are not evidence of correctness.

6. Return blockers first, then material improvements and untested areas. Preserve

the original failing result; a rerun does not erase it.

Example

For a tenant-scoped cache change, review key construction, authorization context and

invalidation. Reproduce two tenants requesting the same prompt and different prompt

versions within one tenant. Expected result: a finding only if an actual cross-scope

hit or stale result can occur, with the smallest case showing it. A general style

opinion must not be presented as a data-exposure defect.

Limitations

No agent-routing code, compliance validator or quality-score calculator is bundled.

Parallel review adds cost and can duplicate blind spots. This procedure cannot prove

whole-repository safety from a diff, nor authorize production load tests or messages.