wenjin272 commented on PR #930:
URL: https://github.com/apache/flink-agents/pull/930#issuecomment-5161886406

   @weiqingy Here is my feedback after using #930 as our first experiment with 
developer-side artifacts for AI-assisted review.
   
   For this PR, I found the **Spec more useful than the Implementation 
Description**. The change is focused, the production-code diff is relatively 
small, and its impact is limited to a specific integration rather than a 
critical runtime path. The Spec gave me enough context to understand the design 
intent, behavioral boundaries, and key implementation decisions. By comparison, 
the Implementation Description sometimes went into so much detail that reading 
the code directly was more efficient.
   
   This is partly contextual. I am already familiar with and confident in 
Weiqing’s code quality, so I did not feel the need to inspect every 
implementation detail manually. A detailed as-built description may be more 
valuable for a larger, cross-cutting, unfamiliar, or critical-path change. For 
a PR of this size and risk profile, however, a concise Spec seems to be the 
better reviewer artifact.
   
   As a second-stage experiment, I also asked Codex to review the 
implementation against the Spec, generate findings, and post inline comments 
directly to GitHub. This workflow was practical: the Spec served as the review 
anchor, while the coding agent handled the detailed inspection of the 
implementation.
   
   This is only one data point, but my current impression is that the 
appropriate level of description should depend on the PR’s size and risk. For 
focused changes like this one, a Spec may provide most of the review benefit 
with less authoring and reading overhead.


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