imbajin commented on PR #409:
URL: https://github.com/apache/hugegraph-ai/pull/409#issuecomment-6718264760

   ## Independent review summary
   
   **Current head:** `3336a564948a5bc5521af43e66b4d4f56ebb6bfe` against base 
`207fe2cfea4fec38afb9dca3332f5f613ed9d09f`.
   
   **Score: 9.5/10.** Five independent reviews at the earlier head covered the 
SDK as a whole, adversarial risks, metrics and matching, execution and budgets, 
and judge integrations; each scored its reviewed scope 9.5/10. The subsequent 
judge deadline, interruption and uncertain-outcome fixes were independently 
rechecked by two reviewers, scoring their follow-up scopes 9.5/10 and 10/10. 
The unchanged sections were not claimed to have received a second full review 
at the new head.
   
   Review findings were published before fixes. Subscription authentication and 
model inference now share the deadline; Codex connection startup shares one 
deadline; active or unacknowledged turns with unknown outcomes are not 
automatically retried. The documentation describes cooperative cancellation and 
the remaining case where a start acknowledgement is unavailable and provider 
work may continue.
   
   **Validation:** 254 evaluation SDK tests passed locally with graph, ROUGE 
and OpenAI extras; Ruff and formatting checks passed. The previous head's CI 
passed; CI for this head has not reported yet. No live model provider or real 
HugeGraph integration was tested. The acknowledged-start interruption is 
best-effort and cannot establish that remote billing has stopped.
   


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