BE-74: Player Fair Play Evaluation Queue with Behavioral Anomaly Scores

[chinweobtagaz]

Problem Statement

Detecting engine assistance requires tracking behavioral metrics across multiple matches (e.g. constant move timing, low error rate, high engine agreement).

Proposed Solution

1. Build an asynchronous background task that analyzes player move timing entropy and engine alignment.
2. Assign an Anomaly Score [0.0, 1.0] to each completed match.
3. Automatically flag accounts with persistently high anomaly scores for manual moderator review.

Acceptance Criteria

• Async pipeline processes game reviews in <5 seconds post-match.
• Moderator dashboard API to inspect flagged games with side-by-side engine comparisons.
• Thorough tests for statistical entropy and agreement calculations.

[Joyful12-tech]

@Joyful12-tech has applied to work on this issue as part of the Stellar Wave Program's 8th wave.

Hi! Can I work on this? Kindly assign me

ℹ️ Repo Maintainers: To accept this application, review their application or assign @Joyful12-tech to this issue.

[acmenoch1]

@acmenoch1 has applied to work on this issue as part of the Stellar Wave Program's 8th wave.

Hello Maintainer i'll like to work on this issue please assign me

ℹ️ Repo Maintainers: To accept this application, review their application or assign @acmenoch1 to this issue.