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Add AI-powered anomaly explanation system with feedback and UI integr…#707

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sanctus-mvp:feature/ai-anomaly-explanations
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Add AI-powered anomaly explanation system with feedback and UI integr…#707
sanctus-mvp wants to merge 1 commit into
Nanle-code:masterfrom
sanctus-mvp:feature/ai-anomaly-explanations

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@sanctus-mvp

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closes #591

Feature Description

Implemented an AI-powered anomaly explanation system for the Stellar dashboard that generates human-readable, actionable explanations for detected anomalous activity.

What was added

  • Interactive explanation panel in the transaction pattern analysis dashboard
  • Template-based natural language summaries for anomaly patterns and overall anomaly scores
  • Feature importance analysis with top contributing factors and visual bars
  • Actionable remediation suggestions and technical context for deeper review
  • User feedback capture with helpful/unhelpful ratings, comments, and action tracking
  • Local feedback learning to improve future explanation confidence

Benefits

  • Makes anomaly flags understandable to non-experts
  • Provides context on why activity was flagged
  • Encourages user action with clear next steps
  • Supports continuous improvement through feedback

Validation

  • Added unit tests for explanation generation, feature importance, confidence handling, and feedback integration
  • Passed vitest coverage for anomalyExplanation.test.ts

@vercel

vercel Bot commented Jul 24, 2026

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@sanctus-mvp is attempting to deploy a commit to the nanle-code's projects Team on Vercel.

A member of the Team first needs to authorize it.

@drips-wave

drips-wave Bot commented Jul 24, 2026

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@sanctus-mvp Great news! 🎉 Based on an automated assessment of this PR, the linked Wave issue(s) no longer count against your application limits.

You can now already apply to more issues while waiting for a review of this PR. Keep up the great work! 🚀

Learn more about application limits

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AI-Powered Anomaly Explanation

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