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feat: AI-Powered Surgical Weekly Financial Digest (#121)#915

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Angelebeats wants to merge 1 commit intorohitdash08:mainfrom
Angelebeats:feat/smart-weekly-digest
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feat: AI-Powered Surgical Weekly Financial Digest (#121)#915
Angelebeats wants to merge 1 commit intorohitdash08:mainfrom
Angelebeats:feat/smart-weekly-digest

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🚀 Feature: AI-Powered Surgical Weekly Financial Digest\n\nThis PR implements a high-fidelity, predictive weekly financial summary that leverages AI to provide semantic insights beyond simple data aggregation.\n\n#### 🧠 The intelligence Edge\nUnlike existing rule-based summaries, this implementation identifies semantic anomalies and provides predictive burn-rate analysis. It doesn't just tell you what you spent, but why it matters and what to expect next week.\n\n#### ✨ Key Changes\n\nBackend (Python/Flask)\n- New Service: weekly_digest.py for advanced multi-week trend analysis and Gemini LLM orchestration.\n- New Endpoint: GET /api/v1/insights/weekly-digest providing deep-delta data and AI-driven insights.\n- Surgical Logic: Automated anomaly detection for category-specific spending shifts.\n\nFrontend (React/Vite)\n- New Component: WeeklySmartDigest - A high-density dashboard card focused on deltas and predictions.\n- Surgical UI: Highlights significant shifts while maintaining a minimal footprint on the dashboard.\n- Predictive Badging: Integrated 'Trend Prediction' indicators.\n\n#### 🛡️ Quality Assurance\n- Backend Tests: New test suite in test_weekly_digest.py covering edge cases and data accuracy.\n- Surgical Diffs: Minimal changes to existing core files to ensure easy maintainability.\n\nFixes #121

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