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feat(security): comprehensive anomaly detection engine#818

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bkennedyshit wants to merge 1 commit intorohitdash08:mainfrom
bkennedyshit:feat/anomaly-engine
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feat(security): comprehensive anomaly detection engine#818
bkennedyshit wants to merge 1 commit intorohitdash08:mainfrom
bkennedyshit:feat/anomaly-engine

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Closes #72. 3 signals: large transaction (3σ), daily spike (2.5x avg), round-amount cluster. Severity ranked. 3 tests.

- large_transaction: single expense >3σ from monthly mean
- daily_spike: day with >2.5x daily average spend
- round_amount_cluster: 5+ round-number transactions (possible manual entries)
- Severity: high/medium/low, sorted by severity in response
- 3 tests: empty, structure, large transaction logic
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Anomaly Detection Engine

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