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Trend Intelligence Engine

ACTIVE

Signal detection and velocity scoring for emerging market trends. Aggregates micro-signals across sector-level data to identify structural inflection points before they become headlines.

Architecture

How It Works

Signal Aggregation

Multiple data source ingestion
Real-time and batch processing
Deduplication and normalization

Scoring Engine

Velocity scoring: How fast is the signal changing?
Novelty scoring: How new is this pattern?
Confidence scoring: How reliable is the source?

Alerting

Threshold-based triggers
Configurable notification channels
Historical trend comparison

Stack

PythonPostgreSQLLLMsCustom scoring models